chore: release v3.115.0

* Refactor conditional rendering and hook logic

Co-authored-by: michael <michael@langfuse.com>

* fix ordering

---------

Co-authored-by: Cursor Agent <cursoragent@cursor.com>
Co-authored-by: michael <michael@langfuse.com>

.claude/settings.json

@@ -0,0 +1,14 @@
+{
+  "permissions": {
+    "allow": [
+      "Bash(find:*)",
+      "Bash(rg:*)",
+      "Bash(grep:*)",
+      "Bash(ls:*)",
+      "Bash(cat:*)",
+      "Bash(head:*)",
+      "Bash(tail:*)"
+    ],
+    "deny": []
+  }
+}

.codespellrc

@@ -1,4 +1,4 @@
 [codespell]
 skip = .git,*.pdf,*.svg,package-lock.json,*.prisma,pnpm-lock.yaml
-ignore-words-list = afterall,vertx,notIn
+ignore-words-list = afterall,vertx,notIn,alue,allTime
 

.cursor/environment.json

@@ -0,0 +1,11 @@
+{
+  "agentCanUpdateSnapshot": false,
+  "install": "cp .env.dev.example .env && pnpm i",
+  "terminals": [
+    {
+      "name": "Development Terminal",
+      "command": "pnpm run dev",
+      "description": "Main development terminal running the development server"
+    }
+  ]
+}

.cursor/rules/frontend-features.mdc

@@ -11,7 +11,7 @@ alwaysApply: true
 ## File Structure
 
 - We generally put all code related to a net-new feature into a folder within web/src/features.
-- Checkout other features to learn about the common structure.
+- Check out other features to learn about the common structure.
 
 ## API for frontend features
 

.cursor/rules/general-info.mdc

@@ -0,0 +1,9 @@
+---
+description: 
+globs: 
+alwaysApply: true
+---
+# General rules
+
+- Linting in this repo only works if the development server is running
+- Always run the full mono-repo via `pnpm run dx` (use `pnpm dx-f` when you run this in a background agent). Thereby the database will also be seeded.

.cursor/rules/global.mdc

@@ -0,0 +1,20 @@
+---
+description: 
+globs: 
+alwaysApply: true
+---
+## Project setup
+- This project is a Turborepo monorepo
+- We build two containers, web (./web) and worker (./worker)
+- We have shared code between these two in the shared package (./packages/shared). For that package, we have different entry points [package.json](mdc:packages/shared/package.json).
+
+
+## Domain layer
+The most important domain objects are in [observations.ts](mdc:packages/shared/src/domain/observations.ts), [traces.ts](mdc:packages/shared/src/domain/traces.ts), [scores.ts](mdc:packages/shared/src/domain/scores.ts).
+
+
+## Database schema
+We use Postgres and Clickhouse.
+- The postgres schema is in [schema.prisma](mdc:packages/shared/prisma/schema.prisma)
+- The clickhouse schema is in [0001_traces.up.sql](mdc:packages/shared/clickhouse/migrations/clustered/0001_traces.up.sql), [0002_observations.up.sql](mdc:packages/shared/clickhouse/migrations/clustered/0002_observations.up.sql), [0003_scores.up.sql](mdc:packages/shared/clickhouse/migrations/clustered/0003_scores.up.sql)
+

.cursor/rules/public-api.mdc

@@ -1,6 +1,6 @@
 ---
 description: How to create new public api routes for Langfuse
-globs: 
+globs:
 alwaysApply: false
 ---
 
@@ -13,4 +13,5 @@ alwaysApply: false
   - Add end-to-end test, similar to [datasets-api.servertest.ts](mdc:web/src/__tests__/async/datasets-api.servertest.ts)
   - Add fern configuration in /fern, learn more about structure here: https://buildwithfern.com/learn/api-definition/fern/overview
   - Prompt user to regenerate the OpenAPI spec via the fern CLI
-  - Pagination starts at 1, query typing defined in publicApiPaginationZod, return meta in paginationMetaResponseZod
+  - Pagination starts at 1, query typing defined in publicApiPaginationZod, return meta in paginationMetaResponseZod
+- For tests, please look at [this directory](mdc:web/src/__tests__/async/) for examples

.cursor/rules/tests.mdc

@@ -0,0 +1,9 @@
+---
+description: 
+globs: 
+alwaysApply: true
+---
+# Writing tests
+
+- When writing tests, focus on decoupling each `it` or `test` block to ensure that they can run independently and concurrently. Tests must never depend on the action or outcome of previous or subsequent tests.
+- When writing tests, especially in the __tests__/async directory, ensure that you avoid `pruneDatabase` calls.

.devcontainer/Dockerfile

@@ -0,0 +1,13 @@
+# Dev container Dockerfile
+FROM mcr.microsoft.com/vscode/devcontainers/typescript-node:20-bookworm
+
+# Install golang-migrate for database migrations
+RUN curl -L https://github.com/golang-migrate/migrate/releases/download/v4.19.0/migrate.linux-amd64.tar.gz | tar xvz && \
+    chmod +x migrate && \
+    mv migrate /usr/local/bin/migrate
+
+# Install pnpm globally
+RUN npm install -g pnpm@9.5.0
+
+# Install Claude Code CLI
+RUN npm install -g @anthropic-ai/claude-code

.devcontainer/devcontainer.json

@@ -0,0 +1,8 @@
+{
+  "name": "langfuse-development",
+  "build": {
+    "dockerfile": "Dockerfile"
+  },
+  "forwardPorts": [3000, 5432, 6379, 8123, 9000],
+  "postCreateCommand": "cp .env.dev.example .env && pnpm i"
+}

.env.dev-azure.example

@@ -68,6 +68,7 @@ LANGFUSE_S3_EVENT_UPLOAD_FORCE_PATH_STYLE=true
 LANGFUSE_S3_EVENT_UPLOAD_PREFIX=events/
 
 LANGFUSE_USE_AZURE_BLOB=true
+LANGFUSE_AZURE_SKIP_CONTAINER_CHECK=false
 
 # Set during docker build of application
 # Used to disable environment verification at build time

.env.dev-redis-cluster.example

@@ -0,0 +1,87 @@
+# When adding additional environment variables, the schema in "/src/env.mjs"
+# should be updated accordingly.
+
+# Prisma
+# https://www.prisma.io/docs/reference/database-reference/connection-urls#env
+DIRECT_URL="postgresql://postgres:postgres@localhost:5432/postgres"
+DATABASE_URL="postgresql://postgres:postgres@localhost:5432/postgres"
+
+# Clickhouse
+CLICKHOUSE_MIGRATION_URL="clickhouse://localhost:9000"
+CLICKHOUSE_URL="http://localhost:8123"
+CLICKHOUSE_USER="clickhouse"
+CLICKHOUSE_PASSWORD="clickhouse"
+CLICKHOUSE_CLUSTER_ENABLED="false"
+
+# Next Auth
+# You can generate a new secret on the command line with:
+# openssl rand -base64 32
+# https://next-auth.js.org/configuration/options#secret
+# NEXTAUTH_SECRET=""
+NEXTAUTH_URL="http://localhost:3000"
+NEXTAUTH_SECRET="secret"
+
+# Langfuse Cloud Environment
+NEXT_PUBLIC_LANGFUSE_CLOUD_REGION="DEV"
+
+# Langfuse experimental features
+LANGFUSE_ENABLE_EXPERIMENTAL_FEATURES="true"
+
+# Salt for API key hashing
+SALT="salt"
+
+# Email
+EMAIL_FROM_ADDRESS=""  # Defines the email address to use as the from address.
+SMTP_CONNECTION_URL=""  # Defines the connection url for smtp server.
+
+# S3 Batch Exports
+LANGFUSE_S3_BATCH_EXPORT_ENABLED=true
+LANGFUSE_S3_BATCH_EXPORT_BUCKET=langfuse
+LANGFUSE_S3_BATCH_EXPORT_ACCESS_KEY_ID=minio
+LANGFUSE_S3_BATCH_EXPORT_SECRET_ACCESS_KEY=miniosecret
+LANGFUSE_S3_BATCH_EXPORT_REGION=us-east-1
+LANGFUSE_S3_BATCH_EXPORT_ENDPOINT=http://localhost:9090
+## Necessary for minio compatibility
+LANGFUSE_S3_BATCH_EXPORT_FORCE_PATH_STYLE=true
+LANGFUSE_S3_BATCH_EXPORT_PREFIX=exports/
+
+# S3 Media Upload LOCAL
+LANGFUSE_S3_MEDIA_UPLOAD_BUCKET=langfuse
+LANGFUSE_S3_MEDIA_UPLOAD_ACCESS_KEY_ID=minio
+LANGFUSE_S3_MEDIA_UPLOAD_SECRET_ACCESS_KEY=miniosecret
+LANGFUSE_S3_MEDIA_UPLOAD_REGION=us-east-1
+LANGFUSE_S3_MEDIA_UPLOAD_ENDPOINT=http://localhost:9090
+## Necessary for minio compatibility
+LANGFUSE_S3_MEDIA_UPLOAD_FORCE_PATH_STYLE=true
+LANGFUSE_S3_MEDIA_UPLOAD_PREFIX=media/
+
+# S3 Event Bucket Upload
+## Set to true to test uploading all events to S3
+LANGFUSE_S3_EVENT_UPLOAD_BUCKET=langfuse
+LANGFUSE_S3_EVENT_UPLOAD_ACCESS_KEY_ID=minio
+LANGFUSE_S3_EVENT_UPLOAD_SECRET_ACCESS_KEY=miniosecret
+LANGFUSE_S3_EVENT_UPLOAD_REGION=us-east-1
+LANGFUSE_S3_EVENT_UPLOAD_ENDPOINT=http://localhost:9090
+## Necessary for minio compatibility
+LANGFUSE_S3_EVENT_UPLOAD_FORCE_PATH_STYLE=true
+LANGFUSE_S3_EVENT_UPLOAD_PREFIX=events/
+
+# Set during docker build of application
+# Used to disable environment verification at build time
+# DOCKER_BUILD=1
+
+REDIS_HOST="127.0.0.1"
+REDIS_PORT=6379
+REDIS_AUTH="bitnami"
+REDIS_CLUSTER_ENABLED="true"
+REDIS_CLUSTER_NODES="127.0.0.1:6370,127.0.0.1:6371,127.0.0.1:6372,127.0.0.1:6373,127.0.0.1:6374,127.0.0.1:6375"
+LANGFUSE_INGESTION_QUEUE_SHARD_COUNT=8
+LANGFUSE_OTEL_INGESTION_QUEUE_SHARD_COUNT=4
+LANGFUSE_TRACE_UPSERT_QUEUE_SHARD_COUNT=4
+
+# openssl rand -hex 32 used only here
+ENCRYPTION_KEY=0000000000000000000000000000000000000000000000000000000000000000 
+
+# speeds up local development by not executing init scripts on server startup
+NEXT_PUBLIC_LANGFUSE_RUN_NEXT_INIT="false"
+

.env.dev.example

@@ -75,7 +75,28 @@ REDIS_PORT=6379
 REDIS_AUTH="myredissecret"
 
 # openssl rand -hex 32 used only here
-ENCRYPTION_KEY=0000000000000000000000000000000000000000000000000000000000000000 
+ENCRYPTION_KEY=0000000000000000000000000000000000000000000000000000000000000000
 
 # speeds up local development by not executing init scripts on server startup
 NEXT_PUBLIC_LANGFUSE_RUN_NEXT_INIT="false"
+
+# For SDK integration tests to pass, decrease the ingestion queue delay by uncommenting the env vars:
+# LANGFUSE_INGESTION_QUEUE_DELAY_MS=10
+# LANGFUSE_INGESTION_CLICKHOUSE_WRITE_INTERVAL_MS=10
+
+# Slack credentials for development
+SLACK_CLIENT_ID=your_slack_client_id
+SLACK_CLIENT_SECRET=your_slack_client_secret
+SLACK_STATE_SECRET=your_slack_state_secret
+
+# Langfuse AI instance for tracing, prompts
+LANGFUSE_AI_FEATURES_PUBLIC_KEY="pk-lf-1234567890"
+LANGFUSE_AI_FEATURES_SECRET_KEY="sk-lf-1234567890"
+LANGFUSE_AI_FEATURES_HOST="http://localhost:3000"
+LANGFUSE_AI_FEATURES_PROJECT_ID=7a88fb47-b4e2-43b8-a06c-a5ce950dc53a
+
+# Langfuse AI Bedrock credentials
+AWS_ACCESS_KEY_ID="A123456789"
+AWS_SECRET_ACCESS_KEY="SAK123456789"
+LANGFUSE_AWS_BEDROCK_REGION="eu-west-1"
+LANGFUSE_AWS_BEDROCK_MODEL="eu.anthropic.claude-3-haiku-20240307-v1:0"

.env.prod.example

@@ -156,6 +156,9 @@ OTEL_SERVICE_NAME="langfuse"
 # LANGFUSE_S3_EVENT_UPLOAD_REGION=
 # LANGFUSE_S3_EVENT_UPLOAD_ACCESS_KEY_ID=
 # LANGFUSE_S3_EVENT_UPLOAD_SECRET_ACCESS_KEY=
+# Whether to use blob_storage_file_log table to manage blob storage events
+# Can be set to `false` if `event` entities are managed using lifecycle policies in the blob storage bucket.
+LANGFUSE_ENABLE_BLOB_STORAGE_FILE_LOG=true
 
 # Automated provisioning of default resources
 # LANGFUSE_INIT_ORG_ID=org-id
@@ -172,9 +175,14 @@ OTEL_SERVICE_NAME="langfuse"
 # REDIS_HOST=
 # REDIS_PORT=
 # REDIS_AUTH=
+# REDIS_USERNAME=default
 # REDIS_CONNECTION_STRING=
 # REDIS_ENABLE_AUTO_PIPELINING=
 
+# Redis Cluster configuration (optional)
+# REDIS_CLUSTER_ENABLED=false
+# REDIS_CLUSTER_NODES=redis-node1:6379,redis-node2:6379,redis-node3:6379
+
 # Cache configuration
 # LANGFUSE_CACHE_API_KEY_ENABLED=
 # LANGFUSE_CACHE_API_KEY_TTL_SECONDS=

.env.test.example

@@ -0,0 +1,12 @@
+# Test Environment Configuration
+# Copy this file to .env.test for test database isolation
+# Only overrides specific test variables - other values inherited from .env
+
+# PostgreSQL - Test Database
+DIRECT_URL="postgresql://postgres:postgres@localhost:5432/langfuse_test"
+DATABASE_URL="postgresql://postgres:postgres@localhost:5432/langfuse_test"
+
+# ClickHouse - Use Default Database for now, nothing set
+
+# Redis - Test Database (database 1 for isolation)
+REDIS_CONNECTION_STRING="redis://:myredissecret@127.0.0.1:6379/1"

.github/DISCUSSION_TEMPLATE/support.yml

@@ -0,0 +1,21 @@
+body:
+  - type: textarea
+    attributes:
+      label: Describe your question
+      description: Please describe the question you have as clear and concise as possible.
+    validations:
+      required: true
+  - type: dropdown
+    id: hosting
+    attributes:
+      label: Are you using Langfuse Cloud or self-host Langfuse?
+      options:
+        - Langfuse Cloud
+        - Self-hosted Langfuse
+    validations:
+      required: true
+  - type: checkboxes
+    attributes:
+      label: I checked if there is already an [issue](https://github.com/langfuse/langfuse/issues) or [discussion](https://github.com/orgs/langfuse/discussions) for my question and asked the [Langfuse AI](https://langfuse.com/docs/ask-ai) for help.
+    validations:
+      required: true

.github/ISSUE_TEMPLATE/bug_report.yml

@@ -1,33 +1,45 @@
 name: 🐞 Bug Report
-description: Create a bug report to help us improve
-title: "bug: "
+description: Report a bug to help us improve
+title: "bug: <short description>"
 labels: ["🐞❔ unconfirmed bug"]
 body:
   - type: textarea
     attributes:
       label: Describe the bug
-      description: A clear and concise description of the bug, as well as what you expected to happen when encountering it.
+      description: A clear and concise description of the bug, and what you expected to happen when you encountered it.
     validations:
       required: true
   - type: textarea
     attributes:
-      label: To reproduce
-      description: Describe how to reproduce your bug. Please provide detailed steps, code snippets, reproduction repos etc.
+      label: Steps to reproduce
+      description: Describe how to reproduce the bug. Please provide detailed steps, code snippets, a minimal reproduction repository, etc.
     validations:
       required: true
+  - type: dropdown
+    attributes:
+      label: Langfuse Cloud or self-hosted?
+      options:
+        - "Langfuse Cloud"
+        - "Self-hosted"
+    validations:
+      required: true
+  - type: input
+    attributes:
+      label: If self-hosted, what version are you running?
+      description: We may ask you to upgrade to the latest version, as many issues are continuously being fixed.
   - type: textarea
     attributes:
-      label: SDK and container versions
-      description: If you're experiencing an issue with an integration or SDK, please ensure you're using the latest version. If you're self-hosting Langfuse, check that you're running the most recent version. If updating isn't an option, please provide the specific versions you're currently using.
+      label: SDK and integration versions
+      description: If you're experiencing an issue with an integration or SDK, please share all package versions you're using. If you are not on the latest version, try upgrading, as this will often resolve the issue.
   - type: textarea
     attributes:
       label: Additional information
-      description: Add any other information related to the bug here, screenshots if applicable.
+      description: Add any other information related to the bug here, including screenshots if applicable.
   - type: dropdown
     id: contribute
     attributes:
-      label: Are you interested to contribute a fix for this bug?
-      description: If this is a confirmed bug, the maintainers are happy to support with guidance and review.
+      label: Are you interested in contributing a fix for this bug?
+      description: If this is a confirmed bug, the maintainers are happy to provide guidance and review.
       options:
         - "No"
         - "Yes"

.github/PULL_REQUEST_TEMPLATE.md

@@ -28,7 +28,7 @@ Fixes # (issue)
 <!-- Remove bullet points below that don't apply to you -->
 
 - I haven't read the [contributing guide](https://github.com/langfuse/langfuse/blob/main/CONTRIBUTING.md)
-- My code doesn't follow the style guidelines of this project (`npm run prettier`)
+- My code doesn't follow the style guidelines of this project (`pnpm run format`)
 - I haven't commented my code, particularly in hard-to-understand areas
 - I haven't checked if my PR needs changes to the documentation
 - I haven't checked if my changes generate no new warnings (`npm run lint`)

.github/dependabot.yml

@@ -36,6 +36,7 @@ updates:
         patterns:
           - "express"
           - "@types/express"
+          - "@types/express-serve-static-core"
       observability:
         patterns:
           - "dd-trace"

.github/workflows/_deploy_ecs_service.yml

@@ -15,10 +15,6 @@ jobs:
     runs-on: ubuntu-latest
     environment: ${{ inputs.environment }}
     steps:
-      - name: Set Swap Space
-        uses: pierotofy/set-swap-space@master
-        with:
-          swap-size-gb: 10
       - name: Get app name
         uses: winterjung/split@v2
         id: split

.github/workflows/deploy.yml

@@ -6,7 +6,7 @@ on:
   workflow_dispatch:
     inputs:
       service:
-        description: 'Service to be deployed'
+        description: "Service to be deployed"
         type: choice
         options:
           - all
@@ -15,7 +15,7 @@ on:
           - worker
         required: true
       environment:
-        description: 'Environment to deploy to'
+        description: "Environment to deploy to"
         type: choice
         options:
           - staging

.github/workflows/pipeline.yml

@@ -40,7 +40,7 @@ jobs:
           version: 9.5.0
       - uses: actions/setup-node@v4
         with:
-          node-version: 20
+          node-version: 24
           cache: "pnpm"
           cache-dependency-path: "pnpm-lock.yaml"
       - name: install dependencies
@@ -52,6 +52,49 @@ jobs:
       - name: lint web
         run: pnpm run lint
 
+  prettier-check:
+    runs-on: ubuntu-latest
+    needs:
+      - pre-job
+    if: needs.pre-job.outputs.should_skip != 'true'
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+      - uses: pnpm/action-setup@v3
+        with:
+          version: 9.5.0
+      - uses: actions/setup-node@v4
+        with:
+          node-version: 24
+          cache: "pnpm"
+          cache-dependency-path: "pnpm-lock.yaml"
+      - name: install dependencies
+        run: |
+          pnpm i
+      - name: Load default env
+        run: |
+          cp .env.dev.example .env
+      - name: Check formatting on changed files
+        run: |
+          if [ "${{ github.event_name }}" = "pull_request" ]; then
+            BASE_SHA=${{ github.event.pull_request.base.sha }}
+          else
+            BASE_SHA=$(git merge-base origin/main HEAD)
+          fi
+
+          echo "Checking files changed from $BASE_SHA to HEAD"
+
+          # Get changed files
+          CHANGED_FILES=$(git diff --name-only $BASE_SHA HEAD -- '*.js' '*.jsx' '*.ts' '*.tsx' '*.css' | tr '\n' ' ')
+
+          if [ -n "$CHANGED_FILES" ] && [ "$CHANGED_FILES" != " " ]; then
+            echo "Files to check: $CHANGED_FILES"
+            pnpm prettier --check --experimental-cli $CHANGED_FILES
+          else
+            echo "No JS/TS/CSS files changed - skipping prettier check"
+          fi
+
   test-docker-build:
     timeout-minutes: 20
     runs-on: ubuntu-latest
@@ -71,7 +114,9 @@ jobs:
         run: echo "NEXT_PUBLIC_BUILD_ID=$(git rev-parse --short HEAD)" >> $GITHUB_ENV
       - name: Build and run both images from compose
         run: |
-          docker compose -f docker-compose.build.yml up -d
+          docker compose --progress plain --verbose -f docker-compose.build.yml build --print > /tmp/bake.json
+          docker buildx bake -f /tmp/bake.json
+          docker compose --progress plain -f docker-compose.build.yml up -d
           sleep 5 # Wait for PostgreSQL to accept connections
       - name: Ensure no unhealthy status
         run: |
@@ -97,17 +142,13 @@ jobs:
     name: tests-web-sync (node${{ matrix.node-version }}, pg${{ matrix.postgres-version }})
     strategy:
       matrix:
-        node-version: [20]
+        node-version: [24]
         postgres-version: [12, 15]
     steps:
-      - name: Set Swap Space
-        uses: pierotofy/set-swap-space@master
-        with:
-          swap-size-gb: 10
       - uses: actions/checkout@v4
       - name: Install golang-migrate for Clickhouse migrations
         run: |
-          curl -L https://github.com/golang-migrate/migrate/releases/download/v4.18.2/migrate.linux-amd64.tar.gz | tar xvz
+          curl -L https://github.com/golang-migrate/migrate/releases/download/v4.19.0/migrate.linux-amd64.tar.gz | tar xvz
           sudo mv migrate /usr/bin/migrate
           which migrate
       - uses: pnpm/action-setup@v3
@@ -133,6 +174,7 @@ jobs:
           cp .env.dev.example .env
           grep -v -e '^LANGFUSE_S3_BATCH_EXPORT_ENABLED=' -e '^NEXT_PUBLIC_LANGFUSE_RUN_NEXT_INIT=' .env.dev.example > .env
           echo "LANGFUSE_INGESTION_QUEUE_DELAY_MS=1" >> .env
+          echo "LANGFUSE_CACHE_PROMPT_ENABLED=false" >> .env
           echo "LANGFUSE_INGESTION_CLICKHOUSE_WRITE_INTERVAL_MS=1" >> .env
       - name: Run dev containers
         run: |
@@ -147,6 +189,8 @@ jobs:
           pnpm --filter=shared ch:up
       - name: Build
         run: pnpm run build
+        env:
+          NODE_OPTIONS: --max_old_space_size=8192
       - name: Start Langfuse
         run: (pnpm run start&)
         env:
@@ -171,21 +215,17 @@ jobs:
     needs:
       - pre-job
     if: needs.pre-job.outputs.should_skip != 'true'
-    name: tests-web-async (node${{ matrix.node-version }}, pg${{ matrix.postgres-version }}, mode${{ matrix.blob-provider }})
+    name: tests-web-async (node${{ matrix.node-version }}, pg${{ matrix.postgres-version }}, mode${{ matrix.deploy-mode }})
     strategy:
       matrix:
-        node-version: [20]
+        node-version: [24]
         postgres-version: [12, 15]
-        blob-provider: ["", "-azure"]
+        deploy-mode: ["", "-azure", "-redis-cluster"]
     steps:
-      - name: Set Swap Space
-        uses: pierotofy/set-swap-space@master
-        with:
-          swap-size-gb: 10
       - uses: actions/checkout@v4
       - name: Install golang-migrate for Clickhouse migrations
         run: |
-          curl -L https://github.com/golang-migrate/migrate/releases/download/v4.18.2/migrate.linux-amd64.tar.gz | tar xvz
+          curl -L https://github.com/golang-migrate/migrate/releases/download/v4.19.0/migrate.linux-amd64.tar.gz | tar xvz
           sudo mv migrate /usr/bin/migrate
           which migrate
       - uses: pnpm/action-setup@v3
@@ -208,8 +248,8 @@ jobs:
           pnpm install
       - name: Load default env
         run: |
-          cp .env.dev${{ matrix.blob-provider }}.example .env
-          grep -v -e '^LANGFUSE_S3_BATCH_EXPORT_ENABLED=' -e '^NEXT_PUBLIC_LANGFUSE_RUN_NEXT_INIT=' .env.dev${{ matrix.blob-provider }}.example > .env
+          cp .env.dev${{ matrix.deploy-mode }}.example .env
+          grep -v -e '^LANGFUSE_S3_BATCH_EXPORT_ENABLED=' -e '^NEXT_PUBLIC_LANGFUSE_RUN_NEXT_INIT=' .env.dev${{ matrix.deploy-mode }}.example > .env
           echo "LANGFUSE_INGESTION_QUEUE_DELAY_MS=1" >> .env
           echo "LANGFUSE_INGESTION_CLICKHOUSE_WRITE_INTERVAL_MS=1" >> .env
           echo "LANGFUSE_TRACE_DELETE_CONCURRENCY=100" >> .env
@@ -217,7 +257,7 @@ jobs:
           echo "LANGFUSE_EE_LICENSE_KEY=langfuse_ee_test" >> .env
       - name: Run dev containers
         run: |
-          docker compose -f docker-compose.dev${{ matrix.blob-provider }}.yml up -d
+          docker compose -f docker-compose.dev${{ matrix.deploy-mode }}.yml up -d
           sleep 5 # Wait for PostgreSQL to accept connections
           docker compose ps
         env:
@@ -228,6 +268,8 @@ jobs:
           pnpm --filter=shared ch:up
       - name: Build
         run: pnpm run build
+        env:
+          NODE_OPTIONS: --max_old_space_size=8192
       - name: Start Langfuse
         run: (pnpm run start&)
         env:
@@ -250,17 +292,13 @@ jobs:
     needs:
       - pre-job
     if: needs.pre-job.outputs.should_skip != 'true'
-    name: tests-worker (node${{ matrix.node-version }}, pg${{ matrix.postgres-version }}, mode${{ matrix.blob-provider }})
+    name: tests-worker (node${{ matrix.node-version }}, pg${{ matrix.postgres-version }}, mode${{ matrix.deploy-mode }})
     strategy:
       matrix:
-        node-version: [20]
+        node-version: [24]
         postgres-version: [12, 15]
-        blob-provider: ["", "-azure"]
+        deploy-mode: ["", "-azure", "-redis-cluster"]
     steps:
-      - name: Set Swap Space
-        uses: pierotofy/set-swap-space@master
-        with:
-          swap-size-gb: 10
       - uses: actions/checkout@v4
       - uses: pnpm/action-setup@v3
         with:
@@ -282,17 +320,17 @@ jobs:
           pnpm install
       - name: Install golang-migrate for Clickhouse migrations
         run: |
-          curl -L https://github.com/golang-migrate/migrate/releases/download/v4.18.2/migrate.linux-amd64.tar.gz | tar xvz
+          curl -L https://github.com/golang-migrate/migrate/releases/download/v4.19.0/migrate.linux-amd64.tar.gz | tar xvz
           sudo mv migrate /usr/bin/migrate
           which migrate
       - name: Load default env
         run: |
-          cp .env.dev${{ matrix.blob-provider }}.example .env
-          cp .env.dev${{ matrix.blob-provider }}.example web/.env
-          cp .env.dev${{ matrix.blob-provider }}.example worker/.env
+          cp .env.dev${{ matrix.deploy-mode }}.example .env
+          cp .env.dev${{ matrix.deploy-mode }}.example web/.env
+          cp .env.dev${{ matrix.deploy-mode }}.example worker/.env
       - name: Run + migrate
         run: |
-          docker compose -f docker-compose.dev${{ matrix.blob-provider }}.yml up -d
+          docker compose -f docker-compose.dev${{ matrix.deploy-mode }}.yml up -d
           sleep 5 # Wait for PostgreSQL to accept connections
           docker compose ps
       - name: Ensure no unhealthy status
@@ -311,7 +349,80 @@ jobs:
       - name: Build
         run: pnpm --filter=worker... run build
       - name: run tests
-        run: pnpm --filter=worker run test
+        run: pnpm --filter=worker run test:exclude-llm-connections
+
+  test-worker-llm-connections:
+    timeout-minutes: 20
+    runs-on: ubuntu-latest
+    needs:
+      - pre-job
+    if: needs.pre-job.outputs.should_skip != 'true'
+    name: test-worker-llm-connections (node24, pg15)
+    steps:
+      - uses: actions/checkout@v4
+      - uses: pnpm/action-setup@v3
+        with:
+          version: 9.5.0
+      - name: Login to Docker Hub
+        if: github.repository == 'langfuse/langfuse' && (github.event_name != 'pull_request' || github.event.pull_request.head.repo.full_name == github.repository)
+        uses: docker/login-action@v3
+        with:
+          username: ${{ secrets.DOCKERHUB_USERNAME_READ }}
+          password: ${{ secrets.DOCKERHUB_TOKEN_READ }}
+      - name: Use Node.js 24
+        uses: actions/setup-node@v4
+        with:
+          node-version: 24
+          cache: "pnpm"
+          cache-dependency-path: "pnpm-lock.yaml"
+      - name: install dependencies
+        run: |
+          pnpm install
+      - name: Install golang-migrate for Clickhouse migrations
+        run: |
+          curl -L https://github.com/golang-migrate/migrate/releases/download/v4.19.0/migrate.linux-amd64.tar.gz | tar xvz
+          sudo mv migrate /usr/bin/migrate
+          which migrate
+      - name: Load default env
+        run: |
+          cp .env.dev.example .env
+          cp .env.dev.example web/.env
+          cp .env.dev.example worker/.env
+      - name: Run + migrate
+        run: |
+          docker compose -f docker-compose.dev.yml up -d
+          sleep 5 # Wait for PostgreSQL to accept connections
+          docker compose ps
+        env:
+          POSTGRES_VERSION: 15
+      - name: Ensure no unhealthy status
+        run: |
+          if docker compose ps | grep "(unhealthy)"; then
+            echo "One or more services are unhealthy"
+            exit 1
+          else
+            echo "All services are healthy"
+          fi
+      - name: Seed DB
+        run: |
+          pnpm run db:migrate
+          pnpm run db:seed
+          pnpm run --filter=shared ch:up
+      - name: Build
+        run: pnpm --filter=worker... run build
+      - name: run llm connection tests
+        run: pnpm --filter=worker run test:llm-connections-only
+        env:
+          LANGFUSE_LLM_CONNECTION_OPENAI_KEY: ${{ secrets.LANGFUSE_LLM_CONNECTION_OPENAI_KEY }}
+          LANGFUSE_LLM_CONNECTION_ANTHROPIC_KEY: ${{ secrets.LANGFUSE_LLM_CONNECTION_ANTHROPIC_KEY }}
+          LANGFUSE_LLM_CONNECTION_AZURE_KEY: ${{ secrets.LANGFUSE_LLM_CONNECTION_AZURE_KEY }}
+          LANGFUSE_LLM_CONNECTION_AZURE_BASE_URL: ${{ secrets.LANGFUSE_LLM_CONNECTION_AZURE_BASE_URL }}
+          LANGFUSE_LLM_CONNECTION_AZURE_MODEL: ${{ secrets.LANGFUSE_LLM_CONNECTION_AZURE_MODEL }}
+          LANGFUSE_LLM_CONNECTION_BEDROCK_ACCESS_KEY_ID: ${{ secrets.LANGFUSE_LLM_CONNECTION_BEDROCK_ACCESS_KEY_ID }}
+          LANGFUSE_LLM_CONNECTION_BEDROCK_SECRET_ACCESS_KEY: ${{ secrets.LANGFUSE_LLM_CONNECTION_BEDROCK_SECRET_ACCESS_KEY }}
+          LANGFUSE_LLM_CONNECTION_BEDROCK_REGION: ${{ secrets.LANGFUSE_LLM_CONNECTION_BEDROCK_REGION }}
+          LANGFUSE_LLM_CONNECTION_VERTEXAI_KEY: ${{ secrets.LANGFUSE_LLM_CONNECTION_VERTEXAI_KEY }}
+          LANGFUSE_LLM_CONNECTION_GOOGLEAISTUDIO_KEY: ${{ secrets.LANGFUSE_LLM_CONNECTION_GOOGLEAISTUDIO_KEY }}
 
   e2e-tests:
     runs-on: ubuntu-latest
@@ -325,7 +436,7 @@ jobs:
           version: 9.5.0
       - uses: actions/setup-node@v4
         with:
-          node-version: 20
+          node-version: 24
           cache: "pnpm"
           cache-dependency-path: "pnpm-lock.yaml"
       - name: Login to Docker Hub
@@ -343,7 +454,7 @@ jobs:
           cp .env.dev.example web/.env
       - name: Install golang-migrate for Clickhouse migrations
         run: |
-          curl -L https://github.com/golang-migrate/migrate/releases/download/v4.18.2/migrate.linux-amd64.tar.gz | tar xvz
+          curl -L https://github.com/golang-migrate/migrate/releases/download/v4.19.0/migrate.linux-amd64.tar.gz | tar xvz
           sudo mv migrate /usr/bin/migrate
           which migrate
       - name: Run + migrate
@@ -366,6 +477,8 @@ jobs:
           pnpm run db:seed
       - name: Build
         run: pnpm run build
+        env:
+          NODE_OPTIONS: --max_old_space_size=8192
       - name: Install playwright
         run: pnpm --filter=web exec playwright install --with-deps
       - name: Run e2e tests
@@ -389,7 +502,7 @@ jobs:
           version: 9.5.0
       - uses: actions/setup-node@v4
         with:
-          node-version: 20
+          node-version: 24
           cache: "pnpm"
           cache-dependency-path: "pnpm-lock.yaml"
       - name: install dependencies
@@ -397,14 +510,12 @@ jobs:
           pnpm install
       - name: Install golang-migrate for Clickhouse migrations
         run: |
-          curl -L https://github.com/golang-migrate/migrate/releases/download/v4.18.2/migrate.linux-amd64.tar.gz | tar xvz
+          curl -L https://github.com/golang-migrate/migrate/releases/download/v4.19.0/migrate.linux-amd64.tar.gz | tar xvz
           sudo mv migrate /usr/bin/migrate
           which migrate
       - name: Load default env
         run: |
           cp .env.dev.example .env
-          echo "LANGFUSE_CACHE_API_KEY_ENABLED=true" >> .env
-          echo "LANGFUSE_CACHE_PROMPT_ENABLED=true" >> .env
       - name: Run + migrate
         run: |
           docker compose -f docker-compose.dev.yml up -d
@@ -425,6 +536,8 @@ jobs:
           pnpm run db:seed:examples
       - name: Build
         run: pnpm run build
+        env:
+          NODE_OPTIONS: --max_old_space_size=8192
       - name: Run server
         run: (pnpm run start&)
       - name: Check worker health
@@ -442,8 +555,10 @@ jobs:
     needs:
       [
         lint,
+        prettier-check,
         tests-web-sync,
         tests-worker,
+        test-worker-llm-connections,
         e2e-tests,
         test-docker-build,
         e2e-server-tests,
@@ -452,13 +567,21 @@ jobs:
     if: always()
     steps:
       - name: Successful deploy
-        if: ${{ !(contains(needs.*.result, 'failure')) }}
+        if: ${{ !(contains(needs.*.result, 'failure') || contains(needs.*.result, 'cancelled')) }}
         run: exit 0
         working-directory: .
       - name: Failing deploy
-        if: ${{ contains(needs.*.result, 'failure') }}
+        if: ${{ contains(needs.*.result, 'failure') || contains(needs.*.result, 'cancelled') }}
         run: exit 1
         working-directory: .
+      - name: Notify Slack
+        uses: ravsamhq/notify-slack-action@v2
+        if: always() && github.event_name == 'push' && (github.ref == 'refs/heads/main' || startsWith(github.ref, 'refs/tags/'))
+        with:
+          status: ${{ job.status }}
+          notify_when: "failure"
+        env:
+          SLACK_WEBHOOK_URL: ${{ secrets.SLACK_WEBHOOK_URL }}
 
   push-docker-image:
     needs: all-ci-passed
@@ -476,7 +599,7 @@ jobs:
       - name: Setup node
         uses: actions/setup-node@v4
         with:
-          node-version: 20
+          node-version: 24
           cache-dependency-path: "pnpm-lock.yaml"
       - name: Checkout
         uses: actions/checkout@v4

.github/workflows/sdk-api-spec.yml

@@ -0,0 +1,149 @@
+name: SDK API Spec Generation
+
+on:
+  push:
+    branches:
+      - main
+    paths:
+      - 'fern/**'
+  workflow_dispatch:
+
+concurrency:
+  group: sdk-api-spec-${{ github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  generate-sdk-api-specs:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+
+      - name: Install pnpm
+        uses: pnpm/action-setup@v2
+        with:
+          version: 9
+
+      - name: Setup Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version: "24"
+          cache: "pnpm"
+
+      - name: Install dependencies
+        run: pnpm install
+
+      - name: Generate SDK specs
+        env:
+          FERN_TOKEN: ${{ secrets.FERN_TOKEN }}
+        run: npx fern-api generate --api server --force
+
+      - name: Update Python SDK
+        env:
+          GH_ACCESS_TOKEN: ${{ secrets.GH_ACCESS_TOKEN }}
+        run: |
+          # Clone langfuse-python repository
+          git clone https://github.com/langfuse/langfuse-python.git ../langfuse-python
+          cd ../langfuse-python
+
+          git config user.name "langfuse-bot"
+          git config user.email "langfuse-bot@langfuse.com"
+          echo "$GH_ACCESS_TOKEN" | gh auth login --with-token
+          gh auth setup-git
+
+          # Delete existing API contents
+          rm -rf langfuse/api/*
+
+          # Copy generated Python SDK files
+          cp -r ../langfuse/generated/python/* langfuse/api/
+
+          # Remove unnecessary integration tests created by Fern
+          # (could not find the right option to prevent this in generation step)
+          rm -rf langfuse/api/tests
+
+          # Install poetry and format
+          pip install poetry
+          poetry install --all-extras
+          poetry run ruff format langfuse/api
+
+          # Check for changes and show diff for debugging
+          if git diff --quiet; then
+            echo "No changes detected in Python SDK"
+            exit 0
+          fi
+
+          # Close existing api-spec-bot PRs
+          gh pr list --author langfuse-bot --state open --json number --jq '.[].number' | xargs -I {} gh pr close {}
+
+          # Get the GitHub username of the original commit author
+          cd ../langfuse
+          ORIGINAL_AUTHOR=$(gh api repos/langfuse/langfuse/commits/${GITHUB_SHA} --jq '.author.login')
+          cd ../langfuse-python
+
+          # Create new branch and push changes
+          BRANCH_NAME="api-spec-bot-${GITHUB_SHA::7}"
+          git checkout -b "$BRANCH_NAME"
+          git add .
+          git commit -m "feat(api): update API spec from langfuse/langfuse ${GITHUB_SHA::7}"
+          git push origin "$BRANCH_NAME"
+
+          # Create PR with original author as reviewer
+          gh pr create --title "feat(api): update API spec from langfuse/langfuse ${GITHUB_SHA::7}" --body "" --reviewer "$ORIGINAL_AUTHOR"
+
+      - name: Update TypeScript SDK
+        env:
+          GH_ACCESS_TOKEN: ${{ secrets.GH_ACCESS_TOKEN }}
+        run: |
+          # Clone langfuse-js repository
+          git clone https://github.com/langfuse/langfuse-js.git ../langfuse-js
+          cd ../langfuse-js
+
+          # Configure git
+          git config user.name "langfuse-bot"
+          git config user.email "langfuse-bot@langfuse.com"
+          echo "$GH_ACCESS_TOKEN" | gh auth login --with-token
+          gh auth setup-git
+
+          # Delete existing API contents
+          rm -rf packages/core/src/api/*
+
+          # Copy generated TypeScript SDK files
+          cp -r ../langfuse/generated/typescript/* packages/core/src/api/
+
+          # Patch compilation error inducing output
+          # Without this patch, the JS SDK will not build due to
+          # "Error: packages/core build: src/api/core/auth/index.ts(1,10): error TS1205: Re-exporting a type when 'isolatedModules' is enabled requires using 'export type'."
+          if [ -f "packages/core/src/api/core/auth/index.ts" ]; then
+            if grep -q '^export { AuthProvider } from "./AuthProvider.js";$' packages/core/src/api/core/auth/index.ts; then
+              sed -i '1s/^export { AuthProvider }/export { type AuthProvider }/' packages/core/src/api/core/auth/index.ts
+            fi
+          fi
+
+          # Install dependencies and format
+          npm install -g pnpm
+          pnpm install
+          pnpm format
+
+          # Check for changes and show diff for debugging
+          if git diff --quiet; then
+            echo "No changes detected in TypeScript SDK"
+            exit 0
+          fi
+
+          # Close existing api-spec-bot PRs
+          gh pr list --author langfuse-bot --state open --json number --jq '.[].number' | xargs -I {} gh pr close {}
+
+          # Get the GitHub username of the original commit author
+          cd ../langfuse
+          ORIGINAL_AUTHOR=$(gh api repos/langfuse/langfuse/commits/${GITHUB_SHA} --jq '.author.login')
+          cd ../langfuse-js
+
+          # Create new branch and push changes
+          BRANCH_NAME="api-spec-bot-${GITHUB_SHA::7}"
+          git checkout -b "$BRANCH_NAME"
+          git add .
+          git commit -m "feat(api): update API spec from langfuse/langfuse ${GITHUB_SHA::7}" --no-verify
+          git push origin "$BRANCH_NAME"
+
+          # Create PR with original author as reviewer
+          gh pr create --title "feat(api): update API spec from langfuse/langfuse ${GITHUB_SHA::7}" --body "" --reviewer "$ORIGINAL_AUTHOR"

.github/workflows/snyk.yml

@@ -1,65 +1,28 @@
 name: Snyk Container
 on:
-  pull_request:
-    branches:
-      - "**"
   push:
-    branches:
-      - main
-  # Snyk cannot upload results in merge group. Hence, we only run on PRs and when pushingon the main branch https://github.com/github/codeql-action/issues/1572
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.ref }}
-  cancel-in-progress: ${{ github.event_name == 'pull_request' }}
+    branches: ["main"]
 
 jobs:
   snyk:
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v2
-      - name: Build a Docker image
-        run: docker compose -f docker-compose.build.yml up -d
+      - uses: actions/checkout@v3
 
-      - name: Run Snyk to check Docker image for vulnerabilities (langfuse-web)
-        continue-on-error: true
+      - name: Scan web image with Snyk
         uses: snyk/actions/docker@master
+        continue-on-error: true # let upload step always run
         env:
           SNYK_TOKEN: ${{ secrets.SNYK_TOKEN }}
         with:
-          image: langfuse-langfuse-web
-          args: --file=web/Dockerfile
+          image: langfuse/langfuse # pulled from Docker Hub
+          args: --severity-threshold=high # (any extra CLI flags, but NO --file)
 
-      # Workaround for https://github.com/github/codeql-action/issues/2187
-      - name: Replace security-severity undefined for license-related findings
-        run: "sed -i 's/\"security-severity\": \"undefined\"/\"security-severity\": \"0\"/g' snyk.sarif"
-
-      - name: Replace security-severity null for license-related findings
-        run: "sed -i 's/\"security-severity\": \"null\"/\"security-severity\": \"0\"/g' snyk.sarif"
-
-      - name: Upload result to GitHub Code Scanning
-        uses: github/codeql-action/upload-sarif@v3
-        with:
-          sarif_file: snyk.sarif
-          category: web
-
-      - name: Run Snyk to check Docker image for vulnerabilities (langfuse-worker)
-        continue-on-error: true
+      - name: Scan worker image with Snyk
         uses: snyk/actions/docker@master
+        continue-on-error: true # let upload step always run
         env:
           SNYK_TOKEN: ${{ secrets.SNYK_TOKEN }}
         with:
-          image: langfuse-langfuse-worker
-          args: --file=worker/Dockerfile
-
-      # Workaround for https://github.com/github/codeql-action/issues/2187
-      - name: Replace security-severity undefined for license-related findings
-        run: "sed -i 's/\"security-severity\": \"undefined\"/\"security-severity\": \"0\"/g' snyk.sarif"
-
-      - name: Replace security-severity null for license-related findings
-        run: "sed -i 's/\"security-severity\": \"null\"/\"security-severity\": \"0\"/g' snyk.sarif"
-
-      - name: Upload result to GitHub Code Scanning
-        uses: github/codeql-action/upload-sarif@v3
-        with:
-          sarif_file: snyk.sarif
-          category: worker
+          image: langfuse/langfuse-worker # pulled from Docker Hub
+          args: --severity-threshold=high # (any extra CLI flags, but NO --file)

.github/workflows/validate-pr-title.yml

@@ -0,0 +1,45 @@
+---
+name: "Validate PR Title"
+
+on:
+  pull_request:
+    branches:
+      - "**"
+    types:
+      - opened
+      - edited
+      - synchronize
+      - reopened
+
+jobs:
+  validate-pr-title:
+    runs-on: ubuntu-latest
+    permissions:
+      statuses: write
+      pull-requests: read
+    steps:
+      - name: Validate PR title follows conventional commits
+        uses: amannn/action-semantic-pull-request@v6
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        with:
+          # Configure the types of commits allowed
+          types: |
+            feat
+            fix
+            docs
+            style
+            refactor
+            perf
+            test
+            build
+            ci
+            chore
+            revert
+          # Allow scopes (optional)
+          requireScope: false
+          # Allow any scope (not just the ones listed above)
+          validateSingleCommit: false
+          ignoreLabels: |
+            bot
+            ignore-semantic-pull-request

.gitignore

@@ -4,6 +4,7 @@
 /node_modules
 /.pnp
 .pnp.js
+migrate
 
 # testing
 /coverage
@@ -39,7 +40,9 @@ yarn-error.log*
 .env*
 !.env.dev.example
 !.env.dev-azure.example
+!.env.dev-redis-cluster.example
 !.env.prod.example
+!.env.test.example
 
 # vercel
 .vercel
@@ -47,15 +50,13 @@ yarn-error.log*
 # typescript
 *.tsbuildinfo
 
-/generated/typescript-server
+/generated
 
 # openapi spec that is copied during build
 /public/openapi*.yml
 
 
 # vscode
-.devcontainer
-
 node_modules
 **/node_modules
 **/dist
@@ -64,4 +65,7 @@ node_modules
 .yarn
 .turbo
 
-web/test-results/*
+web/test-results/*
+
+# local config files
+*.local.*

.husky/pre-commit

@@ -11,12 +11,13 @@ if [ "$current_branch" = "$protected_branch" ]; then
     echo "🚨 You are about to commit to the $protected_branch branch. Are you sure? (y/n)"
     read -r answer < /dev/tty
     if [ "$answer" != "${answer#[Yy]}" ]; then
-        exit 0 # Commit will proceed
+        # Commit approved, check formatting. On files changed, block commit
+        pnpm run format:check
     else
         echo "Commit to $protected_branch branch has been canceled."
         exit 1 # Commit will be blocked
     fi
 fi
 
-# If not the protected branch, proceed with the commit
-exit 0
+# If not the protected branch, check formatting (on changed files, block)
+pnpm run format:check

.npmrc

@@ -1 +1,3 @@
-public-hoist-pattern[]=*prisma*
+public-hoist-pattern[]=*prisma*
+# for turbopack, ongoing issue see: https://github.com/vercel/next.js/issues/68805
+public-hoist-pattern[]=@aws-sdk/client-s3

.nvmrc

@@ -1 +1 @@
-v20
+v24.6.0

.prettierignore

@@ -0,0 +1,2 @@
+# Generated code
+packages/shared/prisma/generated

.vscode/settings.json

@@ -28,5 +28,6 @@
     "editor.defaultFormatter": "Prisma.prisma"
   },
   "eslint.lintTask.enable": true,
-  "eslint.workingDirectories": ["./web", "./worker"]
+  "eslint.workingDirectories": ["./web", "./worker"],
+  "eslint.useFlatConfig": false
 }

AGENTS.md

@@ -8,6 +8,8 @@ Langfuse is an **open source LLM engineering** platform for developing, monitori
 
 ## Tests
 - Codex cannot run the test suite because it depends on Docker-based infrastructure that is unavailable in this environment.
+- When writing tests, focus on decoupling each `it` or `test` block to ensure that they can run independently and concurrently. Tests must never depend on the action or outcome of previous or subsequent tests.
+- When writing tests, especially in the __tests__/async directory, ensure that you avoid `pruneDatabase` calls.
 
 ## Cursor Rules
 - Additional folder-specific rules live in `.cursor/rules/`.

CLAUDE.md

@@ -0,0 +1,200 @@
+# CLAUDE.md
+
+## Project Overview
+
+Langfuse is an open-source LLM engineering platform that helps teams collaboratively develop, monitor, evaluate, and debug AI applications.
+The main feature areas are tracing, evals and prompt management. Langfuse consists of the web application (this repo), documentation, python SDK and javascript/typescript SDK.
+This repo contains the web application, worker, and supporting packages but notably not the JS nor Python client SDKs.
+
+## Repository Structure
+High level structure. There are more folders (eg for hooks etc).
+```
+langfuse/
+├── web/                     # Next.js 14 frontend/backend application
+│   ├── src/
+│   │   ├── components/     # Reusable UI components (shadcn/ui)
+│   │   ├── features/       # Feature-specific code organized by domain
+│   │   ├── pages/          # Next.js pages (Pages Router)
+│   │   └── server/         # tRPC API routes and server logic
+│   └── public/             # Static assets
+├── worker/                  # Express.js background job processor
+│   └── src/
+│       ├── queues/         # BullMQ job queues
+│       └── services/       # Background processing services
+├── packages/
+│   ├── shared/             # Shared types, schemas, and utilities
+│   │   ├── prisma/         # Database schema and migrations
+│   │   └── src/            # Shared TypeScript code
+│   ├── config-eslint/      # ESLint configuration
+│   └── config-typescript/  # TypeScript configuration
+├── ee/                     # Enterprise Edition features
+├── fern/                   # API documentation and OpenAPI specs
+├── generated/              # Auto-generated client code
+└── scripts/                # Development and deployment scripts
+```
+
+## Repository Architecture
+This is a **pnpm + Turbo monorepo** with the following key packages:
+
+### Core Applications
+- **`/web/`** - Next.js 14 application (Pages Router) providing both frontend UI and backend APIs
+- **`/worker/`** - Express.js background job processing server
+- **`/packages/shared/`** - Shared database schema, types, and utilities
+
+### Supporting Packages
+- **`/ee/`** - Enterprise Edition features (separate licensing)
+- **`/packages/config-eslint/`** - Shared ESLint configuration
+- **`/packages/config-typescript/`** - Shared TypeScript configuration
+
+## Development Commands
+
+### Development
+```sh
+pnpm i               # Install dependencies
+pnpm run dev         # Start all services (web + worker)
+pnpm run dev:web     # Web app only (localhost:3000) - **used in most cases!**
+pnpm run dev:worker  # Worker only
+pnpm run dx          # Full initial setup: install deps, reset DBs, resets node modules, seed data, start dev. USE SPARINGLY AS IT WIPES THE DATABASE & node_modules
+```
+
+### Database Management
+database commands are to be run in the `packages/shared/` folder.
+```sh
+pnpm run db:generate       # Build prisma models
+pnpm run db:migrate        # Run Prisma migrations
+pnpm run db:reset          # Reset and reseed databases
+pnpm run db:seed           # Seed with example data
+```
+
+### Infrastructure
+```sh
+pnpm run infra:dev:up      # Start Docker services (PostgreSQL, ClickHouse, Redis, MinIO)
+pnpm run infra:dev:down    # Stop Docker services
+```
+
+### Building
+```sh
+pnpm --filter=PACKAGE_NAME run build  # Runs the build command, will show real typescript errors etc.
+```
+
+### Testing in Web Package
+The web package uses JEST for unit tests.
+Depending on the file location (sync, async)
+`web` related tests must go into the `web/src/__tests__/` folder.
+```sh
+pnpm test-sync --testPathPattern="$FILE_LOCATION_PATTERN" --testNamePattern="$TEST_NAME_PATTERN"
+# For tests in the async folder:
+pnpm test -- --testPathPattern="$FILE_LOCATION_PATTERN" --testNamePattern="$TEST_NAME_PATTERN"
+# For client tests:
+pnpm test-client --testPathPattern="buildStepData" --testNamePattern="buildStepData"
+```
+
+### Testing in the Worker Package
+The worker uses `vitest` for unit tests.
+```sh
+pnpm run test --filter=worker -- $TEST_FILE_NAME -t "$TEST_NAME"
+```
+
+### Utilities
+```bash
+pnpm run format            # Format code across entire project
+pnpm run nuke              # Remove all node_modules, build files, wipe database, docker containers. **USE WITH CAUTION**
+```
+
+## Technology Stack
+
+### Web Application (`/web/`)
+- **Framework**: Next.js 14 (Pages Router)
+- **APIs**: tRPC (type-safe client-server communication) + REST APIs for public access
+- **Authentication**: NextAuth.js/Auth.js
+- **Database**: Prisma ORM with PostgreSQL
+- **Analytics Database**: ClickHouse (high-volume trace data)
+- **Validation**: Zod schemas, we use zodv4 (always import from `zod/v4`)
+- **Styling**: Tailwind CSS with CSS variables for theming
+- **Components**: shadcn/ui (Radix UI primitives)
+- **State Management**: TanStack Query (React Query) + tRPC
+- **Charts**: Tremor, Recharts
+
+### Worker Application (`/worker/`)
+- **Framework**: Express.js
+- **Queue System**: BullMQ with Redis
+- **Purpose**: Async processing (data ingestion, evaluations, exports, integrations)
+
+### Infrastructure
+- **Primary Database**: PostgreSQL (via Prisma ORM)
+- **Analytics Database**: ClickHouse
+- **Cache/Queues**: Redis
+- **Blob Storage**: MinIO/S3
+
+## Development Guidelines
+
+### Frontend Features
+- All new features go in `/web/src/features/[feature-name]/`
+- Use tRPC for full-stack features (entry point: `web/src/server/api/root.ts`)
+- Follow existing feature structure for consistency
+- Use shadcn/ui components from `@/src/components/ui`
+- Custom reusable components go in `@/src/components`
+
+### Public API Development
+- All public API routes in `/web/src/pages/api/public`
+- Use `withMiddlewares.ts` wrapper
+- Define types in `/web/src/features/public-api/types` with strict Zod v4 objects
+- Add end-to-end tests (see `datasets-api.servertest.ts`)
+- Manually update Fern API specs in `/fern/`, then regenerate OpenAPI spec via Fern CLI
+
+### Authorization & RBAC
+- Check `/web/src/features/rbac/README.md` for authorization patterns
+- Implement proper entitlements checking (see `/web/src/features/entitlements/README.md`)
+
+### Database
+- **Dual database system**: PostgreSQL (primary) + ClickHouse (analytics)
+- Use `golang-migrate` CLI for database migrations
+- All database operations go through Prisma ORM for PostgreSQL
+- Foreign key relationships may not be enforced in schema to allow unordered ingestion
+
+### Testing
+- Jest for API tests, Playwright for E2E tests
+- For backend/API changes, tests must pass before pushes
+- Add tests for new API endpoints and features
+- When writing tests, focus on decoupling each `it` or `test` block to ensure that they can run independently and concurrently. Tests must never depend on the action or outcome of previous or subsequent tests.
+- When writing tests, especially in the __tests__/async directory, ensure that you avoid `pruneDatabase` calls.
+
+### Code Conventions
+- **Pages Router** (not App Router)
+- Follow conventional commits on main branch
+- Use CSS variables for theming (supports auto dark/light mode)
+- TypeScript throughout
+- Zod v4 for all input validation
+
+## Environment Setup
+
+- **Node.js**: Version 24 (specified in `.nvmrc`)
+- **Package Manager**: pnpm v9.5.0
+- **Database Dependencies**: Docker for local PostgreSQL, ClickHouse, Redis, MinIO
+- **Environment**: Copy `.env.dev.example` to `.env`
+
+## Login for Development
+
+When running locally with seed data:
+- Username: `demo@langfuse.com`
+- Password: `password`
+- Demo project URL: `http://localhost:3000/project/7a88fb47-b4e2-43b8-a06c-a5ce950dc53a`
+
+## Linear MCP
+To get a project, use the `get_project` capability with the full project name as it is in the title.
+- bad: message-placeholder-in-chat-messages-2beb6f02ec48
+- good: Message placeholder in chat messages
+
+## Front-end Tips
+
+### Window Location Handling
+- Whenever you want to use or do use window.location..., ensure that you also add proper handling for a custom basePath
+
+## TypeScript Best Practices
+- In TypeScript, if possible, don't use the `any` type
+
+## General Coding Guidelines
+- For easier code reviews, prefer not to move functions etc around within a file unless necessary or instructed to do so
+
+## Development Tips
+- Before trying to build the package, try running the linter once first

CONTRIBUTING.md

@@ -42,7 +42,7 @@ A good first step is to search for open [issues](https://github.com/langfuse/lan
   - NextAuth.js / Auth.js
   - tRPC: Frontend APIs
   - Prisma ORM
-  - Zod
+  - Zod v4
   - Tailwind CSS
   - shadcn/ui tailwind components (using Radix and tanstack)
   - Fern: generate OpenAPI spec and Pydantic models
@@ -58,16 +58,30 @@ See this [diagram](https://langfuse.com/self-hosting#architecture) for an overvi
 ### Network Overview
 
 ```mermaid
-flowchart LR
-   Browser ---|Web UI & TRPC API| App
-   Integrations/SDKs ---|Public HTTP API| App
-   subgraph i1["Application Network"]
-      App["Langfuse Application"]
-   end
-   subgraph i2["Database Network"]
-      DB["Postgres Database"]
-   end
-   App --- DB
+flowchart TB
+    User["UI, API, SDKs"]
+    subgraph vpc["VPC"]
+        Web["Web Server<br/>(langfuse/langfuse)"]
+        Worker["Async Worker<br/>(langfuse/worker)"]
+        Postgres["Postgres - OLTP<br/>(Transactional Data)"]
+        Cache["Redis/Valkey<br/>(Cache, Queue)"]
+        Clickhouse["Clickhouse - OLAP<br/>(Observability Data)"]
+        S3["S3 / Blob Storage<br/>(Raw events, multi-modal attachments)"]
+    end
+    LLM["LLM API/Gateway<br/>(optional)"]
+
+    User --> Web
+    Web --> S3
+    Web --> Postgres
+    Web --> Cache
+    Web --> Clickhouse
+    Web -.->|"optional for playground"| LLM
+
+    Cache --> Worker
+    Worker --> Clickhouse
+    Worker --> Postgres
+    Worker --> S3
+    Worker -.->|"optional for evals"| LLM
 ```
 
 ### Database Overview
@@ -94,7 +108,7 @@ We built a monorepo using [pnpm](https://pnpm.io/motivation) and [turbo](https:/
 
 Requirements
 
-- Node.js 20 as specified in the [.nvmrc](.nvmrc)
+- Node.js 24 as specified in the [.nvmrc](.nvmrc)
 - Pnpm v.9.5.0
 - Docker to run the database locally
 
@@ -110,30 +124,42 @@ Requirements
    cd langfuse
    ```
 
-3. Create an env file
+3. Install dependencies and set up pre-commit hooks
+
+   ```bash
+   pnpm install
+   pnpm run prepare  # Sets up Husky pre-commit hooks for code formatting
+   ```
+
+4. Create an env file
 
    ```bash
     cp .env.dev.example .env
    ```
 
-4. Run the entire infrastructure in dev mode
+5. Run the entire infrastructure in dev mode. **Note**: if you have an existing database, this command wipes it. Also, this will fail on the very first run. Please run it again.
 
    ```bash
-   pnpm run dx
+   pnpm run dx # first run only (resets db, docker containers, etc...)
+   pnpm run dev # any subsequent runs
    ```
 
    You will be asked whether you want to reset Postgres and ClickHouse. Confirm both with 'Y' and press enter.
 
-5. Open the web app in your browser to start using Langfuse:
-
+6. Open the web app in your browser to start using Langfuse:
    - [Sign up page, http://localhost:3000](http://localhost:3000)
    - [Demo project, http://localhost:3000/project/7a88fb47-b4e2-43b8-a06c-a5ce950dc53a](http://localhost:3000/project/7a88fb47-b4e2-43b8-a06c-a5ce950dc53a)
 
-6. Log in as a test user:
-
+7. Log in as a test user:
    - Username: `demo@langfuse.com`
    - Password: `password`
 
+To get comprehensive example data, you can use the `seed` command:
+
+```sh
+pnpm run db:seed:examples
+```
+
 ## Monorepo quickstart
 
 - Available packages and their dependencies
@@ -183,23 +209,67 @@ Requirements
 
 On the main branch, we adhere to the best practices of [conventional commits](https://www.conventionalcommits.org/en/v1.0.0/). All pull requests and branches are squash-merged to maintain a clean and readable history. This approach ensures the addition of a conventional commit message when merging contributions.
 
-## Test the public API
+## Running Unit Tests
 
-The API is tested using Jest. With the development server running, you can run the tests with:
+All tests run in the CI and must pass before merging.
+All tests run against a running langfuse instance and **write/delete real data from the database**.
 
-Run all
+### Test Database Setup
+
+Per default, the tests use the local development database. Therefore, wiping your data in the process.
+For proper test isolation, create a `.env.test` file in the root directory:
 
 ```bash
-npm run test
+cp .env.test.example .env.test
 ```
 
-Run interactively in watch mode
+Then, a different PostgreSQL and Redis are used for the tests.
+The `.env.test` file only overrides the set values and falls back on `.env` for all undefined values.
 
-```bash
-npm run test:watch
+- **PostgreSQL**: Uses separate `langfuse_test` database for isolation
+- **ClickHouse**: Uses shared `default` database for now
+- **Redis**: Uses database 1 instead of 0 for isolation (Redis data is not cleaned between tests)
+
+Tests automatically create the PostgreSQL test database if it doesn't exist and clean up data between runs.
+
+### Tests in the `web` package (public API)
+
+We're using Jest with in the `web` package. Therefore, if you want to provide an argument to the test runner, do it directly without an intermittent `--`.
+
+There are three types of unit tests:
+
+- `test-sync`
+- `test` (for async folder tests)
+- `test-client`
+
+To run a specific test, for example the test: `"should handle special characters in prompt names"` in `prompts.v2.servertest.ts`, run:
+
+```sh
+cd web  # or with --filter=web
+pnpm test-sync --testPathPattern="prompts\.v2\.servertest" --testNamePattern="should handle special characters in prompt names"
+# for async folder tests:
+pnpm test -- --testPathPattern="observations-api" --testNamePattern="should fetch all observations"
 ```
 
-These tests are also run in CI.
+To run all tests:
+
+```sh
+pnpm run test
+```
+
+Run interactively in watch mode (not recommended!)
+
+```sh
+pnpm run test:watch
+```
+
+### Tests in the `worker` package
+
+For the `worker` package, we're using `vitest` to run unit tests.
+
+```sh
+pnpm run test --filter=worker -- FILE_YOU_WANT_TO_TEST.ts -t "test name"
+```
 
 ## CI/CD
 
@@ -327,6 +397,20 @@ Please note that
 
 Until the V3 release, both the JSON record must be updated **and** a migration must be created to continue supporting self-hosted users. Note that the migration must updated both the `models` as well as the `prices` table accordingly.
 
+## Updating the OpenAPI Specs & fern SDKs
+
+We maintain the API specifications manually to guarantee a high degree of understandability. If you made changes to the API, please update the respective `.yml` files in `fern/apis/...`.
+
+To generate the respective `openapi.yml` files which power the online API reference & SDKs, run:
+
+```sh
+npx fern-api generate --api server  # for the server API
+npx fern-api generate --api client  # for the client API
+npx fern-api generate --api organizations  # for the organizations API
+```
+
+**Note:** You need a signed in fern account to run those commands.
+
 ## License
 
 Langfuse is MIT licensed, except for `ee/` folder. See [LICENSE](LICENSE) and [docs](https://langfuse.com/docs/open-source) for more details.

README.cn.md

@@ -26,7 +26,7 @@
     <a href="https://langfuse.com/roadmap"><strong>路线图</strong></a> ·
   </div>
   <br/>
-  <span>Langfuse 使用 <a href="https://github.com/orgs/langfuse/discussions"><strong>Github Discussions</strong></a> 作为支持和功能请求的平台。</span>
+  <span>Langfuse 使用 <a href="https://github.com/orgs/langfuse/discussions"><strong>GitHub Discussions</strong></a> 作为支持和功能请求的平台。</span>
   <br/>
   <span><b>我们正在招聘。</b> <a href="https://langfuse.com/careers"><strong>加入我们</strong></a>，从事产品工程和技术市场职位。</span>
   <br/>
@@ -91,12 +91,11 @@ Langfuse 是一个 **开源 LLM 工程** 平台。它帮助团队协作 **开发
 ![Langfuse 概览](https://langfuse.com/images/docs/github-readme/github-feature-overview.png)
 
 - [LLM 应用可观察性](https://langfuse.com/docs/tracing)：为你的应用插入仪表代码，并开始将追踪数据传送到 Langfuse，从而追踪 LLM 调用及应用中其他相关逻辑（如检索、嵌入或代理操作）。检查并调试复杂日志及用户会话。试试互动的 [演示](https://langfuse.com/docs/demo) 看看效果。
-  
-- [提示管理](https://langfuse.com/docs/prompts/get-started) 帮助你集中管理、版本控制并协作迭代提示。得益于服务器和客户端的高效缓存，你可以在不增加延迟的情况下反复迭代提示。
+- [提示管理](https://langfuse.com/docs/prompt-management/get-started) 帮助你集中管理、版本控制并协作迭代提示。得益于服务器和客户端的高效缓存，你可以在不增加延迟的情况下反复迭代提示。
 
-- [评估](https://langfuse.com/docs/scores/overview) 是 LLM 应用开发流程的关键组成部分，Langfuse 能够满足你的多样需求。它支持 LLM 作为“裁判”、用户反馈收集、手动标注以及通过 API/SDK 实现自定义评估流程。
+- [评估](https://langfuse.com/docs/evaluation/overview) 是 LLM 应用开发流程的关键组成部分，Langfuse 能够满足你的多样需求。它支持 LLM 作为"裁判"、用户反馈收集、手动标注以及通过 API/SDK 实现自定义评估流程。
 
-- [数据集](https://langfuse.com/docs/datasets/overview) 为评估你的 LLM 应用提供测试集和基准。它们支持持续改进、部署前测试、结构化实验、灵活评估，并能与 LangChain、LlamaIndex 等框架无缝整合。
+- [数据集](https://langfuse.com/docs/evaluation/dataset-runs/datasets) 为评估你的 LLM 应用提供测试集和基准。它们支持持续改进、部署前测试、结构化实验、灵活评估，并能与 LangChain、LlamaIndex 等框架无缝整合。
 
 - [LLM 试玩平台](https://langfuse.com/docs/playground) 是用于测试和迭代提示及模型配置的工具，缩短反馈周期，加速开发。当你在追踪中发现异常结果时，可以直接跳转至试玩平台进行调整。
 
@@ -122,20 +121,20 @@ Langfuse 是一个 **开源 LLM 工程** 平台。它帮助团队协作 **开发
 
 - [本地（docker compose）](https://langfuse.com/self-hosting/local)：使用 Docker Compose 在你的机器上于 5 分钟内运行 Langfuse。
 
-  ````bash:README.md/docker-compose
+  ```bash:README.md/docker-compose
   # 获取最新的 Langfuse 仓库副本
   git clone https://github.com/langfuse/langfuse.git
   cd langfuse
 
   # 运行 Langfuse 的 docker compose
   docker compose up
-  `````
+  ```
 
 - [Kubernetes（Helm）](https://langfuse.com/self-hosting/kubernetes-helm)：使用 Helm 在 Kubernetes 集群上部署 Langfuse。这是推荐的生产环境部署方式。
 
 - [虚拟机](https://langfuse.com/self-hosting/docker-compose)：使用 Docker Compose 在单台虚拟机上部署 Langfuse。
 
-- 【计划中】：针对各云平台的部署指南，欢迎在以下讨论中投票和评论：[AWS](https://github.com/orgs/langfuse/discussions/4645)、[Google Cloud](https://github.com/langfuse/discussions/4646)、[Azure](https://github.com/orgs/langfuse/discussions/4647)。
+- Terraform 模板: [AWS](https://langfuse.com/self-hosting/aws)、[Azure](https://langfuse.com/self-hosting/azure)、[GCP](https://langfuse.com/self-hosting/gcp)
 
 请参阅 [自托管文档](https://langfuse.com/self-hosting) 了解更多关于架构和配置选项的信息。
 
@@ -145,39 +144,40 @@ Langfuse 是一个 **开源 LLM 工程** 平台。它帮助团队协作 **开发
 
 ### 主要集成：
 
-| 集成                                                                   | 支持语言/平台            | 描述                                                                                                                                       |
-| ---------------------------------------------------------------------- | ------------------------ | ------------------------------------------------------------------------------------------------------------------------------------------- |
-| [SDK](https://langfuse.com/docs/sdk)                                    | Python, JS/TS            | 使用 SDK 进行手动仪表化，实现全面灵活性。                                                                                                   |
-| [OpenAI](https://langfuse.com/docs/integrations/openai)                 | Python, JS/TS            | 通过直接替换 OpenAI SDK 实现自动仪表化。                                                                                                    |
-| [Langchain](https://langfuse.com/docs/integrations/langchain)           | Python, JS/TS            | 通过传入回调处理器至 Langchain 应用实现自动仪表化。                                                                                         |
-| [LlamaIndex](https://langfuse.com/docs/integrations/llama-index/get-started) | Python                   | 通过 LlamaIndex 回调系统实现自动仪表化。                                                                                                    |
-| [Haystack](https://langfuse.com/docs/integrations/haystack)             | Python                   | 通过 Haystack 内容追踪系统实现自动仪表化。                                                                                                  |
-| [LiteLLM](https://langfuse.com/docs/integrations/litellm)               | Python, JS/TS (仅代理)     | 允许使用任何 LLM 替代 GPT。支持 Azure、OpenAI、Cohere、Anthropic、Ollama、VLLM、Sagemaker、HuggingFace、Replicate（100+ LLMs）。         |
-| [Vercel AI SDK](https://langfuse.com/docs/integrations/vercel-ai-sdk)     | JS/TS                    | 基于 TypeScript 的工具包，帮助开发者使用 React、Next.js、Vue、Svelte 和 Node.js 构建 AI 驱动的应用。                                           |
-| [API](https://langfuse.com/docs/api)                                    |                          | 直接调用公共 API。提供 OpenAPI 规格。                                                                                                       |
+| 集成                                                                                 | 支持语言/平台          | 描述                                                                                                                             |
+| ------------------------------------------------------------------------------------ | ---------------------- | -------------------------------------------------------------------------------------------------------------------------------- |
+| [SDK](https://langfuse.com/docs/sdk)                                                 | Python, JS/TS          | 使用 SDK 进行手动仪表化，实现全面灵活性。                                                                                        |
+| [OpenAI](https://langfuse.com/integrations/model-providers/openai-py)                | Python, JS/TS          | 通过直接替换 OpenAI SDK 实现自动仪表化。                                                                                         |
+| [Langchain](https://langfuse.com/docs/integrations/langchain)                        | Python, JS/TS          | 通过传入回调处理器至 Langchain 应用实现自动仪表化。                                                                              |
+| [LlamaIndex](https://langfuse.com/docs/integrations/llama-index/get-started)         | Python                 | 通过 LlamaIndex 回调系统实现自动仪表化。                                                                                         |
+| [Haystack](https://langfuse.com/docs/integrations/haystack)                          | Python                 | 通过 Haystack 内容追踪系统实现自动仪表化。                                                                                       |
+| [LiteLLM](https://langfuse.com/docs/integrations/litellm)                            | Python, JS/TS (仅代理) | 允许使用任何 LLM 替代 GPT。支持 Azure、OpenAI、Cohere、Anthropic、Ollama、VLLM、Sagemaker、HuggingFace、Replicate（100+ LLMs）。 |
+| [Vercel AI SDK](https://langfuse.com/docs/integrations/vercel-ai-sdk)                | JS/TS                  | 基于 TypeScript 的工具包，帮助开发者使用 React、Next.js、Vue、Svelte 和 Node.js 构建 AI 驱动的应用。                             |
+| [API](https://langfuse.com/docs/api)                                                 |                        | 直接调用公共 API。提供 OpenAPI 规格。                                                                                            |
+| [Google VertexAI 和 Gemini](https://langfuse.com/docs/integrations/google-vertex-ai) | 模型                   | 在 Google 上运行基础模型和微调模型。                                                                                             |
 
 ### 与 Langfuse 集成的软件包：
 
-| 名称                                                                   | 类型                | 描述                                                                                                     |
-| ---------------------------------------------------------------------- | ------------------- | -------------------------------------------------------------------------------------------------------- |
-| [Instructor](https://langfuse.com/docs/integrations/instructor)         | 库                  | 用于获取结构化 LLM 输出（JSON、Pydantic）的库。                                                         |
-| [DSPy](https://langfuse.com/docs/integrations/dspy)                     | 库                  | 一个系统性优化语言模型提示和权重的框架。                                                                 |
-| [Mirascope](https://langfuse.com/docs/integrations/mirascope)           | 库                  | 构建 LLM 应用的 Python 工具包。                                                                           |
-| [Ollama](https://langfuse.com/docs/integrations/ollama)                 | 模型（本地）         | 在你的机器上轻松运行开源 LLM。                                                                            |
-| [Amazon Bedrock](https://langfuse.com/docs/integrations/amazon-bedrock) | 模型                | 在 AWS 上运行基础模型和微调模型。                                                                         |
-| [AutoGen](https://langfuse.com/docs/integrations/autogen)               | 代理框架             | 用于构建分布式代理的开源 LLM 平台。                                                                       |
-| [Flowise](https://langfuse.com/docs/integrations/flowise)               | 聊天/代理界面         | 基于 JS/TS 的无代码构建器，用于定制化 LLM 流程。                                                          |
-| [Langflow](https://langfuse.com/docs/integrations/langflow)             | 聊天/代理界面         | 基于 Python 的 LangChain 用户界面，采用 react-flow 设计，提供便捷的实验与原型构建体验。                   |
-| [Dify](https://langfuse.com/docs/integrations/dify)                     | 聊天/代理界面         | 带有无代码构建器的开源 LLM 应用开发平台。                                                                 |
-| [OpenWebUI](https://langfuse.com/docs/integrations/openwebui)           | 聊天/代理界面         | 自托管的 LLM 聊天网页界面，支持包括自托管和本地模型在内的多种 LLM 运行器。                                |
-| [Promptfoo](https://langfuse.com/docs/integrations/promptfoo)           | 工具                | 开源 LLM 测试平台。                                                                                       |
-| [LobeChat](https://langfuse.com/docs/integrations/lobechat)             | 聊天/代理界面         | 开源聊天机器人平台。                                                                                       |
-| [Vapi](https://langfuse.com/docs/integrations/vapi)                     | 平台                | 开源语音 AI 平台。                                                                                        |
-| [Inferable](https://langfuse.com/docs/integrations/other/inferable)     | 代理                | 构建分布式代理的开源 LLM 平台。                                                                            |
-| [Gradio](https://langfuse.com/docs/integrations/other/gradio)           | 聊天/代理界面         | 开源 Python 库，可用于构建类似聊天 UI 的网页界面。                                                        |
-| [Goose](https://langfuse.com/docs/integrations/goose)                   | 代理                | 构建分布式代理的开源 LLM 平台。                                                                            |
-| [smolagents](https://langfuse.com/docs/integrations/smolagents)         | 代理                | 开源 AI 代理框架。                                                                                        |
-| [CrewAI](https://langfuse.com/docs/integrations/crewai)                 | 代理                | 多代理框架，用于实现代理之间的协作与工具调用。                                                           |
+| 名称                                                                    | 类型          | 描述                                                                                    |
+| ----------------------------------------------------------------------- | ------------- | --------------------------------------------------------------------------------------- |
+| [Instructor](https://langfuse.com/docs/integrations/instructor)         | 库            | 用于获取结构化 LLM 输出（JSON、Pydantic）的库。                                         |
+| [DSPy](https://langfuse.com/docs/integrations/dspy)                     | 库            | 一个系统性优化语言模型提示和权重的框架。                                                |
+| [Amazon Bedrock](https://langfuse.com/docs/integrations/amazon-bedrock) | 模型          | 在 AWS 上运行基础模型和微调模型。                                                       |
+| [Mirascope](https://langfuse.com/docs/integrations/mirascope)           | 库            | 构建 LLM 应用的 Python 工具包。                                                         |
+| [Ollama](https://langfuse.com/docs/integrations/ollama)                 | 模型（本地）  | 在你的机器上轻松运行开源 LLM。                                                          |
+| [AutoGen](https://langfuse.com/docs/integrations/autogen)               | 代理框架      | 用于构建分布式代理的开源 LLM 平台。                                                     |
+| [Flowise](https://langfuse.com/docs/integrations/flowise)               | 聊天/代理界面 | 基于 JS/TS 的无代码构建器，用于定制化 LLM 流程。                                        |
+| [Langflow](https://langfuse.com/docs/integrations/langflow)             | 聊天/代理界面 | 基于 Python 的 LangChain 用户界面，采用 react-flow 设计，提供便捷的实验与原型构建体验。 |
+| [Dify](https://langfuse.com/docs/integrations/dify)                     | 聊天/代理界面 | 带有无代码构建器的开源 LLM 应用开发平台。                                               |
+| [OpenWebUI](https://langfuse.com/docs/integrations/openwebui)           | 聊天/代理界面 | 自托管的 LLM 聊天网页界面，支持包括自托管和本地模型在内的多种 LLM 运行器。              |
+| [Promptfoo](https://langfuse.com/docs/integrations/promptfoo)           | 工具          | 开源 LLM 测试平台。                                                                     |
+| [LobeChat](https://langfuse.com/docs/integrations/lobechat)             | 聊天/代理界面 | 开源聊天机器人平台。                                                                    |
+| [Vapi](https://langfuse.com/docs/integrations/vapi)                     | 平台          | 开源语音 AI 平台。                                                                      |
+| [Inferable](https://langfuse.com/docs/integrations/other/inferable)     | 代理          | 构建分布式代理的开源 LLM 平台。                                                         |
+| [Gradio](https://langfuse.com/docs/integrations/other/gradio)           | 聊天/代理界面 | 开源 Python 库，可用于构建类似聊天 UI 的网页界面。                                      |
+| [Goose](https://langfuse.com/docs/integrations/goose)                   | 代理          | 构建分布式代理的开源 LLM 平台。                                                         |
+| [smolagents](https://langfuse.com/docs/integrations/smolagents)         | 代理          | 开源 AI 代理框架。                                                                      |
+| [CrewAI](https://langfuse.com/docs/integrations/crewai)                 | 代理          | 多代理框架，用于实现代理之间的协作与工具调用。                                          |
 
 ## 🚀 快速入门
 
@@ -191,30 +191,30 @@ Langfuse 是一个 **开源 LLM 工程** 平台。它帮助团队协作 **开发
 
 ### 2️⃣ 记录你的第一个 LLM 调用
 
-使用 [<code>@observe()</code> 装饰器](https://langfuse.com/docs/sdk/python/decorators) 可轻松跟踪任何 Python LLM 应用。在本快速入门中，我们还使用了 Langfuse 的 [OpenAI 集成](https://langfuse.com/docs/integrations/openai) 来自动捕获所有模型参数。
+使用 [<code>@observe()</code> 装饰器](https://langfuse.com/docs/sdk/python/decorators) 可轻松跟踪任何 Python LLM 应用。在本快速入门中，我们还使用了 Langfuse 的 [OpenAI 集成](https://langfuse.com/integrations/model-providers/openai-py) 来自动捕获所有模型参数。
 
 > [!提示]
 > 不使用 OpenAI？请访问 [我们的文档](https://langfuse.com/docs/get-started#log-your-first-llm-call-to-langfuse) 了解如何记录其他模型和框架。
 
 安装依赖：
 
-````bash
+```bash
 pip install langfuse openai
-````
+```
 
 配置环境变量（创建名为 **.env** 的文件）：
 
-````bash:.env
+```bash:.env
 LANGFUSE_SECRET_KEY="sk-lf-..."
 LANGFUSE_PUBLIC_KEY="pk-lf-..."
 LANGFUSE_HOST="https://cloud.langfuse.com" # 🇪🇺 欧盟区域
 # LANGFUSE_HOST="https://us.cloud.langfuse.com" # 🇺🇸 美洲区域
-````
+```
 
 创建示例代码（文件名：**main.py**）：
 
-````python:main.py
-from langfuse.decorators import observe
+```python:main.py
+from langfuse import observe
 from langfuse.openai import openai  # OpenAI 集成
 
 @observe()
@@ -229,7 +229,7 @@ def main():
     return story()
 
 main()
-````
+```
 
 ### 3️⃣ 在 Langfuse 中查看追踪记录
 
@@ -253,7 +253,7 @@ _[Langfuse 中的公共示例追踪](https://cloud.langfuse.com/project/cloramnk
 
 - 我们的 [文档](https://langfuse.com/docs) 是查找答案的最佳起点。内容全面，我们投入大量时间进行维护。你也可以通过 GitHub 提出文档修改建议。
 - [Langfuse 常见问题](https://langfuse.com/faq) 解答了最常见的问题。
-- 使用 “[Ask AI](https://langfuse.com/docs/ask-ai)” 立即获取问题答案。
+- 使用 "Ask AI" 立即获取问题答案。
 
 支持渠道：
 
@@ -288,51 +288,51 @@ _[Langfuse 中的公共示例追踪](https://cloud.langfuse.com/project/cloramnk
 
 以下是使用 Langfuse 的顶级开源 Python 项目，按星标数排名（[来源](https://github.com/langfuse/langfuse-docs/blob/main/components-mdx/dependents)）：
 
-| 仓库                                                                                                                                                                                                                                                             | 星数  |
-| :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ----: |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/127165244?s=40&v=4" width="20" height="20" alt=""> &nbsp; [langgenius](https://github.com/langgenius) / [dify](https://github.com/langgenius/dify)                                      | 54865 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/158137808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [open-webui](https://github.com/open-webui) / [open-webui](https://github.com/open-webui/open-webui)                            | 51531 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/131470832?s=40&v=4" width="20" height="20" alt=""> &nbsp; [lobehub](https://github.com/lobehub) / [lobe-chat](https://github.com/lobehub/lobe-chat)                                   | 49003 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85702467?s=40&v=4" width="20" height="20" alt=""> &nbsp; [langflow-ai](https://github.com/langflow-ai) / [langflow](https://github.com/langflow-ai/langflow)                              | 39093 |
+| 仓库                                                                                                                                                                                                                                                                |  星数 |
+| :------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | ----: |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/127165244?s=40&v=4" width="20" height="20" alt=""> &nbsp; [langgenius](https://github.com/langgenius) / [dify](https://github.com/langgenius/dify)                                            | 54865 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/158137808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [open-webui](https://github.com/open-webui) / [open-webui](https://github.com/open-webui/open-webui)                                | 51531 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/131470832?s=40&v=4" width="20" height="20" alt=""> &nbsp; [lobehub](https://github.com/lobehub) / [lobe-chat](https://github.com/lobehub/lobe-chat)                                           | 49003 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85702467?s=40&v=4" width="20" height="20" alt=""> &nbsp; [langflow-ai](https://github.com/langflow-ai) / [langflow](https://github.com/langflow-ai/langflow)                                  | 39093 |
 | <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/130722866?s=40&v=4" width="20" height="20" alt=""> &nbsp; [run-llama](https://github.com/run-llama) / [llama_index](https://github.com/run-llama/llama_index)                                 | 37368 |
 | <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/139558948?s=40&v=4" width="20" height="20" alt=""> &nbsp; [chatchat-space](https://github.com/chatchat-space) / [Langchain-Chatchat](https://github.com/chatchat-space/Langchain-Chatchat)    | 32486 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/128289781?s=40&v=4" width="20" height="20" alt=""> &nbsp; [FlowiseAI](https://github.com/FlowiseAI) / [Flowise](https://github.com/FlowiseAI/Flowise)                                      | 32448 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/31035808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [mindsdb](https://github.com/mindsdb) / [mindsdb](https://github.com/mindsdb/mindsdb)                                             | 26931 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/119600397?s=40&v=4" width="20" height="20" alt=""> &nbsp; [twentyhq](https://github.com/twentyhq) / [twenty](https://github.com/twentyhq/twenty)                                   | 24195 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/60330232?s=40&v=4" width="20" height="20" alt=""> &nbsp; [PostHog](https://github.com/PostHog) / [posthog](https://github.com/PostHog/posthog)                                             | 22618 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/121462774?s=40&v=4" width="20" height="20" alt=""> &nbsp; [BerriAI](https://github.com/BerriAI) / [litellm](https://github.com/BerriAI/litellm)                                    | 15151 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/179202840?s=40&v=4" width="20" height="20" alt=""> &nbsp; [mediar-ai](https://github.com/mediar-ai) / [screenpipe](https://github.com/mediar-ai/screenpipe)                            | 11037 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/105877416?s=40&v=4" width="20" height="20" alt=""> &nbsp; [formbricks](https://github.com/formbricks) / [formbricks](https://github.com/formbricks/formbricks)                         |  9386 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/76263028?s=40&v=4" width="20" height="20" alt=""> &nbsp; [anthropics](https://github.com/anthropics) / [courses](https://github.com/anthropics/courses)                                |  8385 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/78410652?s=40&v=4" width="20" height="20" alt=""> &nbsp; [GreyDGL](https://github.com/GreyDGL) / [PentestGPT](https://github.com/GreyDGL/PentestGPT)                           |  7374 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/152537519?s=40&v=4" width="20" height="20" alt=""> &nbsp; [superagent-ai](https://github.com/superagent-ai) / [superagent](https://github.com/superagent-ai/superagent)               |  5391 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/137907881?s=40&v=4" width="20" height="20" alt=""> &nbsp; [promptfoo](https://github.com/promptfoo) / [promptfoo](https://github.com/promptfoo/promptfoo)                           |  4976 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/157326433?s=40&v=4" width="20" height="20" alt=""> &nbsp; [onlook-dev](https://github.com/onlook-dev) / [onlook](https://github.com/onlook-dev/onlook)                                  |  4141 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/7250217?s=40&v=4" width="20" height="20" alt=""> &nbsp; [Canner](https://github.com/Canner) / [WrenAI](https://github.com/Canner/WrenAI)                                      |  2526 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/11855343?s=40&v=4" width="20" height="20" alt=""> &nbsp; [pingcap](https://github.com/pingcap) / [autoflow](https://github.com/pingcap/autoflow)                                  |  2061 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85268109?s=40&v=4" width="20" height="20" alt=""> &nbsp; [MLSysOps](https://github.com/MLSysOps) / [MLE-agent](https://github.com/MLSysOps/MLE-agent)                         |  1161 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/158137808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [open-webui](https://github.com/open-webui) / [pipelines](https://github.com/open-webui/pipelines)                          |  1100 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/18422723?s=40&v=4" width="20" height="20" alt=""> &nbsp; [alishobeiri](https://github.com/alishobeiri) / [thread](https://github.com/alishobeiri/thread)                           |  1074 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/125468716?s=40&v=4" width="20" height="20" alt=""> &nbsp; [topoteretes](https://github.com/topoteretes) / [cognee](https://github.com/topoteretes/cognee)                          |   971 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/188657705?s=40&v=4" width="20" height="20" alt=""> &nbsp; [bRAGAI](https://github.com/bRAGAI) / [bRAG-langchain](https://github.com/bRAGAI/bRAG-langchain)                         |   823 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/169500408?s=40&v=4" width="20" height="20" alt=""> &nbsp; [opslane](https://github.com/opslane) / [opslane](https://github.com/opslane/opslane)                             |   677 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/151867818?s=40&v=4" width="20" height="20" alt=""> &nbsp; [dynamiq-ai](https://github.com/dynamiq-ai) / [dynamiq](https://github.com/dynamiq-ai/dynamiq)                         |   639 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/48585267?s=40&v=4" width="20" height="20" alt=""> &nbsp; [theopenconversationkit](https://github.com/theopenconversationkit) / [tock](https://github.com/theopenconversationkit/tock) |   514 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/20493493?s=40&v=4" width="20" height="20" alt=""> &nbsp; [andysingal](https://github.com/andysingal) / [llm-course](https://github.com/andysingal/llm-course)                         |   394 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/132396805?s=40&v=4" width="20" height="20" alt=""> &nbsp; [phospho-app](https://github.com/phospho-app) / [phospho](https://github.com/phospho-app/phospho)                           |   384 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/178644984?s=40&v=4" width="20" height="20" alt=""> &nbsp; [sentient-engineering](https://github.com/sentient-engineering) / [agent-q](https://github.com/sentient-engineering/agent-q) |   370 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/168552753?s=40&v=4" width="20" height="20" alt=""> &nbsp; [sql-agi](https://github.com/sql-agi) / [DB-GPT](https://github.com/sql-agi/DB-GPT)                          |   324 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/60330232?s=40&v=4" width="20" height="20" alt=""> &nbsp; [PostHog](https://github.com/PostHog) / [posthog-foss](https://github.com/PostHog/posthog-foss)                           |   305 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/154247157?s=40&v=4" width="20" height="20" alt=""> &nbsp; [vespperhq](https://github.com/vespperhq) / [vespper](https://github.com/vespperhq/vespper)                         |   304 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/185116535?s=40&v=4" width="20" height="20" alt=""> &nbsp; [block](https://github.com/block) / [goose](https://github.com/block/goose)                                  |   295 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/609489?s=40&v=4" width="20" height="20" alt=""> &nbsp; [aorwall](https://github.com/aorwall) / [moatless-tools](https://github.com/aorwall/moatless-tools)                 |   291 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/2357342?s=40&v=4" width="20" height="20" alt=""> &nbsp; [dmayboroda](https://github.com/dmayboroda) / [minima](https://github.com/dmayboroda/minima)                          |   221 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/66303003?s=40&v=4" width="20" height="20" alt=""> &nbsp; [RobotecAI](https://github.com/RobotecAI) / [rai](https://github.com/RobotecAI/rai)                              |   172 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/148684274?s=40&v=4" width="20" height="20" alt=""> &nbsp; [i-am-alice](https://github.com/i-am-alice) / [3rd-devs](https://github.com/i-am-alice/3rd-devs)                   |   148 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/171735272?s=40&v=4" width="20" height="20" alt=""> &nbsp; [8090-inc](https://github.com/8090-inc) / [xrx-sample-apps](https://github.com/8090-inc/xrx-sample-apps)       |   138 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/104478511?s=40&v=4" width="20" height="20" alt=""> &nbsp; [babelcloud](https://github.com/babelcloud) / [LLM-RGB](https://github.com/babelcloud/LLM-RGB)                  |   135 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/15125613?s=40&v=4" width="20" height="20" alt=""> &nbsp; [souzatharsis](https://github.com/souzatharsis) / [tamingLLMs](https://github.com/souzatharsis/tamingLLMs)        |   129 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/169401942?s=40&v=4" width="20" height="20" alt=""> &nbsp; [LibreChat-AI](https://github.com/LibreChat-AI) / [librechat.ai](https://github.com/LibreChat-AI/librechat.ai)   |   128 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/128289781?s=40&v=4" width="20" height="20" alt=""> &nbsp; [FlowiseAI](https://github.com/FlowiseAI) / [Flowise](https://github.com/FlowiseAI/Flowise)                                         | 32448 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/31035808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [mindsdb](https://github.com/mindsdb) / [mindsdb](https://github.com/mindsdb/mindsdb)                                                | 26931 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/119600397?s=40&v=4" width="20" height="20" alt=""> &nbsp; [twentyhq](https://github.com/twentyhq) / [twenty](https://github.com/twentyhq/twenty)                                              | 24195 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/60330232?s=40&v=4" width="20" height="20" alt=""> &nbsp; [PostHog](https://github.com/PostHog) / [posthog](https://github.com/PostHog/posthog)                                                | 22618 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/121462774?s=40&v=4" width="20" height="20" alt=""> &nbsp; [BerriAI](https://github.com/BerriAI) / [litellm](https://github.com/BerriAI/litellm)                                               | 15151 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/179202840?s=40&v=4" width="20" height="20" alt=""> &nbsp; [mediar-ai](https://github.com/mediar-ai) / [screenpipe](https://github.com/mediar-ai/screenpipe)                                   | 11037 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/105877416?s=40&v=4" width="20" height="20" alt=""> &nbsp; [formbricks](https://github.com/formbricks) / [formbricks](https://github.com/formbricks/formbricks)                                |  9386 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/76263028?s=40&v=4" width="20" height="20" alt=""> &nbsp; [anthropics](https://github.com/anthropics) / [courses](https://github.com/anthropics/courses)                                       |  8385 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/78410652?s=40&v=4" width="20" height="20" alt=""> &nbsp; [GreyDGL](https://github.com/GreyDGL) / [PentestGPT](https://github.com/GreyDGL/PentestGPT)                                          |  7374 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/152537519?s=40&v=4" width="20" height="20" alt=""> &nbsp; [superagent-ai](https://github.com/superagent-ai) / [superagent](https://github.com/superagent-ai/superagent)                       |  5391 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/137907881?s=40&v=4" width="20" height="20" alt=""> &nbsp; [promptfoo](https://github.com/promptfoo) / [promptfoo](https://github.com/promptfoo/promptfoo)                                     |  4976 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/157326433?s=40&v=4" width="20" height="20" alt=""> &nbsp; [onlook-dev](https://github.com/onlook-dev) / [onlook](https://github.com/onlook-dev/onlook)                                        |  4141 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/7250217?s=40&v=4" width="20" height="20" alt=""> &nbsp; [Canner](https://github.com/Canner) / [WrenAI](https://github.com/Canner/WrenAI)                                                      |  2526 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/11855343?s=40&v=4" width="20" height="20" alt=""> &nbsp; [pingcap](https://github.com/pingcap) / [autoflow](https://github.com/pingcap/autoflow)                                              |  2061 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85268109?s=40&v=4" width="20" height="20" alt=""> &nbsp; [MLSysOps](https://github.com/MLSysOps) / [MLE-agent](https://github.com/MLSysOps/MLE-agent)                                         |  1161 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/158137808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [open-webui](https://github.com/open-webui) / [pipelines](https://github.com/open-webui/pipelines)                                  |  1100 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/18422723?s=40&v=4" width="20" height="20" alt=""> &nbsp; [alishobeiri](https://github.com/alishobeiri) / [thread](https://github.com/alishobeiri/thread)                                      |  1074 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/125468716?s=40&v=4" width="20" height="20" alt=""> &nbsp; [topoteretes](https://github.com/topoteretes) / [cognee](https://github.com/topoteretes/cognee)                                     |   971 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/188657705?s=40&v=4" width="20" height="20" alt=""> &nbsp; [bRAGAI](https://github.com/bRAGAI) / [bRAG-langchain](https://github.com/bRAGAI/bRAG-langchain)                                    |   823 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/169500408?s=40&v=4" width="20" height="20" alt=""> &nbsp; [opslane](https://github.com/opslane) / [opslane](https://github.com/opslane/opslane)                                               |   677 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/151867818?s=40&v=4" width="20" height="20" alt=""> &nbsp; [dynamiq-ai](https://github.com/dynamiq-ai) / [dynamiq](https://github.com/dynamiq-ai/dynamiq)                                      |   639 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/48585267?s=40&v=4" width="20" height="20" alt=""> &nbsp; [theopenconversationkit](https://github.com/theopenconversationkit) / [tock](https://github.com/theopenconversationkit/tock)         |   514 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/20493493?s=40&v=4" width="20" height="20" alt=""> &nbsp; [andysingal](https://github.com/andysingal) / [llm-course](https://github.com/andysingal/llm-course)                                 |   394 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/132396805?s=40&v=4" width="20" height="20" alt=""> &nbsp; [phospho-app](https://github.com/phospho-app) / [phospho](https://github.com/phospho-app/phospho)                                   |   384 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/178644984?s=40&v=4" width="20" height="20" alt=""> &nbsp; [sentient-engineering](https://github.com/sentient-engineering) / [agent-q](https://github.com/sentient-engineering/agent-q)        |   370 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/168552753?s=40&v=4" width="20" height="20" alt=""> &nbsp; [sql-agi](https://github.com/sql-agi) / [DB-GPT](https://github.com/sql-agi/DB-GPT)                                                 |   324 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/60330232?s=40&v=4" width="20" height="20" alt=""> &nbsp; [PostHog](https://github.com/PostHog) / [posthog-foss](https://github.com/PostHog/posthog-foss)                                      |   305 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/154247157?s=40&v=4" width="20" height="20" alt=""> &nbsp; [vespperhq](https://github.com/vespperhq) / [vespper](https://github.com/vespperhq/vespper)                                         |   304 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/185116535?s=40&v=4" width="20" height="20" alt=""> &nbsp; [block](https://github.com/block) / [goose](https://github.com/block/goose)                                                         |   295 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/609489?s=40&v=4" width="20" height="20" alt=""> &nbsp; [aorwall](https://github.com/aorwall) / [moatless-tools](https://github.com/aorwall/moatless-tools)                                    |   291 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/2357342?s=40&v=4" width="20" height="20" alt=""> &nbsp; [dmayboroda](https://github.com/dmayboroda) / [minima](https://github.com/dmayboroda/minima)                                          |   221 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/66303003?s=40&v=4" width="20" height="20" alt=""> &nbsp; [RobotecAI](https://github.com/RobotecAI) / [rai](https://github.com/RobotecAI/rai)                                                  |   172 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/148684274?s=40&v=4" width="20" height="20" alt=""> &nbsp; [i-am-alice](https://github.com/i-am-alice) / [3rd-devs](https://github.com/i-am-alice/3rd-devs)                                    |   148 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/171735272?s=40&v=4" width="20" height="20" alt=""> &nbsp; [8090-inc](https://github.com/8090-inc) / [xrx-sample-apps](https://github.com/8090-inc/xrx-sample-apps)                            |   138 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/104478511?s=40&v=4" width="20" height="20" alt=""> &nbsp; [babelcloud](https://github.com/babelcloud) / [LLM-RGB](https://github.com/babelcloud/LLM-RGB)                                      |   135 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/15125613?s=40&v=4" width="20" height="20" alt=""> &nbsp; [souzatharsis](https://github.com/souzatharsis) / [tamingLLMs](https://github.com/souzatharsis/tamingLLMs)                           |   129 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/169401942?s=40&v=4" width="20" height="20" alt=""> &nbsp; [LibreChat-AI](https://github.com/LibreChat-AI) / [librechat.ai](https://github.com/LibreChat-AI/librechat.ai)                      |   128 |
 | <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/51827949?s=40&v=4" width="20" height="20" alt=""> &nbsp; [deepset-ai](https://github.com/deepset-ai) / [haystack-core-integrations](https://github.com/deepset-ai/haystack-core-integrations) |   126 |
 
 ## 🔒 安全与隐私
@@ -351,4 +351,7 @@ _[Langfuse 中的公共示例追踪](https://cloud.langfuse.com/project/cloramnk
 所有数据均不会与第三方共享，也不包含任何敏感信息。我们对这一过程保持高度透明，你可以在 [此处](/web/src/features/telemetry/index.ts) 查看我们收集的具体数据。
 
 你可以通过设置 `TELEMETRY_ENABLED=false` 来选择退出。
-````
+
+```
+
+```

README.ja.md

@@ -26,7 +26,7 @@
       <a href="https://langfuse.com/roadmap"><strong>ロードマップ</strong></a> ·
    </div>
    <br/>
-   <span>Langfuseは、サポートと機能リクエストのために <a href="https://github.com/orgs/langfuse/discussions"><strong>Github Discussions</strong></a> を利用しています。</span>
+   <span>Langfuseは、サポートと機能リクエストのために <a href="https://github.com/orgs/langfuse/discussions"><strong>GitHub Discussions</strong></a> を利用しています。</span>
    <br/>
    <span><b>We're hiring.</b> <a href="https://langfuse.com/careers"><strong>チームに加わる</strong></a> （製品エンジニアリングおよびテクニカルGTMのポジション）への応募をお待ちしています。</span>
    <br/>
@@ -84,15 +84,15 @@ Langfuseは**数分でセルフホスト可能**で、**多くの実績を持つ
   複雑なログやユーザーセッションを解析・デバッグできます。  
   インタラクティブな[デモ](https://langfuse.com/docs/demo)で動作を確認してください。
 
-- **[プロンプト管理](https://langfuse.com/docs/prompts/get-started):**  
+- **[プロンプト管理](https://langfuse.com/docs/prompt-management/get-started):**  
   プロンプトを一元管理し、バージョン管理しながら共同で改善を行えます。  
   サーバーおよびクライアント側で強力なキャッシングを行うため、アプリケーションのレイテンシを増やすことなくプロンプトの改良が可能です。
 
-- **[評価](https://langfuse.com/docs/scores/overview):**  
+- **[評価](https://langfuse.com/docs/evaluation/overview):**  
   評価はLLMアプリケーション開発ワークフローの要であり、Langfuseは多様なニーズに対応します。  
   LLMを判定者として用いる方法、ユーザーフィードバックの収集、手動によるラベリング、API/SDKを通じたカスタム評価パイプラインをサポートします。
 
-- **[データセット](https://langfuse.com/docs/datasets/overview):**  
+- **[データセット](https://langfuse.com/docs/evaluation/dataset-runs/datasets):**  
   LLMアプリケーション評価用のテストセットやベンチマークを構築できます。  
   継続的な改善、事前デプロイテスト、構造化された実験、柔軟な評価、さらにLangChainやLlamaIndexなどとのシームレスな統合をサポートします。
 
@@ -141,9 +141,7 @@ Langfuseチームによるマネージドデプロイメント。充実した無
 - **[VM](https://langfuse.com/self-hosting/docker-compose):**  
   Docker Composeを使用して、単一の仮想マシン上でLangfuseを実行します。
 
-- **Planned:**  
-  クラウド固有のデプロイガイドは計画中です。以下のスレッドに対して投票やコメントをお願いします:  
-  [AWS](https://github.com/orgs/langfuse/discussions/4645), [Google Cloud](https://github.com/orgs/langfuse/discussions/4646), [Azure](https://github.com/orgs/langfuse/discussions/4647).
+- Terraform テンプレート: [AWS](https://langfuse.com/self-hosting/aws), [Azure](https://langfuse.com/self-hosting/azure), [GCP](https://langfuse.com/self-hosting/gcp)
 
 [セルフホスティングのドキュメント](https://langfuse.com/self-hosting)を参照し、アーキテクチャや設定オプションの詳細をご確認ください。
 
@@ -153,40 +151,40 @@ Langfuseチームによるマネージドデプロイメント。充実した無
 
 ### 主なインテグレーション:
 
-| インテグレーション                                                                  | 対応言語・環境            | 説明                                                                                                                                           |
-| ----------------------------------------------------------------------------------- | ------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------- |
-| [SDK](https://langfuse.com/docs/sdk)                                                  | Python, JS/TS             | SDKを利用して手動でインストゥルメンテーションを実装し、完全な柔軟性を提供します。                                                                  |
-| [OpenAI](https://langfuse.com/docs/integrations/openai)                               | Python, JS/TS             | OpenAI SDKのドロップイン置換による自動インストゥルメンテーションを実現します。                                                                   |
-| [Langchain](https://langfuse.com/docs/integrations/langchain)                         | Python, JS/TS             | Langchainアプリケーションにコールバックハンドラーを渡すことで自動的に計測します。                                                                 |
-| [LlamaIndex](https://langfuse.com/docs/integrations/llama-index/get-started)           | Python                    | LlamaIndexのコールバックシステムを介して自動的にインストゥルメントします。                                                                         |
-| [Haystack](https://langfuse.com/docs/integrations/haystack)                           | Python                    | Haystackのコンテンツトレースシステムを利用した自動インストゥルメンテーションを実現します。                                                          |
-| [LiteLLM](https://langfuse.com/docs/integrations/litellm)                             | Python, JS/TS (proxy only)| GPTのドロップイン置換として任意のLLMを使用できます。Azure、OpenAI、Cohere、Anthropic、Ollama、VLLM、Sagemaker、HuggingFace、Replicate（100+ LLM）に対応。 |
-| [Vercel AI SDK](https://langfuse.com/docs/integrations/vercel-ai-sdk)                   | JS/TS                     | React、Next.js、Vue、Svelte、Node.jsを使用してAI搭載アプリケーションの構築を支援するTypeScriptツールキットです。                                      |
-| [API](https://langfuse.com/docs/api)                                                  |                           | 公開APIを直接呼び出すことが可能です。OpenAPI仕様も利用できます。                                                                                 |
+| インテグレーション                                                           | 対応言語・環境             | 説明                                                                                                                                                      |
+| ---------------------------------------------------------------------------- | -------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------- |
+| [SDK](https://langfuse.com/docs/sdk)                                         | Python, JS/TS              | SDKを利用して手動でインストゥルメンテーションを実装し、完全な柔軟性を提供します。                                                                         |
+| [OpenAI](https://langfuse.com/integrations/model-providers/openai-py)        | Python, JS/TS              | OpenAI SDKのドロップイン置換による自動インストゥルメンテーションを実現します。                                                                            |
+| [Langchain](https://langfuse.com/docs/integrations/langchain)                | Python, JS/TS              | Langchainアプリケーションにコールバックハンドラーを渡すことで自動的に計測します。                                                                         |
+| [LlamaIndex](https://langfuse.com/docs/integrations/llama-index/get-started) | Python                     | LlamaIndexのコールバックシステムを介して自動的にインストゥルメントします。                                                                                |
+| [Haystack](https://langfuse.com/docs/integrations/haystack)                  | Python                     | Haystackのコンテンツトレースシステムを利用した自動インストゥルメンテーションを実現します。                                                                |
+| [LiteLLM](https://langfuse.com/docs/integrations/litellm)                    | Python, JS/TS (proxy only) | GPTのドロップイン置換として任意のLLMを使用できます。Azure、OpenAI、Cohere、Anthropic、Ollama、VLLM、Sagemaker、HuggingFace、Replicate（100+ LLM）に対応。 |
+| [Vercel AI SDK](https://langfuse.com/docs/integrations/vercel-ai-sdk)        | JS/TS                      | React、Next.js、Vue、Svelte、Node.jsを使用してAI搭載アプリケーションの構築を支援するTypeScriptツールキットです。                                          |
+| [API](https://langfuse.com/docs/api)                                         |                            | 公開APIを直接呼び出すことが可能です。OpenAPI仕様も利用できます。                                                                                          |
 
 ### Langfuseと統合されているパッケージ:
 
-| 名前                                                                      | タイプ             | 説明                                                                                                      |
-| ------------------------------------------------------------------------- | ------------------ | --------------------------------------------------------------------------------------------------------- |
-| [Instructor](https://langfuse.com/docs/integrations/instructor)           | ライブラリ         | 構造化されたLLM出力（JSON、Pydantic）を取得するためのライブラリ                                            |
-| [DSPy](https://langfuse.com/docs/integrations/dspy)                       | ライブラリ         | LLMプロンプトや重み付けを体系的に最適化するためのフレームワーク                                             |
-| [Mirascope](https://langfuse.com/docs/integrations/mirascope)             | ライブラリ         | LLMアプリケーション構築用のPythonツールキット                                                               |
-| [Ollama](https://langfuse.com/docs/integrations/ollama)                   | モデル（ローカル） | オープンソースLLMを手軽にローカルで実行するためのツール                                                     |
-| [Amazon Bedrock](https://langfuse.com/docs/integrations/amazon-bedrock)     | モデル             | AWS上でファウンデーションモデルやファインチューニング済みモデルを実行                                         |
-| [Google VertexAI and Gemini](https://langfuse.com/docs/integrations/google-vertex-ai)     | モデル             | Google上でファウンデーションモデルやファインチューニング済みモデルを実行                                         |
-| [AutoGen](https://langfuse.com/docs/integrations/autogen)                 | エージェントフレームワーク | 分散型エージェント構築のためのオープンソースLLMプラットフォーム                                               |
-| [Flowise](https://langfuse.com/docs/integrations/flowise)                 | チャット/エージェント UI | JS/TSのノーコードビルダーで、カスタマイズ可能なLLMフローを構築                                              |
-| [Langflow](https://langfuse.com/docs/integrations/langflow)               | チャット/エージェント UI | PythonベースのUIで、react-flowを用いてLangChainの実験やプロトタイピングを容易に実現                           |
-| [Dify](https://langfuse.com/docs/integrations/dify)                       | チャット/エージェント UI | ノーコードでLLMアプリ開発が可能なオープンソースプラットフォーム                                               |
-| [OpenWebUI](https://langfuse.com/docs/integrations/openwebui)             | チャット/エージェント UI | 自前ホストおよびローカルモデルに対応するLLMチャットWeb UI                                                    |
-| [Promptfoo](https://langfuse.com/docs/integrations/promptfoo)             | ツール             | オープンソースのLLMテストプラットフォーム                                                                   |
-| [LobeChat](https://langfuse.com/docs/integrations/lobechat)               | チャット/エージェント UI | オープンソースのチャットボットプラットフォーム                                                               |
-| [Vapi](https://langfuse.com/docs/integrations/vapi)                       | プラットフォーム   | オープンソースの音声AIプラットフォーム                                                                       |
-| [Inferable](https://langfuse.com/docs/integrations/other/inferable)        | エージェント       | 分散型エージェント構築のためのオープンソースLLMプラットフォーム                                               |
-| [Gradio](https://langfuse.com/docs/integrations/other/gradio)             | チャット/エージェント UI | チャットUIなどのWebインターフェース構築のためのオープンソースPythonライブラリ                                |
-| [Goose](https://langfuse.com/docs/integrations/goose)                   | エージェント       | 分散型エージェント構築のためのオープンソースLLMプラットフォーム                                               |
-| [smolagents](https://langfuse.com/docs/integrations/smolagents)           | エージェント       | オープンソースのAIエージェントフレームワーク                                                                 |
-| [CrewAI](https://langfuse.com/docs/integrations/crewai)                   | エージェント       | エージェントの協調とツール利用を実現するマルチエージェントフレームワーク                                      |
+| 名前                                                                                  | タイプ                     | 説明                                                                                |
+| ------------------------------------------------------------------------------------- | -------------------------- | ----------------------------------------------------------------------------------- |
+| [Instructor](https://langfuse.com/docs/integrations/instructor)                       | ライブラリ                 | 構造化されたLLM出力（JSON、Pydantic）を取得するためのライブラリ                     |
+| [DSPy](https://langfuse.com/docs/integrations/dspy)                                   | ライブラリ                 | LLMプロンプトや重み付けを体系的に最適化するためのフレームワーク                     |
+| [Mirascope](https://langfuse.com/docs/integrations/mirascope)                         | ライブラリ                 | LLMアプリケーション構築用のPythonツールキット                                       |
+| [Ollama](https://langfuse.com/docs/integrations/ollama)                               | モデル（ローカル）         | オープンソースLLMを手軽にローカルで実行するためのツール                             |
+| [Amazon Bedrock](https://langfuse.com/docs/integrations/amazon-bedrock)               | モデル                     | AWS上でファウンデーションモデルやファインチューニング済みモデルを実行               |
+| [Google VertexAI and Gemini](https://langfuse.com/docs/integrations/google-vertex-ai) | モデル                     | Google上でファウンデーションモデルやファインチューニング済みモデルを実行            |
+| [AutoGen](https://langfuse.com/docs/integrations/autogen)                             | エージェントフレームワーク | 分散型エージェント構築のためのオープンソースLLMプラットフォーム                     |
+| [Flowise](https://langfuse.com/docs/integrations/flowise)                             | チャット/エージェント UI   | JS/TSのノーコードビルダーで、カスタマイズ可能なLLMフローを構築                      |
+| [Langflow](https://langfuse.com/docs/integrations/langflow)                           | チャット/エージェント UI   | PythonベースのUIで、react-flowを用いてLangChainの実験やプロトタイピングを容易に実現 |
+| [Dify](https://langfuse.com/docs/integrations/dify)                                   | チャット/エージェント UI   | ノーコードでLLMアプリ開発が可能なオープンソースプラットフォーム                     |
+| [OpenWebUI](https://langfuse.com/docs/integrations/openwebui)                         | チャット/エージェント UI   | 自前ホストおよびローカルモデルに対応するLLMチャットWeb UI                           |
+| [Promptfoo](https://langfuse.com/docs/integrations/promptfoo)                         | ツール                     | オープンソースのLLMテストプラットフォーム                                           |
+| [LobeChat](https://langfuse.com/docs/integrations/lobechat)                           | チャット/エージェント UI   | オープンソースのチャットボットプラットフォーム                                      |
+| [Vapi](https://langfuse.com/docs/integrations/vapi)                                   | プラットフォーム           | オープンソースの音声AIプラットフォーム                                              |
+| [Inferable](https://langfuse.com/docs/integrations/other/inferable)                   | エージェント               | 分散型エージェント構築のためのオープンソースLLMプラットフォーム                     |
+| [Gradio](https://langfuse.com/docs/integrations/other/gradio)                         | チャット/エージェント UI   | チャットUIなどのWebインターフェース構築のためのオープンソースPythonライブラリ       |
+| [Goose](https://langfuse.com/docs/integrations/goose)                                 | エージェント               | 分散型エージェント構築のためのオープンソースLLMプラットフォーム                     |
+| [smolagents](https://langfuse.com/docs/integrations/smolagents)                       | エージェント               | オープンソースのAIエージェントフレームワーク                                        |
+| [CrewAI](https://langfuse.com/docs/integrations/crewai)                               | エージェント               | エージェントの協調とツール利用を実現するマルチエージェントフレームワーク            |
 
 ## 🚀 クイックスタート
 
@@ -202,7 +200,7 @@ Langfuseチームによるマネージドデプロイメント。充実した無
 ### 2️⃣ 初めてのLLM呼び出しのログ記録
 
 [`@observe()` デコレーター](https://langfuse.com/docs/sdk/python/decorators)を利用することで、任意のPython製LLMアプリケーションのトレースが簡単に行えます。  
-このクイックスタートでは、Langfuseの[OpenAI統合](https://langfuse.com/docs/integrations/openai)を使用して、全てのモデルパラメータを自動で取得します。
+このクイックスタートでは、Langfuseの[OpenAI統合](https://langfuse.com/integrations/model-providers/openai-py)を使用して、全てのモデルパラメータを自動で取得します。
 
 > [!TIP]
 > OpenAIを利用していない場合は、[こちらのドキュメント](https://langfuse.com/docs/get-started#log-your-first-llm-call-to-langfuse)で、他のモデルやフレームワークのログ記録方法をご確認ください。
@@ -219,7 +217,7 @@ LANGFUSE_HOST="https://cloud.langfuse.com" # 🇪🇺 EUリージョン
 ```
 
 ```python:/@observe()/ /from langfuse.openai import openai/ filename="main.py"
-from langfuse.decorators import observe
+from langfuse import observe
 from langfuse.openai import openai  # OpenAI統合
 
 @observe()
@@ -297,51 +295,51 @@ _[Langfuseの公開トレース例](https://cloud.langfuse.com/project/cloramnkj
 Langfuseを利用している主要なオープンソースPythonプロジェクト（スター数順）: ([出典](https://github.com/langfuse/langfuse-docs/blob/main/components-mdx/dependents))
 
 | リポジトリ                                                                                                                                                                                                                                                          | スター |
-| :------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | ----: |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/127165244?s=40&v=4" width="20" height="20" alt=""> &nbsp; [langgenius](https://github.com/langgenius) / [dify](https://github.com/langgenius/dify)                                            | 54865 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/158137808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [open-webui](https://github.com/open-webui) / [open-webui](https://github.com/open-webui/open-webui)                                | 51531 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/131470832?s=40&v=4" width="20" height="20" alt=""> &nbsp; [lobehub](https://github.com/lobehub) / [lobe-chat](https://github.com/lobehub/lobe-chat)                                           | 49003 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85702467?s=40&v=4" width="20" height="20" alt=""> &nbsp; [langflow-ai](https://github.com/langflow-ai) / [langflow](https://github.com/langflow-ai/langflow)                                  | 39093 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/130722866?s=40&v=4" width="20" height="20" alt=""> &nbsp; [run-llama](https://github.com/run-llama) / [llama_index](https://github.com/run-llama/llama_index)                                 | 37368 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/139558948?s=40&v=4" width="20" height="20" alt=""> &nbsp; [chatchat-space](https://github.com/chatchat-space) / [Langchain-Chatchat](https://github.com/chatchat-space/Langchain-Chatchat)    | 32486 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/128289781?s=40&v=4" width="20" height="20" alt=""> &nbsp; [FlowiseAI](https://github.com/FlowiseAI) / [Flowise](https://github.com/FlowiseAI/Flowise)                                         | 32448 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/31035808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [mindsdb](https://github.com/mindsdb) / [mindsdb](https://github.com/mindsdb/mindsdb)                                                | 26931 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/119600397?s=40&v=4" width="20" height="20" alt=""> &nbsp; [twentyhq](https://github.com/twentyhq) / [twenty](https://github.com/twentyhq/twenty)                                              | 24195 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/60330232?s=40&v=4" width="20" height="20" alt=""> &nbsp; [PostHog](https://github.com/PostHog) / [posthog](https://github.com/PostHog/posthog)                                                | 22618 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/121462774?s=40&v=4" width="20" height="20" alt=""> &nbsp; [BerriAI](https://github.com/BerriAI) / [litellm](https://github.com/BerriAI/litellm)                                               | 15151 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/179202840?s=40&v=4" width="20" height="20" alt=""> &nbsp; [mediar-ai](https://github.com/mediar-ai) / [screenpipe](https://github.com/mediar-ai/screenpipe)                                   | 11037 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/105877416?s=40&v=4" width="20" height="20" alt=""> &nbsp; [formbricks](https://github.com/formbricks) / [formbricks](https://github.com/formbricks/formbricks)                                |  9386 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/76263028?s=40&v=4" width="20" height="20" alt=""> &nbsp; [anthropics](https://github.com/anthropics) / [courses](https://github.com/anthropics/courses)                                       |  8385 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/78410652?s=40&v=4" width="20" height="20" alt=""> &nbsp; [GreyDGL](https://github.com/GreyDGL) / [PentestGPT](https://github.com/GreyDGL/PentestGPT)                                          |  7374 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/152537519?s=40&v=4" width="20" height="20" alt=""> &nbsp; [superagent-ai](https://github.com/superagent-ai) / [superagent](https://github.com/superagent-ai/superagent)                       |  5391 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/137907881?s=40&v=4" width="20" height="20" alt=""> &nbsp; [promptfoo](https://github.com/promptfoo) / [promptfoo](https://github.com/promptfoo/promptfoo)                                     |  4976 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/157326433?s=40&v=4" width="20" height="20" alt=""> &nbsp; [onlook-dev](https://github.com/onlook-dev) / [onlook](https://github.com/onlook-dev/onlook)                                        |  4141 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/7250217?s=40&v=4" width="20" height="20" alt=""> &nbsp; [Canner](https://github.com/Canner) / [WrenAI](https://github.com/Canner/WrenAI)                                                      |  2526 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/11855343?s=40&v=4" width="20" height="20" alt=""> &nbsp; [pingcap](https://github.com/pingcap) / [autoflow](https://github.com/pingcap/autoflow)                                              |  2061 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85268109?s=40&v=4" width="20" height="20" alt=""> &nbsp; [MLSysOps](https://github.com/MLSysOps) / [MLE-agent](https://github.com/MLSysOps/MLE-agent)                                         |  1161 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/158137808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [open-webui](https://github.com/open-webui) / [pipelines](https://github.com/open-webui/pipelines)                                  |  1100 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/18422723?s=40&v=4" width="20" height="20" alt=""> &nbsp; [alishobeiri](https://github.com/alishobeiri) / [thread](https://github.com/alishobeiri/thread)                                      |  1074 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/125468716?s=40&v=4" width="20" height="20" alt=""> &nbsp; [topoteretes](https://github.com/topoteretes) / [cognee](https://github.com/topoteretes/cognee)                                     |   971 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/188657705?s=40&v=4" width="20" height="20" alt=""> &nbsp; [bRAGAI](https://github.com/bRAGAI) / [bRAG-langchain](https://github.com/bRAGAI/bRAG-langchain)                                    |   823 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/169500408?s=40&v=4" width="20" height="20" alt=""> &nbsp; [opslane](https://github.com/opslane) / [opslane](https://github.com/opslane/opslane)                                               |   677 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/151867818?s=40&v=4" width="20" height="20" alt=""> &nbsp; [dynamiq-ai](https://github.com/dynamiq-ai) / [dynamiq](https://github.com/dynamiq-ai/dynamiq)                                      |   639 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/48585267?s=40&v=4" width="20" height="20" alt=""> &nbsp; [theopenconversationkit](https://github.com/theopenconversationkit) / [tock](https://github.com/theopenconversationkit/tock)         |   514 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/20493493?s=40&v=4" width="20" height="20" alt=""> &nbsp; [andysingal](https://github.com/andysingal) / [llm-course](https://github.com/andysingal/llm-course)                                 |   394 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/132396805?s=40&v=4" width="20" height="20" alt=""> &nbsp; [phospho-app](https://github.com/phospho-app) / [phospho](https://github.com/phospho-app/phospho)                                   |   384 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/178644984?s=40&v=4" width="20" height="20" alt=""> &nbsp; [sentient-engineering](https://github.com/sentient-engineering) / [agent-q](https://github.com/sentient-engineering/agent-q)        |   370 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/168552753?s=40&v=4" width="20" height="20" alt=""> &nbsp; [sql-agi](https://github.com/sql-agi) / [DB-GPT](https://github.com/sql-agi/DB-GPT)                                                 |   324 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/60330232?s=40&v=4" width="20" height="20" alt=""> &nbsp; [PostHog](https://github.com/PostHog) / [posthog-foss](https://github.com/PostHog/posthog-foss)                                      |   305 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/154247157?s=40&v=4" width="20" height="20" alt=""> &nbsp; [vespperhq](https://github.com/vespperhq) / [vespper](https://github.com/vespperhq/vespper)                                         |   304 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/185116535?s=40&v=4" width="20" height="20" alt=""> &nbsp; [block](https://github.com/block) / [goose](https://github.com/block/goose)                                                         |   295 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/609489?s=40&v=4" width="20" height="20" alt=""> &nbsp; [aorwall](https://github.com/aorwall) / [moatless-tools](https://github.com/aorwall/moatless-tools)                                    |   291 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/2357342?s=40&v=4" width="20" height="20" alt=""> &nbsp; [dmayboroda](https://github.com/dmayboroda) / [minima](https://github.com/dmayboroda/minima)                                          |   221 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/66303003?s=40&v=4" width="20" height="20" alt=""> &nbsp; [RobotecAI](https://github.com/RobotecAI) / [rai](https://github.com/RobotecAI/rai)                                                  |   172 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/148684274?s=40&v=4" width="20" height="20" alt=""> &nbsp; [i-am-alice](https://github.com/i-am-alice) / [3rd-devs](https://github.com/i-am-alice/3rd-devs)                                    |   148 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/171735272?s=40&v=4" width="20" height="20" alt=""> &nbsp; [8090-inc](https://github.com/8090-inc) / [xrx-sample-apps](https://github.com/8090-inc/xrx-sample-apps)                            |   138 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/104478511?s=40&v=4" width="20" height="20" alt=""> &nbsp; [babelcloud](https://github.com/babelcloud) / [LLM-RGB](https://github.com/babelcloud/LLM-RGB)                                      |   135 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/15125613?s=40&v=4" width="20" height="20" alt=""> &nbsp; [souzatharsis](https://github.com/souzatharsis) / [tamingLLMs](https://github.com/souzatharsis/tamingLLMs)                           |   129 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/169401942?s=40&v=4" width="20" height="20" alt=""> &nbsp; [LibreChat-AI](https://github.com/LibreChat-AI) / [librechat.ai](https://github.com/LibreChat-AI/librechat.ai)                      |   128 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/51827949?s=40&v=4" width="20" height="20" alt=""> &nbsp; [deepset-ai](https://github.com/deepset-ai) / [haystack-core-integrations](https://github.com/deepset-ai/haystack-core-integrations) |   126 |
+| :------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | -----: |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/127165244?s=40&v=4" width="20" height="20" alt=""> &nbsp; [langgenius](https://github.com/langgenius) / [dify](https://github.com/langgenius/dify)                                            |  54865 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/158137808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [open-webui](https://github.com/open-webui) / [open-webui](https://github.com/open-webui/open-webui)                                |  51531 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/131470832?s=40&v=4" width="20" height="20" alt=""> &nbsp; [lobehub](https://github.com/lobehub) / [lobe-chat](https://github.com/lobehub/lobe-chat)                                           |  49003 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85702467?s=40&v=4" width="20" height="20" alt=""> &nbsp; [langflow-ai](https://github.com/langflow-ai) / [langflow](https://github.com/langflow-ai/langflow)                                  |  39093 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/130722866?s=40&v=4" width="20" height="20" alt=""> &nbsp; [run-llama](https://github.com/run-llama) / [llama_index](https://github.com/run-llama/llama_index)                                 |  37368 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/139558948?s=40&v=4" width="20" height="20" alt=""> &nbsp; [chatchat-space](https://github.com/chatchat-space) / [Langchain-Chatchat](https://github.com/chatchat-space/Langchain-Chatchat)    |  32486 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/128289781?s=40&v=4" width="20" height="20" alt=""> &nbsp; [FlowiseAI](https://github.com/FlowiseAI) / [Flowise](https://github.com/FlowiseAI/Flowise)                                         |  32448 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/31035808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [mindsdb](https://github.com/mindsdb) / [mindsdb](https://github.com/mindsdb/mindsdb)                                                |  26931 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/119600397?s=40&v=4" width="20" height="20" alt=""> &nbsp; [twentyhq](https://github.com/twentyhq) / [twenty](https://github.com/twentyhq/twenty)                                              |  24195 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/60330232?s=40&v=4" width="20" height="20" alt=""> &nbsp; [PostHog](https://github.com/PostHog) / [posthog](https://github.com/PostHog/posthog)                                                |  22618 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/121462774?s=40&v=4" width="20" height="20" alt=""> &nbsp; [BerriAI](https://github.com/BerriAI) / [litellm](https://github.com/BerriAI/litellm)                                               |  15151 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/179202840?s=40&v=4" width="20" height="20" alt=""> &nbsp; [mediar-ai](https://github.com/mediar-ai) / [screenpipe](https://github.com/mediar-ai/screenpipe)                                   |  11037 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/105877416?s=40&v=4" width="20" height="20" alt=""> &nbsp; [formbricks](https://github.com/formbricks) / [formbricks](https://github.com/formbricks/formbricks)                                |   9386 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/76263028?s=40&v=4" width="20" height="20" alt=""> &nbsp; [anthropics](https://github.com/anthropics) / [courses](https://github.com/anthropics/courses)                                       |   8385 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/78410652?s=40&v=4" width="20" height="20" alt=""> &nbsp; [GreyDGL](https://github.com/GreyDGL) / [PentestGPT](https://github.com/GreyDGL/PentestGPT)                                          |   7374 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/152537519?s=40&v=4" width="20" height="20" alt=""> &nbsp; [superagent-ai](https://github.com/superagent-ai) / [superagent](https://github.com/superagent-ai/superagent)                       |   5391 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/137907881?s=40&v=4" width="20" height="20" alt=""> &nbsp; [promptfoo](https://github.com/promptfoo) / [promptfoo](https://github.com/promptfoo/promptfoo)                                     |   4976 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/157326433?s=40&v=4" width="20" height="20" alt=""> &nbsp; [onlook-dev](https://github.com/onlook-dev) / [onlook](https://github.com/onlook-dev/onlook)                                        |   4141 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/7250217?s=40&v=4" width="20" height="20" alt=""> &nbsp; [Canner](https://github.com/Canner) / [WrenAI](https://github.com/Canner/WrenAI)                                                      |   2526 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/11855343?s=40&v=4" width="20" height="20" alt=""> &nbsp; [pingcap](https://github.com/pingcap) / [autoflow](https://github.com/pingcap/autoflow)                                              |   2061 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85268109?s=40&v=4" width="20" height="20" alt=""> &nbsp; [MLSysOps](https://github.com/MLSysOps) / [MLE-agent](https://github.com/MLSysOps/MLE-agent)                                         |   1161 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/158137808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [open-webui](https://github.com/open-webui) / [pipelines](https://github.com/open-webui/pipelines)                                  |   1100 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/18422723?s=40&v=4" width="20" height="20" alt=""> &nbsp; [alishobeiri](https://github.com/alishobeiri) / [thread](https://github.com/alishobeiri/thread)                                      |   1074 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/125468716?s=40&v=4" width="20" height="20" alt=""> &nbsp; [topoteretes](https://github.com/topoteretes) / [cognee](https://github.com/topoteretes/cognee)                                     |    971 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/188657705?s=40&v=4" width="20" height="20" alt=""> &nbsp; [bRAGAI](https://github.com/bRAGAI) / [bRAG-langchain](https://github.com/bRAGAI/bRAG-langchain)                                    |    823 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/169500408?s=40&v=4" width="20" height="20" alt=""> &nbsp; [opslane](https://github.com/opslane) / [opslane](https://github.com/opslane/opslane)                                               |    677 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/151867818?s=40&v=4" width="20" height="20" alt=""> &nbsp; [dynamiq-ai](https://github.com/dynamiq-ai) / [dynamiq](https://github.com/dynamiq-ai/dynamiq)                                      |    639 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/48585267?s=40&v=4" width="20" height="20" alt=""> &nbsp; [theopenconversationkit](https://github.com/theopenconversationkit) / [tock](https://github.com/theopenconversationkit/tock)         |    514 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/20493493?s=40&v=4" width="20" height="20" alt=""> &nbsp; [andysingal](https://github.com/andysingal) / [llm-course](https://github.com/andysingal/llm-course)                                 |    394 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/132396805?s=40&v=4" width="20" height="20" alt=""> &nbsp; [phospho-app](https://github.com/phospho-app) / [phospho](https://github.com/phospho-app/phospho)                                   |    384 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/178644984?s=40&v=4" width="20" height="20" alt=""> &nbsp; [sentient-engineering](https://github.com/sentient-engineering) / [agent-q](https://github.com/sentient-engineering/agent-q)        |    370 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/168552753?s=40&v=4" width="20" height="20" alt=""> &nbsp; [sql-agi](https://github.com/sql-agi) / [DB-GPT](https://github.com/sql-agi/DB-GPT)                                                 |    324 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/60330232?s=40&v=4" width="20" height="20" alt=""> &nbsp; [PostHog](https://github.com/PostHog) / [posthog-foss](https://github.com/PostHog/posthog-foss)                                      |    305 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/154247157?s=40&v=4" width="20" height="20" alt=""> &nbsp; [vespperhq](https://github.com/vespperhq) / [vespper](https://github.com/vespperhq/vespper)                                         |    304 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/185116535?s=40&v=4" width="20" height="20" alt=""> &nbsp; [block](https://github.com/block) / [goose](https://github.com/block/goose)                                                         |    295 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/609489?s=40&v=4" width="20" height="20" alt=""> &nbsp; [aorwall](https://github.com/aorwall) / [moatless-tools](https://github.com/aorwall/moatless-tools)                                    |    291 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/2357342?s=40&v=4" width="20" height="20" alt=""> &nbsp; [dmayboroda](https://github.com/dmayboroda) / [minima](https://github.com/dmayboroda/minima)                                          |    221 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/66303003?s=40&v=4" width="20" height="20" alt=""> &nbsp; [RobotecAI](https://github.com/RobotecAI) / [rai](https://github.com/RobotecAI/rai)                                                  |    172 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/148684274?s=40&v=4" width="20" height="20" alt=""> &nbsp; [i-am-alice](https://github.com/i-am-alice) / [3rd-devs](https://github.com/i-am-alice/3rd-devs)                                    |    148 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/171735272?s=40&v=4" width="20" height="20" alt=""> &nbsp; [8090-inc](https://github.com/8090-inc) / [xrx-sample-apps](https://github.com/8090-inc/xrx-sample-apps)                            |    138 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/104478511?s=40&v=4" width="20" height="20" alt=""> &nbsp; [babelcloud](https://github.com/babelcloud) / [LLM-RGB](https://github.com/babelcloud/LLM-RGB)                                      |    135 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/15125613?s=40&v=4" width="20" height="20" alt=""> &nbsp; [souzatharsis](https://github.com/souzatharsis) / [tamingLLMs](https://github.com/souzatharsis/tamingLLMs)                           |    129 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/169401942?s=40&v=4" width="20" height="20" alt=""> &nbsp; [LibreChat-AI](https://github.com/LibreChat-AI) / [librechat.ai](https://github.com/LibreChat-AI/librechat.ai)                      |    128 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/51827949?s=40&v=4" width="20" height="20" alt=""> &nbsp; [deepset-ai](https://github.com/deepset-ai) / [haystack-core-integrations](https://github.com/deepset-ai/haystack-core-integrations) |    126 |
 
 ## 🔒 セキュリティとプライバシー
 

README.kr.md

@@ -128,7 +128,7 @@ Langfuse 팀이 관리하는 배포 방식으로, 후한 무료 플랜(취미
 
 - [Kubernetes (Helm)](https://langfuse.com/self-hosting/kubernetes-helm): Helm을 사용해 Kubernetes 클러스터에서 Langfuse를 실행합니다. 이는 권장되는 프로덕션 배포 방식입니다.
 - [VM](https://langfuse.com/self-hosting/docker-compose): Docker Compose를 사용해 단일 가상 머신에서 Langfuse를 실행합니다.
-- 예정: 클라우드별 배포 가이드 – 아래 스레드에서 투표 및 댓글을 남겨주세요: [AWS](https://github.com/orgs/langfuse/discussions/4645), [Google Cloud](https://github.com/orgs/langfuse/discussions/4646), [Azure](https://github.com/orgs/langfuse/discussions/4647).
+- Terraform 템플릿: [AWS](https://langfuse.com/self-hosting/aws), [Azure](https://langfuse.com/self-hosting/azure), [GCP](https://langfuse.com/self-hosting/gcp)
 
 자세한 내용은 [자체 호스팅 문서](https://langfuse.com/self-hosting)를 참조하세요.
 
@@ -138,39 +138,40 @@ Langfuse 팀이 관리하는 배포 방식으로, 후한 무료 플랜(취미
 
 ### 주요 통합:
 
-| 통합                                                                 | 지원                   | 설명                                                                                                                                      |
-| --------------------------------------------------------------------- | ---------------------- | ----------------------------------------------------------------------------------------------------------------------------------------- |
-| [SDK](https://langfuse.com/docs/sdk)                                  | Python, JS/TS          | SDK를 사용하여 완전한 유연성을 갖춘 수동 계측(manual instrumentation)을 수행합니다.                                                       |
-| [OpenAI](https://langfuse.com/docs/integrations/openai)               | Python, JS/TS          | OpenAI SDK의 드롭인 대체(drop-in replacement)를 통해 자동 계측(automated instrumentation)을 수행합니다.                                       |
-| [Langchain](https://langfuse.com/docs/integrations/langchain)         | Python, JS/TS          | Langchain 애플리케이션에 callback 핸들러를 전달하여 자동 계측합니다.                                                                       |
-| [LlamaIndex](https://langfuse.com/docs/integrations/llama-index/get-started) | Python                 | LlamaIndex 콜백 시스템을 통한 자동 계측을 지원합니다.                                                                                      |
-| [Haystack](https://langfuse.com/docs/integrations/haystack)           | Python                 | Haystack 콘텐츠 추적 시스템을 통한 자동 계측을 지원합니다.                                                                                 |
-| [LiteLLM](https://langfuse.com/docs/integrations/litellm)             | Python, JS/TS (proxy only) | GPT의 드롭인 대체품으로 어떤 LLM도 사용할 수 있습니다. Azure, OpenAI, Cohere, Anthropic, Ollama, VLLM, Sagemaker, HuggingFace, Replicate 등 100개 이상의 LLM 지원. |
-| [Vercel AI SDK](https://langfuse.com/docs/integrations/vercel-ai-sdk)   | JS/TS                  | React, Next.js, Vue, Svelte, Node.js와 함께 AI 기반 애플리케이션 구축을 돕는 TypeScript 툴킷입니다.                                             |
-| [API](https://langfuse.com/docs/api)                                   |                        | 공개 API를 직접 호출합니다. OpenAPI 명세가 제공됩니다.                                                                                      |
+| 통합                                                                         | 지원                       | 설명                                                                                                                                                               |
+| ---------------------------------------------------------------------------- | -------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------ |
+| [SDK](https://langfuse.com/docs/sdk)                                         | Python, JS/TS              | SDK를 사용하여 완전한 유연성을 갖춘 수동 계측(manual instrumentation)을 수행합니다.                                                                                |
+| [OpenAI](https://langfuse.com/integrations/model-providers/openai-py)        | Python, JS/TS              | OpenAI SDK의 드롭인 대체(drop-in replacement)를 통해 자동 계측(automated instrumentation)을 수행합니다.                                                            |
+| [Langchain](https://langfuse.com/docs/integrations/langchain)                | Python, JS/TS              | Langchain 애플리케이션에 callback 핸들러를 전달하여 자동 계측합니다.                                                                                               |
+| [LlamaIndex](https://langfuse.com/docs/integrations/llama-index/get-started) | Python                     | LlamaIndex 콜백 시스템을 통한 자동 계측을 지원합니다.                                                                                                              |
+| [Haystack](https://langfuse.com/docs/integrations/haystack)                  | Python                     | Haystack 콘텐츠 추적 시스템을 통한 자동 계측을 지원합니다.                                                                                                         |
+| [LiteLLM](https://langfuse.com/docs/integrations/litellm)                    | Python, JS/TS (proxy only) | GPT의 드롭인 대체품으로 어떤 LLM도 사용할 수 있습니다. Azure, OpenAI, Cohere, Anthropic, Ollama, VLLM, Sagemaker, HuggingFace, Replicate 등 100개 이상의 LLM 지원. |
+| [Vercel AI SDK](https://langfuse.com/docs/integrations/vercel-ai-sdk)        | JS/TS                      | React, Next.js, Vue, Svelte, Node.js와 함께 AI 기반 애플리케이션 구축을 돕는 TypeScript 툴킷입니다.                                                                |
+| [API](https://langfuse.com/docs/api)                                         |                            | 공개 API를 직접 호출합니다. OpenAPI 명세가 제공됩니다.                                                                                                             |
 
 ### Langfuse와 통합된 패키지:
 
-| 이름                                                                    | 유형               | 설명                                                                                                             |
-| ----------------------------------------------------------------------- | ------------------ | ---------------------------------------------------------------------------------------------------------------- |
-| [Instructor](https://langfuse.com/docs/integrations/instructor)         | 라이브러리         | 구조화된 LLM 출력을(JSON, Pydantic) 얻기 위한 라이브러리입니다.                                                  |
-| [DSPy](https://langfuse.com/docs/integrations/dspy)                     | 라이브러리         | 언어 모델 프롬프트와 가중치를 체계적으로 최적화하는 프레임워크입니다.                                             |
-| [Mirascope](https://langfuse.com/docs/integrations/mirascope)           | 라이브러리         | LLM 애플리케이션 구축을 위한 Python 툴킷입니다.                                                                    |
-| [Ollama](https://langfuse.com/docs/integrations/ollama)                 | 모델 (로컬)        | 자신의 컴퓨터에서 오픈 소스 LLM을 손쉽게 실행할 수 있습니다.                                                      |
-| [Amazon Bedrock](https://langfuse.com/docs/integrations/amazon-bedrock) | 모델               | AWS에서 기본 및 파인튜닝된 모델을 실행합니다.                                                                      |
-| [AutoGen](https://langfuse.com/docs/integrations/autogen)               | 에이전트 프레임워크 | 분산 에이전트 구축을 위한 오픈 소스 LLM 플랫폼입니다.                                                              |
-| [Flowise](https://langfuse.com/docs/integrations/flowise)               | 채팅/에이전트 UI    | 맞춤형 LLM 플로우를 위한 JS/TS 코드 없는(no-code) 빌더입니다.                                                       |
-| [Langflow](https://langfuse.com/docs/integrations/langflow)             | 채팅/에이전트 UI    | react-flow를 활용하여 실험 및 프로토타이핑을 손쉽게 할 수 있도록 디자인된 LangChain용 Python 기반 UI입니다.          |
-| [Dify](https://langfuse.com/docs/integrations/dify)                     | 채팅/에이전트 UI    | 코드 없는 빌더와 함께 제공되는 오픈 소스 LLM 애플리케이션 개발 플랫폼입니다.                                        |
-| [OpenWebUI](https://langfuse.com/docs/integrations/openwebui)           | 채팅/에이전트 UI    | 셀프 호스팅 및 로컬 모델 등 다양한 LLM 실행기를 지원하는 셀프 호스팅 LLM 채팅 웹 UI입니다.                              |
-| [Promptfoo](https://langfuse.com/docs/integrations/promptfoo)           | 도구               | 오픈 소스 LLM 테스트 플랫폼입니다.                                                                                 |
-| [LobeChat](https://langfuse.com/docs/integrations/lobechat)             | 채팅/에이전트 UI    | 오픈 소스 챗봇 플랫폼입니다.                                                                                         |
-| [Vapi](https://langfuse.com/docs/integrations/vapi)                     | 플랫폼             | 오픈 소스 음성 AI 플랫폼입니다.                                                                                      |
-| [Inferable](https://langfuse.com/docs/integrations/other/inferable)     | 에이전트           | 분산 에이전트 구축을 위한 오픈 소스 LLM 플랫폼입니다.                                                              |
-| [Gradio](https://langfuse.com/docs/integrations/other/gradio)           | 채팅/에이전트 UI    | 채팅 UI와 같은 웹 인터페이스 구축을 위한 오픈 소스 Python 라이브러리입니다.                                         |
-| [Goose](https://langfuse.com/docs/integrations/goose)                   | 에이전트           | 분산 에이전트 구축을 위한 오픈 소스 LLM 플랫폼입니다.                                                              |
-| [smolagents](https://langfuse.com/docs/integrations/smolagents)         | 에이전트           | 오픈 소스 AI 에이전트 프레임워크입니다.                                                                            |
-| [CrewAI](https://langfuse.com/docs/integrations/crewai)                 | 에이전트           | 에이전트 간 협업 및 도구 사용을 위한 다중 에이전트 프레임워크입니다.                                                 |
+| 이름                                                                                  | 유형                | 설명                                                                                                        |
+| ------------------------------------------------------------------------------------- | ------------------- | ----------------------------------------------------------------------------------------------------------- |
+| [Instructor](https://langfuse.com/docs/integrations/instructor)                       | 라이브러리          | 구조화된 LLM 출력을(JSON, Pydantic) 얻기 위한 라이브러리입니다.                                             |
+| [DSPy](https://langfuse.com/docs/integrations/dspy)                                   | 라이브러리          | 언어 모델 프롬프트와 가중치를 체계적으로 최적화하는 프레임워크입니다.                                       |
+| [Mirascope](https://langfuse.com/docs/integrations/mirascope)                         | 라이브러리          | LLM 애플리케이션 구축을 위한 Python 툴킷입니다.                                                             |
+| [Ollama](https://langfuse.com/docs/integrations/ollama)                               | 모델 (로컬)         | 자신의 컴퓨터에서 오픈 소스 LLM을 손쉽게 실행할 수 있습니다.                                                |
+| [Amazon Bedrock](https://langfuse.com/docs/integrations/amazon-bedrock)               | 모델                | AWS에서 기본 및 파인튜닝된 모델을 실행합니다.                                                               |
+| [Google VertexAI and Gemini](https://langfuse.com/docs/integrations/google-vertex-ai) | 모델                | Google에서 기본 및 파인튜닝된 모델을 실행합니다.                                                            |
+| [AutoGen](https://langfuse.com/docs/integrations/autogen)                             | 에이전트 프레임워크 | 분산 에이전트 구축을 위한 오픈 소스 LLM 플랫폼입니다.                                                       |
+| [Flowise](https://langfuse.com/docs/integrations/flowise)                             | 채팅/에이전트 UI    | 맞춤형 LLM 플로우를 위한 JS/TS 코드 없는(no-code) 빌더입니다.                                               |
+| [Langflow](https://langfuse.com/docs/integrations/langflow)                           | 채팅/에이전트 UI    | react-flow를 활용하여 실험 및 프로토타이핑을 손쉽게 할 수 있도록 디자인된 LangChain용 Python 기반 UI입니다. |
+| [Dify](https://langfuse.com/docs/integrations/dify)                                   | 채팅/에이전트 UI    | 코드 없는 빌더와 함께 제공되는 오픈 소스 LLM 애플리케이션 개발 플랫폼입니다.                                |
+| [OpenWebUI](https://langfuse.com/docs/integrations/openwebui)                         | 채팅/에이전트 UI    | 셀프 호스팅 및 로컬 모델 등 다양한 LLM 실행기를 지원하는 셀프 호스팅 LLM 채팅 웹 UI입니다.                  |
+| [Promptfoo](https://langfuse.com/docs/integrations/promptfoo)                         | 도구                | 오픈 소스 LLM 테스트 플랫폼입니다.                                                                          |
+| [LobeChat](https://langfuse.com/docs/integrations/lobechat)                           | 채팅/에이전트 UI    | 오픈 소스 챗봇 플랫폼입니다.                                                                                |
+| [Vapi](https://langfuse.com/docs/integrations/vapi)                                   | 플랫폼              | 오픈 소스 음성 AI 플랫폼입니다.                                                                             |
+| [Inferable](https://langfuse.com/docs/integrations/other/inferable)                   | 에이전트            | 분산 에이전트 구축을 위한 오픈 소스 LLM 플랫폼입니다.                                                       |
+| [Gradio](https://langfuse.com/docs/integrations/other/gradio)                         | 채팅/에이전트 UI    | 채팅 UI와 같은 웹 인터페이스 구축을 위한 오픈 소스 Python 라이브러리입니다.                                 |
+| [Goose](https://langfuse.com/docs/integrations/goose)                                 | 에이전트            | 분산 에이전트 구축을 위한 오픈 소스 LLM 플랫폼입니다.                                                       |
+| [smolagents](https://langfuse.com/docs/integrations/smolagents)                       | 에이전트            | 오픈 소스 AI 에이전트 프레임워크입니다.                                                                     |
+| [CrewAI](https://langfuse.com/docs/integrations/crewai)                               | 에이전트            | 에이전트 간 협업 및 도구 사용을 위한 다중 에이전트 프레임워크입니다.                                        |
 
 ## 🚀 빠른 시작
 
@@ -184,7 +185,7 @@ Langfuse 팀이 관리하는 배포 방식으로, 후한 무료 플랜(취미
 
 ### 2️⃣ 첫 번째 LLM 호출 기록하기
 
-[`@observe()` 데코레이터](https://langfuse.com/docs/sdk/python/decorators)를 사용하면 Python LLM 애플리케이션의 추적이 매우 간편해집니다. 이 빠른 시작 예제에서는 Langfuse [OpenAI 통합](https://langfuse.com/docs/integrations/openai)을 사용하여 모든 모델 파라미터를 자동으로 캡처합니다.
+[`@observe()` 데코레이터](https://langfuse.com/docs/sdk/python/decorators)를 사용하면 Python LLM 애플리케이션의 추적이 매우 간편해집니다. 이 빠른 시작 예제에서는 Langfuse [OpenAI 통합](https://langfuse.com/integrations/model-providers/openai-py)을 사용하여 모든 모델 파라미터를 자동으로 캡처합니다.
 
 > [!TIP]
 > OpenAI를 사용하지 않으시다면, 다른 모델 및 프레임워크의 로그 기록 방법은 [문서](https://langfuse.com/docs/get-started#log-your-first-llm-call-to-langfuse)를 참조하세요.
@@ -201,7 +202,7 @@ LANGFUSE_HOST="https://cloud.langfuse.com" # 🇪🇺 EU region
 ```
 
 ```python:main.py
-from langfuse.decorators import observe
+from langfuse import observe
 from langfuse.openai import openai # OpenAI integration
 
 @observe()
@@ -275,8 +276,8 @@ _[Langfuse의 공개 예제 trace](https://cloud.langfuse.com/project/cloramnkj0
 
 별(star) 수를 기준으로 순위가 매겨진 Langfuse를 사용하는 상위 오픈 소스 Python 프로젝트들 ([출처](https://github.com/langfuse/langfuse-docs/blob/main/components-mdx/dependents)):
 
-| 저장소                                                                                                                                                                                                                                                          | 별   |
-| :---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---: |
+| 저장소                                                                                                                                                                                                                                                              |    별 |
+| :------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | ----: |
 | <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/127165244?s=40&v=4" width="20" height="20" alt=""> &nbsp; [langgenius](https://github.com/langgenius) / [dify](https://github.com/langgenius/dify)                                            | 54865 |
 | <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/158137808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [open-webui](https://github.com/open-webui) / [open-webui](https://github.com/open-webui/open-webui)                                | 51531 |
 | <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/131470832?s=40&v=4" width="20" height="20" alt=""> &nbsp; [lobehub](https://github.com/lobehub) / [lobe-chat](https://github.com/lobehub/lobe-chat)                                           | 49003 |
@@ -331,6 +332,7 @@ _[Langfuse의 공개 예제 trace](https://cloud.langfuse.com/project/cloramnkj0
 기본적으로 Langfuse는 자체 호스팅 인스턴스의 기본 사용 통계를 중앙 서버(PostHog)로 자동 보고합니다.
 
 이를 통해:
+
 1. Langfuse가 어떻게 사용되는지 이해하고, 가장 관련성 높은 기능을 개선할 수 있습니다.
 2. 내부 및 외부(예: 자금 조달) 보고를 위한 전체 사용량을 추적할 수 있습니다.
 

README.md

@@ -1,8 +1,11 @@
-![Langfuse GitHub Banner](https://langfuse.com/images/docs/github-readme/github-banner.png)
+<img width="4856" height="1000" alt="github-banner" src="https://github.com/user-attachments/assets/6f435ef3-1194-4e26-87af-aa13826bbb5f" />
 
 <div align="center">
    <div>
       <h3>
+        <a href="https://langfuse.com/blog/2025-06-04-open-sourcing-langfuse-product">
+            <strong>Langfuse Is Doubling Down On Open Source</strong>
+         </a> <br> <br>
          <a href="https://cloud.langfuse.com">
             <strong>Langfuse Cloud</strong>
          </a> · 
@@ -23,7 +26,7 @@
       <a href="https://langfuse.com/roadmap"><strong>Roadmap</strong></a> ·
    </div>
    <br/>
-   <span>Langfuse uses <a href="https://github.com/orgs/langfuse/discussions"><strong>Github Discussions</strong></a>  for Support and Feature Requests.</span>
+   <span>Langfuse uses <a href="https://github.com/orgs/langfuse/discussions"><strong>GitHub Discussions</strong></a>  for Support and Feature Requests.</span>
    <br/>
    <span><b>We're hiring.</b> <a href="https://langfuse.com/careers"><strong>Join us</strong></a> in product engineering and technical go-to-market roles.</span>
    <br/>
@@ -73,15 +76,15 @@ Langfuse is an **open source LLM engineering** platform. It helps teams collabor
 
 ## ✨ Core Features
 
-![Langfuse Overview](https://langfuse.com/images/docs/github-readme/github-feature-overview.png)
+<img width="4856" height="1944" alt="Langfuse Overview" src="https://github.com/user-attachments/assets/5dac68ef-d546-49fb-b06f-cfafc19282e3" />
 
 - [LLM Application Observability](https://langfuse.com/docs/tracing): Instrument your app and start ingesting traces to Langfuse, thereby tracking LLM calls and other relevant logic in your app such as retrieval, embedding, or agent actions. Inspect and debug complex logs and user sessions. Try the interactive [demo](https://langfuse.com/docs/demo) to see this in action.
 
-- [Prompt Management](https://langfuse.com/docs/prompts/get-started) helps you centrally manage, version control, and collaboratively iterate on your prompts. Thanks to strong caching on server and client side, you can iterate on prompts without adding latency to your application.
+- [Prompt Management](https://langfuse.com/docs/prompt-management/get-started) helps you centrally manage, version control, and collaboratively iterate on your prompts. Thanks to strong caching on server and client side, you can iterate on prompts without adding latency to your application.
 
-- [Evaluations](https://langfuse.com/docs/scores/overview) are key to the LLM application development workflow, and Langfuse adapts to your needs. It supports LLM-as-a-judge, user feedback collection, manual labeling, and custom evaluation pipelines via APIs/SDKs.
+- [Evaluations](https://langfuse.com/docs/evaluation/overview) are key to the LLM application development workflow, and Langfuse adapts to your needs. It supports LLM-as-a-judge, user feedback collection, manual labeling, and custom evaluation pipelines via APIs/SDKs.
 
-- [Datasets](https://langfuse.com/docs/datasets/overview) enable test sets and benchmarks for evaluating your LLM application. They support continuous improvement, pre-deployment testing, structured experiments, flexible evaluation, and seamless integration with frameworks like LangChain and LlamaIndex.
+- [Datasets](https://langfuse.com/docs/evaluation/dataset-runs/datasets) enable test sets and benchmarks for evaluating your LLM application. They support continuous improvement, pre-deployment testing, structured experiments, flexible evaluation, and seamless integration with frameworks like LangChain and LlamaIndex.
 
 - [LLM Playground](https://langfuse.com/docs/playground) is a tool for testing and iterating on your prompts and model configurations, shortening the feedback loop and accelerating development. When you see a bad result in tracing, you can directly jump to the playground to iterate on it.
 
@@ -89,11 +92,11 @@ Langfuse is an **open source LLM engineering** platform. It helps teams collabor
 
 ## 📦 Deploy Langfuse
 
-![Langfuse Deployment Options](https://langfuse.com/images/docs/github-readme/github-deployment-options.png)
+<img width="4856" height="1322" alt="Langfuse Deployment Options" src="https://github.com/user-attachments/assets/98f020c7-7a20-4264-a201-65c41a52a5d5" />
 
 ### Langfuse Cloud
 
-Managed deployment by the Langfuse team, generous free-tier (hobby plan), no credit card required.
+Managed deployment by the Langfuse team, generous free-tier, no credit card required.
 
 <div align="center">
     <a href="https://cloud.langfuse.com" target="_blank">
@@ -116,22 +119,22 @@ Run Langfuse on your own infrastructure:
   docker compose up
   ```
 
-- [Kubernetes (Helm)](https://langfuse.com/self-hosting/kubernetes-helm): Run Langfuse on a Kubernetes cluster using Helm. This is the preferred production deployment.
 - [VM](https://langfuse.com/self-hosting/docker-compose): Run Langfuse on a single Virtual Machine using Docker Compose.
-- Planned: Cloud-specific deployment guides, please upvote and comment on the following threads: [AWS](https://github.com/orgs/langfuse/discussions/4645), [Google Cloud](https://github.com/orgs/langfuse/discussions/4646), [Azure](https://github.com/orgs/langfuse/discussions/4647).
+- [Kubernetes (Helm)](https://langfuse.com/self-hosting/kubernetes-helm): Run Langfuse on a Kubernetes cluster using Helm. This is the preferred production deployment.
+- Terraform Templates: [AWS](https://langfuse.com/self-hosting/aws), [Azure](https://langfuse.com/self-hosting/azure), [GCP](https://langfuse.com/self-hosting/gcp)
 
-See [self-hosting documentation](https://langfuse.com/self-hosting) to learn more about the architecture and configuration options.
+See [self-hosting documentation](https://langfuse.com/self-hosting) to learn more about architecture and configuration options.
 
 ## 🔌 Integrations
 
-![Langfuse Integrations](https://langfuse.com/images/docs/github-readme/github-integrations.png)
+<img width="4856" height="1322" alt="github-integrations" src="https://github.com/user-attachments/assets/e41ea0fb-742d-41ce-bf94-1d4fb95750cd" />
 
 ### Main Integrations:
 
 | Integration                                                                  | Supports                   | Description                                                                                                                                      |
 | ---------------------------------------------------------------------------- | -------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------ |
 | [SDK](https://langfuse.com/docs/sdk)                                         | Python, JS/TS              | Manual instrumentation using the SDKs for full flexibility.                                                                                      |
-| [OpenAI](https://langfuse.com/docs/integrations/openai)                      | Python, JS/TS              | Automated instrumentation using drop-in replacement of OpenAI SDK.                                                                               |
+| [OpenAI](https://langfuse.com/integrations/model-providers/openai-py)        | Python, JS/TS              | Automated instrumentation using drop-in replacement of OpenAI SDK.                                                                               |
 | [Langchain](https://langfuse.com/docs/integrations/langchain)                | Python, JS/TS              | Automated instrumentation by passing callback handler to Langchain application.                                                                  |
 | [LlamaIndex](https://langfuse.com/docs/integrations/llama-index/get-started) | Python                     | Automated instrumentation via LlamaIndex callback system.                                                                                        |
 | [Haystack](https://langfuse.com/docs/integrations/haystack)                  | Python                     | Automated instrumentation via Haystack content tracing system.                                                                                   |
@@ -174,7 +177,7 @@ Instrument your app and start ingesting traces to Langfuse, thereby tracking LLM
 
 ### 2️⃣ Log your first LLM call
 
-The [`@observe()` decorator](https://langfuse.com/docs/sdk/python/decorators) makes it easy to trace any Python LLM application. In this quickstart we also use the Langfuse [OpenAI integration](https://langfuse.com/docs/integrations/openai) to automatically capture all model parameters.
+The [`@observe()` decorator](https://langfuse.com/docs/sdk/python/decorators) makes it easy to trace any Python LLM application. In this quickstart we also use the Langfuse [OpenAI integration](https://langfuse.com/integrations/model-providers/openai-py) to automatically capture all model parameters.
 
 > [!TIP]
 > Not using OpenAI? Visit [our documentation](https://langfuse.com/docs/get-started#log-your-first-llm-call-to-langfuse) to learn how to log other models and frameworks.
@@ -191,7 +194,7 @@ LANGFUSE_HOST="https://cloud.langfuse.com" # 🇪🇺 EU region
 ```
 
 ```python /@observe()/ /from langfuse.openai import openai/ filename="main.py"
-from langfuse.decorators import observe
+from langfuse import observe
 from langfuse.openai import openai # OpenAI integration
 
 @observe()
@@ -212,7 +215,7 @@ main()
 
 See your language model calls and other application logic in Langfuse.
 
-![Example trace in Langfuse](https://langfuse.com/images/docs/github-readme/github-example-trace.png)
+<img width="1787" height="674" alt="Example trace in Langfuse" src="https://github.com/user-attachments/assets/f796eb78-dfb5-4570-b236-bdb4b67d4d55" />
 
 _[Public example trace in Langfuse](https://cloud.langfuse.com/project/cloramnkj0002jz088vzn1ja4/traces/2cec01e3-3dc2-472f-afcf-3b968cf0c1f4?timestamp=2025-02-10T14%3A27%3A30.275Z&observation=cb5ff844-07ef-41e6-b8e2-6c64344bc13b)_
 
@@ -265,52 +268,105 @@ This repository is MIT licensed, except for the `ee` folders. See [LICENSE](LICE
 
 Top open-source Python projects that use Langfuse, ranked by stars ([Source](https://github.com/langfuse/langfuse-docs/blob/main/components-mdx/dependents)):
 
-| Repository                                                                                                                                                                                                                                                          | Stars |
-| :------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | ----: |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/127165244?s=40&v=4" width="20" height="20" alt=""> &nbsp; [langgenius](https://github.com/langgenius) / [dify](https://github.com/langgenius/dify)                                            | 54865 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/158137808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [open-webui](https://github.com/open-webui) / [open-webui](https://github.com/open-webui/open-webui)                                | 51531 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/131470832?s=40&v=4" width="20" height="20" alt=""> &nbsp; [lobehub](https://github.com/lobehub) / [lobe-chat](https://github.com/lobehub/lobe-chat)                                           | 49003 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85702467?s=40&v=4" width="20" height="20" alt=""> &nbsp; [langflow-ai](https://github.com/langflow-ai) / [langflow](https://github.com/langflow-ai/langflow)                                  | 39093 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/130722866?s=40&v=4" width="20" height="20" alt=""> &nbsp; [run-llama](https://github.com/run-llama) / [llama_index](https://github.com/run-llama/llama_index)                                 | 37368 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/139558948?s=40&v=4" width="20" height="20" alt=""> &nbsp; [chatchat-space](https://github.com/chatchat-space) / [Langchain-Chatchat](https://github.com/chatchat-space/Langchain-Chatchat)    | 32486 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/128289781?s=40&v=4" width="20" height="20" alt=""> &nbsp; [FlowiseAI](https://github.com/FlowiseAI) / [Flowise](https://github.com/FlowiseAI/Flowise)                                         | 32448 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/31035808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [mindsdb](https://github.com/mindsdb) / [mindsdb](https://github.com/mindsdb/mindsdb)                                                | 26931 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/119600397?s=40&v=4" width="20" height="20" alt=""> &nbsp; [twentyhq](https://github.com/twentyhq) / [twenty](https://github.com/twentyhq/twenty)                                              | 24195 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/60330232?s=40&v=4" width="20" height="20" alt=""> &nbsp; [PostHog](https://github.com/PostHog) / [posthog](https://github.com/PostHog/posthog)                                                | 22618 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/121462774?s=40&v=4" width="20" height="20" alt=""> &nbsp; [BerriAI](https://github.com/BerriAI) / [litellm](https://github.com/BerriAI/litellm)                                               | 15151 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/179202840?s=40&v=4" width="20" height="20" alt=""> &nbsp; [mediar-ai](https://github.com/mediar-ai) / [screenpipe](https://github.com/mediar-ai/screenpipe)                                   | 11037 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/105877416?s=40&v=4" width="20" height="20" alt=""> &nbsp; [formbricks](https://github.com/formbricks) / [formbricks](https://github.com/formbricks/formbricks)                                |  9386 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/76263028?s=40&v=4" width="20" height="20" alt=""> &nbsp; [anthropics](https://github.com/anthropics) / [courses](https://github.com/anthropics/courses)                                       |  8385 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/78410652?s=40&v=4" width="20" height="20" alt=""> &nbsp; [GreyDGL](https://github.com/GreyDGL) / [PentestGPT](https://github.com/GreyDGL/PentestGPT)                                          |  7374 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/152537519?s=40&v=4" width="20" height="20" alt=""> &nbsp; [superagent-ai](https://github.com/superagent-ai) / [superagent](https://github.com/superagent-ai/superagent)                       |  5391 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/137907881?s=40&v=4" width="20" height="20" alt=""> &nbsp; [promptfoo](https://github.com/promptfoo) / [promptfoo](https://github.com/promptfoo/promptfoo)                                     |  4976 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/157326433?s=40&v=4" width="20" height="20" alt=""> &nbsp; [onlook-dev](https://github.com/onlook-dev) / [onlook](https://github.com/onlook-dev/onlook)                                        |  4141 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/7250217?s=40&v=4" width="20" height="20" alt=""> &nbsp; [Canner](https://github.com/Canner) / [WrenAI](https://github.com/Canner/WrenAI)                                                      |  2526 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/11855343?s=40&v=4" width="20" height="20" alt=""> &nbsp; [pingcap](https://github.com/pingcap) / [autoflow](https://github.com/pingcap/autoflow)                                              |  2061 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85268109?s=40&v=4" width="20" height="20" alt=""> &nbsp; [MLSysOps](https://github.com/MLSysOps) / [MLE-agent](https://github.com/MLSysOps/MLE-agent)                                         |  1161 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/158137808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [open-webui](https://github.com/open-webui) / [pipelines](https://github.com/open-webui/pipelines)                                  |  1100 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/18422723?s=40&v=4" width="20" height="20" alt=""> &nbsp; [alishobeiri](https://github.com/alishobeiri) / [thread](https://github.com/alishobeiri/thread)                                      |  1074 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/125468716?s=40&v=4" width="20" height="20" alt=""> &nbsp; [topoteretes](https://github.com/topoteretes) / [cognee](https://github.com/topoteretes/cognee)                                     |   971 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/188657705?s=40&v=4" width="20" height="20" alt=""> &nbsp; [bRAGAI](https://github.com/bRAGAI) / [bRAG-langchain](https://github.com/bRAGAI/bRAG-langchain)                                    |   823 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/169500408?s=40&v=4" width="20" height="20" alt=""> &nbsp; [opslane](https://github.com/opslane) / [opslane](https://github.com/opslane/opslane)                                               |   677 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/151867818?s=40&v=4" width="20" height="20" alt=""> &nbsp; [dynamiq-ai](https://github.com/dynamiq-ai) / [dynamiq](https://github.com/dynamiq-ai/dynamiq)                                      |   639 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/48585267?s=40&v=4" width="20" height="20" alt=""> &nbsp; [theopenconversationkit](https://github.com/theopenconversationkit) / [tock](https://github.com/theopenconversationkit/tock)         |   514 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/20493493?s=40&v=4" width="20" height="20" alt=""> &nbsp; [andysingal](https://github.com/andysingal) / [llm-course](https://github.com/andysingal/llm-course)                                 |   394 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/132396805?s=40&v=4" width="20" height="20" alt=""> &nbsp; [phospho-app](https://github.com/phospho-app) / [phospho](https://github.com/phospho-app/phospho)                                   |   384 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/178644984?s=40&v=4" width="20" height="20" alt=""> &nbsp; [sentient-engineering](https://github.com/sentient-engineering) / [agent-q](https://github.com/sentient-engineering/agent-q)        |   370 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/168552753?s=40&v=4" width="20" height="20" alt=""> &nbsp; [sql-agi](https://github.com/sql-agi) / [DB-GPT](https://github.com/sql-agi/DB-GPT)                                                 |   324 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/60330232?s=40&v=4" width="20" height="20" alt=""> &nbsp; [PostHog](https://github.com/PostHog) / [posthog-foss](https://github.com/PostHog/posthog-foss)                                      |   305 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/154247157?s=40&v=4" width="20" height="20" alt=""> &nbsp; [vespperhq](https://github.com/vespperhq) / [vespper](https://github.com/vespperhq/vespper)                                         |   304 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/185116535?s=40&v=4" width="20" height="20" alt=""> &nbsp; [block](https://github.com/block) / [goose](https://github.com/block/goose)                                                         |   295 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/609489?s=40&v=4" width="20" height="20" alt=""> &nbsp; [aorwall](https://github.com/aorwall) / [moatless-tools](https://github.com/aorwall/moatless-tools)                                    |   291 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/2357342?s=40&v=4" width="20" height="20" alt=""> &nbsp; [dmayboroda](https://github.com/dmayboroda) / [minima](https://github.com/dmayboroda/minima)                                          |   221 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/66303003?s=40&v=4" width="20" height="20" alt=""> &nbsp; [RobotecAI](https://github.com/RobotecAI) / [rai](https://github.com/RobotecAI/rai)                                                  |   172 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/148684274?s=40&v=4" width="20" height="20" alt=""> &nbsp; [i-am-alice](https://github.com/i-am-alice) / [3rd-devs](https://github.com/i-am-alice/3rd-devs)                                    |   148 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/171735272?s=40&v=4" width="20" height="20" alt=""> &nbsp; [8090-inc](https://github.com/8090-inc) / [xrx-sample-apps](https://github.com/8090-inc/xrx-sample-apps)                            |   138 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/104478511?s=40&v=4" width="20" height="20" alt=""> &nbsp; [babelcloud](https://github.com/babelcloud) / [LLM-RGB](https://github.com/babelcloud/LLM-RGB)                                      |   135 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/15125613?s=40&v=4" width="20" height="20" alt=""> &nbsp; [souzatharsis](https://github.com/souzatharsis) / [tamingLLMs](https://github.com/souzatharsis/tamingLLMs)                           |   129 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/169401942?s=40&v=4" width="20" height="20" alt=""> &nbsp; [LibreChat-AI](https://github.com/LibreChat-AI) / [librechat.ai](https://github.com/LibreChat-AI/librechat.ai)                      |   128 |
-| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/51827949?s=40&v=4" width="20" height="20" alt=""> &nbsp; [deepset-ai](https://github.com/deepset-ai) / [haystack-core-integrations](https://github.com/deepset-ai/haystack-core-integrations) |   126 |
+| Repository                                                                                                                                                                                                                                                                                                     |  Stars |
+| :------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | -----: |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85702467?s=40&v=4" width="20" height="20" alt=""> &nbsp; [langflow-ai](https://github.com/langflow-ai) / [langflow](https://github.com/langflow-ai/langflow)                                                                             | 116251 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/158137808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [open-webui](https://github.com/open-webui) / [open-webui](https://github.com/open-webui/open-webui)                                                                           | 109642 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/23818?s=40&v=4" width="20" height="20" alt=""> &nbsp; [abi](https://github.com/abi) / [screenshot-to-code](https://github.com/abi/screenshot-to-code)                                                                                    |  70877 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/131470832?s=40&v=4" width="20" height="20" alt=""> &nbsp; [lobehub](https://github.com/lobehub) / [lobe-chat](https://github.com/lobehub/lobe-chat)                                                                                      |  65454 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/69962740?s=40&v=4" width="20" height="20" alt=""> &nbsp; [infiniflow](https://github.com/infiniflow) / [ragflow](https://github.com/infiniflow/ragflow)                                                                                  |  64118 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/135057108?s=40&v=4" width="20" height="20" alt=""> &nbsp; [firecrawl](https://github.com/firecrawl) / [firecrawl](https://github.com/firecrawl/firecrawl)                                                                                |  56713 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/130722866?s=40&v=4" width="20" height="20" alt=""> &nbsp; [run-llama](https://github.com/run-llama) / [llama_index](https://github.com/run-llama/llama_index)                                                                            |  44203 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/128289781?s=40&v=4" width="20" height="20" alt=""> &nbsp; [FlowiseAI](https://github.com/FlowiseAI) / [Flowise](https://github.com/FlowiseAI/Flowise)                                                                                    |  43547 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/159330290?s=40&v=4" width="20" height="20" alt=""> &nbsp; [QuivrHQ](https://github.com/QuivrHQ) / [quivr](https://github.com/QuivrHQ/quivr)                                                                                              |  38415 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/6154722?s=40&v=4" width="20" height="20" alt=""> &nbsp; [microsoft](https://github.com/microsoft) / [ai-agents-for-beginners](https://github.com/microsoft/ai-agents-for-beginners)                                                      |  38012 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/139558948?s=40&v=4" width="20" height="20" alt=""> &nbsp; [chatchat-space](https://github.com/chatchat-space) / [Langchain-Chatchat](https://github.com/chatchat-space/Langchain-Chatchat)                                               |  36071 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/31035808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [mindsdb](https://github.com/mindsdb) / [mindsdb](https://github.com/mindsdb/mindsdb)                                                                                           |  35669 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/121462774?s=40&v=4" width="20" height="20" alt=""> &nbsp; [BerriAI](https://github.com/BerriAI) / [litellm](https://github.com/BerriAI/litellm)                                                                                          |  28726 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/157326433?s=40&v=4" width="20" height="20" alt=""> &nbsp; [onlook-dev](https://github.com/onlook-dev) / [onlook](https://github.com/onlook-dev/onlook)                                                                                   |  22447 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/487568?s=40&v=4" width="20" height="20" alt=""> &nbsp; [NixOS](https://github.com/NixOS) / [nixpkgs](https://github.com/NixOS/nixpkgs)                                                                                                   |  21748 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/170767358?s=40&v=4" width="20" height="20" alt=""> &nbsp; [kortix-ai](https://github.com/kortix-ai) / [suna](https://github.com/kortix-ai/suna)                                                                                          |  17976 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/76263028?s=40&v=4" width="20" height="20" alt=""> &nbsp; [anthropics](https://github.com/anthropics) / [courses](https://github.com/anthropics/courses)                                                                                  |  17057 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/149120496?s=40&v=4" width="20" height="20" alt=""> &nbsp; [mastra-ai](https://github.com/mastra-ai) / [mastra](https://github.com/mastra-ai/mastra)                                                                                      |  16484 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/134601687?s=40&v=4" width="20" height="20" alt=""> &nbsp; [langfuse](https://github.com/langfuse) / [langfuse](https://github.com/langfuse/langfuse)                                                                                     |  16054 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/7250217?s=40&v=4" width="20" height="20" alt=""> &nbsp; [Canner](https://github.com/Canner) / [WrenAI](https://github.com/Canner/WrenAI)                                                                                                 |  11868 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/137907881?s=40&v=4" width="20" height="20" alt=""> &nbsp; [promptfoo](https://github.com/promptfoo) / [promptfoo](https://github.com/promptfoo/promptfoo)                                                                                |   8350 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/193350244?s=40&v=4" width="20" height="20" alt=""> &nbsp; [The-Pocket](https://github.com/The-Pocket) / [PocketFlow](https://github.com/The-Pocket/PocketFlow)                                                                           |   8313 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/139012218?s=40&v=4" width="20" height="20" alt=""> &nbsp; [OpenPipe](https://github.com/OpenPipe) / [ART](https://github.com/OpenPipe/ART)                                                                                               |   7093 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/125468716?s=40&v=4" width="20" height="20" alt=""> &nbsp; [topoteretes](https://github.com/topoteretes) / [cognee](https://github.com/topoteretes/cognee)                                                                                |   7011 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/3299148?s=40&v=4" width="20" height="20" alt=""> &nbsp; [awslabs](https://github.com/awslabs) / [agent-squad](https://github.com/awslabs/agent-squad)                                                                                    |   6785 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/162546372?s=40&v=4" width="20" height="20" alt=""> &nbsp; [BasedHardware](https://github.com/BasedHardware) / [omi](https://github.com/BasedHardware/omi)                                                                                |   6231 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/118301880?s=40&v=4" width="20" height="20" alt=""> &nbsp; [hatchet-dev](https://github.com/hatchet-dev) / [hatchet](https://github.com/hatchet-dev/hatchet)                                                                              |   6019 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/88676955?s=40&v=4" width="20" height="20" alt=""> &nbsp; [zenml-io](https://github.com/zenml-io) / [zenml](https://github.com/zenml-io/zenml)                                                                                            |   4873 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/132635806?s=40&v=4" width="20" height="20" alt=""> &nbsp; [refly-ai](https://github.com/refly-ai) / [refly](https://github.com/refly-ai/refly)                                                                                           |   4654 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/47287758?s=40&v=4" width="20" height="20" alt=""> &nbsp; [coleam00](https://github.com/coleam00) / [ottomator-agents](https://github.com/coleam00/ottomator-agents)                                                                      |   4165 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/8251002?s=40&v=4" width="20" height="20" alt=""> &nbsp; [JoshuaC215](https://github.com/JoshuaC215) / [agent-service-toolkit](https://github.com/JoshuaC215/agent-service-toolkit)                                                       |   3557 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/185852128?s=40&v=4" width="20" height="20" alt=""> &nbsp; [colanode](https://github.com/colanode) / [colanode](https://github.com/colanode/colanode)                                                                                     |   3517 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/201282378?s=40&v=4" width="20" height="20" alt=""> &nbsp; [VoltAgent](https://github.com/VoltAgent) / [voltagent](https://github.com/VoltAgent/voltagent)                                                                                |   3210 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/188657705?s=40&v=4" width="20" height="20" alt=""> &nbsp; [bragai](https://github.com/bragai) / [bRAG-langchain](https://github.com/bragai/bRAG-langchain)                                                                               |   3010 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/11855343?s=40&v=4" width="20" height="20" alt=""> &nbsp; [pingcap](https://github.com/pingcap) / [autoflow](https://github.com/pingcap/autoflow)                                                                                         |   2651 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/135396723?s=40&v=4" width="20" height="20" alt=""> &nbsp; [sourcebot-dev](https://github.com/sourcebot-dev) / [sourcebot](https://github.com/sourcebot-dev/sourcebot)                                                                    |   2570 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/158137808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [open-webui](https://github.com/open-webui) / [pipelines](https://github.com/open-webui/pipelines)                                                                             |   2055 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/179994263?s=40&v=4" width="20" height="20" alt=""> &nbsp; [YFGaia](https://github.com/YFGaia) / [dify-plus](https://github.com/YFGaia/dify-plus)                                                                                         |   1734 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/46323662?s=40&v=4" width="20" height="20" alt=""> &nbsp; [TheSpaghettiDetective](https://github.com/TheSpaghettiDetective) / [obico-server](https://github.com/TheSpaghettiDetective/obico-server)                                       |   1687 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85268109?s=40&v=4" width="20" height="20" alt=""> &nbsp; [MLSysOps](https://github.com/MLSysOps) / [MLE-agent](https://github.com/MLSysOps/MLE-agent)                                                                                    |   1387 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/144196744?s=40&v=4" width="20" height="20" alt=""> &nbsp; [TIGER-AI-Lab](https://github.com/TIGER-AI-Lab) / [TheoremExplainAgent](https://github.com/TIGER-AI-Lab/TheoremExplainAgent)                                                   |   1385 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/2314423?s=40&v=4" width="20" height="20" alt=""> &nbsp; [trailofbits](https://github.com/trailofbits) / [buttercup](https://github.com/trailofbits/buttercup)                                                                            |   1223 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/62564480?s=40&v=4" width="20" height="20" alt=""> &nbsp; [wassim249](https://github.com/wassim249) / [fastapi-langgraph-agent-production-ready-template](https://github.com/wassim249/fastapi-langgraph-agent-production-ready-template) |   1200 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/18422723?s=40&v=4" width="20" height="20" alt=""> &nbsp; [alishobeiri](https://github.com/alishobeiri) / [thread](https://github.com/alishobeiri/thread)                                                                                 |   1098 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/2357342?s=40&v=4" width="20" height="20" alt=""> &nbsp; [dmayboroda](https://github.com/dmayboroda) / [minima](https://github.com/dmayboroda/minima)                                                                                     |   1010 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/65890619?s=40&v=4" width="20" height="20" alt=""> &nbsp; [zstar1003](https://github.com/zstar1003) / [ragflow-plus](https://github.com/zstar1003/ragflow-plus)                                                                           |    993 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/121352441?s=40&v=4" width="20" height="20" alt=""> &nbsp; [openops-cloud](https://github.com/openops-cloud) / [openops](https://github.com/openops-cloud/openops)                                                                        |    939 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/151867818?s=40&v=4" width="20" height="20" alt=""> &nbsp; [dynamiq-ai](https://github.com/dynamiq-ai) / [dynamiq](https://github.com/dynamiq-ai/dynamiq)                                                                                 |    927 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/74420131?s=40&v=4" width="20" height="20" alt=""> &nbsp; [xataio](https://github.com/xataio) / [agent](https://github.com/xataio/agent)                                                                                                  |    857 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/123981229?s=40&v=4" width="20" height="20" alt=""> &nbsp; [plastic-labs](https://github.com/plastic-labs) / [tutor-gpt](https://github.com/plastic-labs/tutor-gpt)                                                                       |    845 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/176438967?s=40&v=4" width="20" height="20" alt=""> &nbsp; [trendy-design](https://github.com/trendy-design) / [llmchat](https://github.com/trendy-design/llmchat)                                                                        |    829 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/2045570?s=40&v=4" width="20" height="20" alt=""> &nbsp; [hotovo](https://github.com/hotovo) / [aider-desk](https://github.com/hotovo/aider-desk)                                                                                         |    781 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/169500408?s=40&v=4" width="20" height="20" alt=""> &nbsp; [opslane](https://github.com/opslane) / [opslane](https://github.com/opslane/opslane)                                                                                          |    719 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/142796018?s=40&v=4" width="20" height="20" alt=""> &nbsp; [wrtnlabs](https://github.com/wrtnlabs) / [autoview](https://github.com/wrtnlabs/autoview)                                                                                     |    688 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/20493493?s=40&v=4" width="20" height="20" alt=""> &nbsp; [andysingal](https://github.com/andysingal) / [llm-course](https://github.com/andysingal/llm-course)                                                                            |    643 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/48585267?s=40&v=4" width="20" height="20" alt=""> &nbsp; [theopenconversationkit](https://github.com/theopenconversationkit) / [tock](https://github.com/theopenconversationkit/tock)                                                    |    587 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/178644984?s=40&v=4" width="20" height="20" alt=""> &nbsp; [sentient-engineering](https://github.com/sentient-engineering) / [agent-q](https://github.com/sentient-engineering/agent-q)                                                   |    487 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/58037050?s=40&v=4" width="20" height="20" alt=""> &nbsp; [NicholasGoh](https://github.com/NicholasGoh) / [fastapi-mcp-langgraph-template](https://github.com/NicholasGoh/fastapi-mcp-langgraph-template)                                 |    481 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/148684274?s=40&v=4" width="20" height="20" alt=""> &nbsp; [i-am-alice](https://github.com/i-am-alice) / [3rd-devs](https://github.com/i-am-alice/3rd-devs)                                                                               |    472 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/163431636?s=40&v=4" width="20" height="20" alt=""> &nbsp; [AIDotNet](https://github.com/AIDotNet) / [koala-ai](https://github.com/AIDotNet/koala-ai)                                                                                     |    470 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/132396805?s=40&v=4" width="20" height="20" alt=""> &nbsp; [phospho-app](https://github.com/phospho-app) / [text-analytics-legacy](https://github.com/phospho-app/text-analytics-legacy)                                                  |    439 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/170831637?s=40&v=4" width="20" height="20" alt=""> &nbsp; [inferablehq](https://github.com/inferablehq) / [inferable](https://github.com/inferablehq/inferable)                                                                          |    403 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/171800766?s=40&v=4" width="20" height="20" alt=""> &nbsp; [duoyang666](https://github.com/duoyang666) / [ai_novel](https://github.com/duoyang666/ai_novel)                                                                               |    397 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/209155962?s=40&v=4" width="20" height="20" alt=""> &nbsp; [strands-agents](https://github.com/strands-agents) / [samples](https://github.com/strands-agents/samples)                                                                     |    385 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/16997807?s=40&v=4" width="20" height="20" alt=""> &nbsp; [FranciscoMoretti](https://github.com/FranciscoMoretti) / [sparka](https://github.com/FranciscoMoretti/sparka)                                                                  |    380 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/66303003?s=40&v=4" width="20" height="20" alt=""> &nbsp; [RobotecAI](https://github.com/RobotecAI) / [rai](https://github.com/RobotecAI/rai)                                                                                             |    373 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/137044109?s=40&v=4" width="20" height="20" alt=""> &nbsp; [ElectricCodeGuy](https://github.com/ElectricCodeGuy) / [SupabaseAuthWithSSR](https://github.com/ElectricCodeGuy/SupabaseAuthWithSSR)                                          |    370 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/169401942?s=40&v=4" width="20" height="20" alt=""> &nbsp; [LibreChat-AI](https://github.com/LibreChat-AI) / [librechat.ai](https://github.com/LibreChat-AI/librechat.ai)                                                                 |    339 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/15125613?s=40&v=4" width="20" height="20" alt=""> &nbsp; [souzatharsis](https://github.com/souzatharsis) / [tamingLLMs](https://github.com/souzatharsis/tamingLLMs)                                                                      |    323 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/8931462?s=40&v=4" width="20" height="20" alt=""> &nbsp; [aws-samples](https://github.com/aws-samples) / [aws-ai-ml-workshop-kr](https://github.com/aws-samples/aws-ai-ml-workshop-kr)                                                    |    295 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/25676773?s=40&v=4" width="20" height="20" alt=""> &nbsp; [weizxfree](https://github.com/weizxfree) / [KnowFlow](https://github.com/weizxfree/KnowFlow)                                                                                   |    285 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/88676955?s=40&v=4" width="20" height="20" alt=""> &nbsp; [zenml-io](https://github.com/zenml-io) / [zenml-projects](https://github.com/zenml-io/zenml-projects)                                                                          |    276 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/136071305?s=40&v=4" width="20" height="20" alt=""> &nbsp; [wxai-space](https://github.com/wxai-space) / [LightAgent](https://github.com/wxai-space/LightAgent)                                                                           |    275 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/90278288?s=40&v=4" width="20" height="20" alt=""> &nbsp; [Ozamatash](https://github.com/Ozamatash) / [deep-research-mcp](https://github.com/Ozamatash/deep-research-mcp)                                                                 |    269 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/168552753?s=40&v=4" width="20" height="20" alt=""> &nbsp; [sql-agi](https://github.com/sql-agi) / [DB-GPT](https://github.com/sql-agi/DB-GPT)                                                                                            |    241 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/828269?s=40&v=4" width="20" height="20" alt=""> &nbsp; [guyernest](https://github.com/guyernest) / [advanced-rag](https://github.com/guyernest/advanced-rag)                                                                             |    238 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/175069511?s=40&v=4" width="20" height="20" alt=""> &nbsp; [bklieger-groq](https://github.com/bklieger-groq) / [mathtutor-on-groq](https://github.com/bklieger-groq/mathtutor-on-groq)                                                    |    233 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/123981229?s=40&v=4" width="20" height="20" alt=""> &nbsp; [plastic-labs](https://github.com/plastic-labs) / [honcho](https://github.com/plastic-labs/honcho)                                                                             |    224 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/118967077?s=40&v=4" width="20" height="20" alt=""> &nbsp; [OVINC-CN](https://github.com/OVINC-CN) / [OpenWebUI](https://github.com/OVINC-CN/OpenWebUI)                                                                                   |    202 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/31960995?s=40&v=4" width="20" height="20" alt=""> &nbsp; [zhutoutoutousan](https://github.com/zhutoutoutousan) / [worldquant-miner](https://github.com/zhutoutoutousan/worldquant-miner)                                                 |    202 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/29215115?s=40&v=4" width="20" height="20" alt=""> &nbsp; [iceener](https://github.com/iceener) / [ai](https://github.com/iceener/ai)                                                                                                     |    186 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/187584218?s=40&v=4" width="20" height="20" alt=""> &nbsp; [giselles-ai](https://github.com/giselles-ai) / [giselle](https://github.com/giselles-ai/giselle)                                                                              |    181 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/174666116?s=40&v=4" width="20" height="20" alt=""> &nbsp; [ai-shifu](https://github.com/ai-shifu) / [ai-shifu](https://github.com/ai-shifu/ai-shifu)                                                                                     |    181 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/8931462?s=40&v=4" width="20" height="20" alt=""> &nbsp; [aws-samples](https://github.com/aws-samples) / [sample-serverless-mcp-servers](https://github.com/aws-samples/sample-serverless-mcp-servers)                                    |    175 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/202488052?s=40&v=4" width="20" height="20" alt=""> &nbsp; [celerforge](https://github.com/celerforge) / [freenote](https://github.com/celerforge/freenote)                                                                               |    171 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/104478511?s=40&v=4" width="20" height="20" alt=""> &nbsp; [babelcloud](https://github.com/babelcloud) / [LLM-RGB](https://github.com/babelcloud/LLM-RGB)                                                                                 |    164 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/171735272?s=40&v=4" width="20" height="20" alt=""> &nbsp; [8090-inc](https://github.com/8090-inc) / [xrx-sample-apps](https://github.com/8090-inc/xrx-sample-apps)                                                                       |    163 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/51827949?s=40&v=4" width="20" height="20" alt=""> &nbsp; [deepset-ai](https://github.com/deepset-ai) / [haystack-core-integrations](https://github.com/deepset-ai/haystack-core-integrations)                                            |    163 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/1009716?s=40&v=4" width="20" height="20" alt=""> &nbsp; [codecentric](https://github.com/codecentric) / [c4-genai-suite](https://github.com/codecentric/c4-genai-suite)                                                                  |    152 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/196509932?s=40&v=4" width="20" height="20" alt=""> &nbsp; [XSpoonAi](https://github.com/XSpoonAi) / [spoon-core](https://github.com/XSpoonAi/spoon-core)                                                                                 |    150 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/139558948?s=40&v=4" width="20" height="20" alt=""> &nbsp; [chatchat-space](https://github.com/chatchat-space) / [LangGraph-Chatchat](https://github.com/chatchat-space/LangGraph-Chatchat)                                               |    144 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/134601687?s=40&v=4" width="20" height="20" alt=""> &nbsp; [langfuse](https://github.com/langfuse) / [langfuse-docs](https://github.com/langfuse/langfuse-docs)                                                                           |    139 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/44976328?s=40&v=4" width="20" height="20" alt=""> &nbsp; [piyushgarg-dev](https://github.com/piyushgarg-dev) / [genai-cohort](https://github.com/piyushgarg-dev/genai-cohort)                                                            |    135 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/105285801?s=40&v=4" width="20" height="20" alt=""> &nbsp; [i-dot-ai](https://github.com/i-dot-ai) / [redbox](https://github.com/i-dot-ai/redbox)                                                                                         |    132 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/90423581?s=40&v=4" width="20" height="20" alt=""> &nbsp; [bmd1905](https://github.com/bmd1905) / [ChatOpsLLM](https://github.com/bmd1905/ChatOpsLLM)                                                                                     |    127 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/202074444?s=40&v=4" width="20" height="20" alt=""> &nbsp; [Fintech-Dreamer](https://github.com/Fintech-Dreamer) / [FinSynth](https://github.com/Fintech-Dreamer/FinSynth)                                                                |    121 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/1566555?s=40&v=4" width="20" height="20" alt=""> &nbsp; [kenshiro-o](https://github.com/kenshiro-o) / [nagato-ai](https://github.com/kenshiro-o/nagato-ai)                                                                               |    119 |
 
 ## 🔒 Security & Privacy
 

REVIEW.md

@@ -0,0 +1,28 @@
+# Code Review Instructions
+
+## Database Migrations
+
+### ClickHouse
+
+- ClickHouse migrations in the `packages/shared/clickhouse/migrations/clustered` directory should include `ON CLUSTER default` and should use `Replicated` merge tree table types.
+  - E.g. `ReplacingMergeTree` is likely an error while `ReplicatedReplacingMergeTree` would be correct in most cases.
+- ClickHouse migrations in the `packages/shared/clickhouse/migrations/unclustered` directory must not include `ON CLUSTER` statements and must not use `Replicated` merge tree table types.
+- Migrations in `packages/shared/clickhouse/migrations/clustered` should match their counterparts in `packages/shared/clickhouse/migrations/unclustered` aside from the restrictions listed above.
+- When adding new indexes on ClickHouse, ensure that there is a corresponding `MATERIALIZE INDEX` statement in the same migration. The materialization can use `SETTINGS mutations_sync = 2` if they operate on smaller tables, but may timeout otherwise.
+
+### Postgres
+
+- Most `schema.prisma` changes should produce a change in `packages/shared/prisma/migrations`.
+
+### Environment Variables
+
+- Environment variables should be imported from the `env.mjs/ts` file of the respective package and not from `process.env.*` to ensure validation and typing.
+
+## Redis Invocations
+
+- Highlight usage of `redis.call` invocations. Those may have suboptimal redis cluster routing and will raise errors. Instead, use the native call patterns.
+  Example: `await redis?.call("SET", key, "1", "NX", "EX", TTLSeconds);` should use `await redis?.set(key, "1", "EX", TTLSeconds, "NX");` instead.
+
+## Langfuse Cloud
+
+- When attempting to confirm if the current environment is Langfuse Cloud in the frontend, use the `useLangfuseCloudRegion` hook and never environment variables directly.

docker-compose.build.yml

@@ -78,7 +78,7 @@ services:
       retries: 3
 
   clickhouse:
-    image: clickhouse/clickhouse-server
+    image: docker.io/clickhouse/clickhouse-server
     user: "101:101"
     environment:
       CLICKHOUSE_DB: default
@@ -98,7 +98,7 @@ services:
       start_period: 1s
 
   minio:
-    image: minio/minio
+    image: docker.io/minio/minio
     entrypoint: sh
     # create the 'langfuse' bucket before starting the service
     command: -c 'mkdir -p /data/langfuse && minio server --address ":9000" --console-address ":9001" /data'
@@ -118,7 +118,7 @@ services:
       start_period: 1s
 
   redis:
-    image: redis:7
+    image: docker.io/redis:7
     restart: always
     command: >
       --requirepass ${REDIS_AUTH:-myredissecret}
@@ -131,7 +131,7 @@ services:
       retries: 10
 
   postgres:
-    image: postgres:${POSTGRES_VERSION:-latest}
+    image: docker.io/postgres:${POSTGRES_VERSION:-17}
     restart: always
     healthcheck:
       test: ["CMD-SHELL", "pg_isready -U postgres"]
@@ -142,6 +142,8 @@ services:
       POSTGRES_USER: postgres
       POSTGRES_PASSWORD: postgres
       POSTGRES_DB: postgres
+      TZ: UTC
+      PGTZ: UTC
     ports:
       - 5432:5432
     volumes:

docker-compose.dev-azure.yml

@@ -1,6 +1,6 @@
 services:
   clickhouse:
-    image: clickhouse/clickhouse-server:24.3
+    image: docker.io/clickhouse/clickhouse-server:24.3
     user: "101:101"
     environment:
       CLICKHOUSE_DB: default
@@ -24,7 +24,7 @@ services:
       - langfuse_azurite_data:/data
 
   redis:
-    image: redis:7.2.4
+    image: docker.io/redis:7.2.4
     restart: always
     command: >
       --requirepass ${REDIS_AUTH:-myredissecret}
@@ -32,7 +32,7 @@ services:
       - 6379:6379
 
   postgres:
-    image: postgres:${POSTGRES_VERSION:-latest}
+    image: docker.io/postgres:${POSTGRES_VERSION:-17}
     restart: always
     healthcheck:
       test: ["CMD-SHELL", "pg_isready -U postgres"]
@@ -44,6 +44,8 @@ services:
       - POSTGRES_USER=postgres
       - POSTGRES_PASSWORD=postgres
       - POSTGRES_DB=postgres
+      - TZ=UTC
+      - PGTZ=UTC
     ports:
       - 5432:5432
     volumes:

docker-compose.dev-redis-cluster.yml

@@ -0,0 +1,148 @@
+services:
+  clickhouse:
+    image: docker.io/clickhouse/clickhouse-server:24.3
+    user: "101:101"
+    environment:
+      CLICKHOUSE_DB: default
+      CLICKHOUSE_USER: clickhouse
+      CLICKHOUSE_PASSWORD: clickhouse
+    volumes:
+      - langfuse_clickhouse_data:/var/lib/clickhouse
+      - langfuse_clickhouse_logs:/var/log/clickhouse-server
+    ports:
+      - 127.0.0.1:8123:8123
+      - 127.0.0.1:9000:9000
+    depends_on:
+      - postgres
+
+  minio:
+    image: docker.io/minio/minio
+    entrypoint: sh
+    # create the 'langfuse' bucket before starting the service
+    command: -c 'mkdir -p /data/langfuse && minio server --address ":9000" --console-address ":9001" /data'
+    environment:
+      MINIO_ACCESS_KEY: minio
+      MINIO_SECRET_KEY: miniosecret
+    ports:
+      - 127.0.0.1:9090:9000
+      - 127.0.0.1:9091:9001
+    volumes:
+      - langfuse_minio_data:/data
+    healthcheck:
+      test: ["CMD", "mc", "ready", "local"]
+      interval: 1s
+      timeout: 5s
+      retries: 5
+      start_period: 1s
+
+  postgres:
+    image: docker.io/postgres:${POSTGRES_VERSION:-17}
+    restart: always
+    healthcheck:
+      test: ["CMD-SHELL", "pg_isready -U postgres"]
+      interval: 3s
+      timeout: 3s
+      retries: 10
+    command: ["postgres", "-c", "log_statement=all"]
+    environment:
+      - POSTGRES_USER=postgres
+      - POSTGRES_PASSWORD=postgres
+      - POSTGRES_DB=postgres
+      - TZ=UTC
+      - PGTZ=UTC
+    ports:
+      - 127.0.0.1:5432:5432
+    volumes:
+      - langfuse_postgres_data:/var/lib/postgresql/data
+
+  # Redis Cluster. Requires a Unix host to work for network_mode: host. I.e. tests will fail on windows and mac with this setup.
+  redis-node-0:
+    image: docker.io/bitnamilegacy/redis-cluster:8.0
+    network_mode: host
+    volumes:
+      - redis-cluster_data-0:/bitnami/redis/data
+    environment:
+      REDIS_PASSWORD: bitnami
+      REDIS_PORT_NUMBER: 6370
+      REDIS_NODES: 127.0.0.1:6370 127.0.0.1:6371 127.0.0.1:6372 127.0.0.1:6373 127.0.0.1:6374 127.0.0.1:6375
+
+  redis-node-1:
+    image: docker.io/bitnamilegacy/redis-cluster:8.0
+    network_mode: host
+    volumes:
+      - redis-cluster_data-1:/bitnami/redis/data
+    environment:
+      REDIS_PASSWORD: bitnami
+      REDIS_PORT_NUMBER: 6371
+      REDIS_NODES: 127.0.0.1:6370 127.0.0.1:6371 127.0.0.1:6372 127.0.0.1:6373 127.0.0.1:6374 127.0.0.1:6375
+
+  redis-node-2:
+    image: docker.io/bitnamilegacy/redis-cluster:8.0
+    network_mode: host
+    volumes:
+      - redis-cluster_data-2:/bitnami/redis/data
+    environment:
+      REDIS_PASSWORD: bitnami
+      REDIS_PORT_NUMBER: 6372
+      REDIS_NODES: 127.0.0.1:6370 127.0.0.1:6371 127.0.0.1:6372 127.0.0.1:6373 127.0.0.1:6374 127.0.0.1:6375
+
+  redis-node-3:
+    image: docker.io/bitnamilegacy/redis-cluster:8.0
+    network_mode: host
+    volumes:
+      - redis-cluster_data-3:/bitnami/redis/data
+    environment:
+      REDIS_PASSWORD: bitnami
+      REDIS_PORT_NUMBER: 6373
+      REDIS_NODES: 127.0.0.1:6370 127.0.0.1:6371 127.0.0.1:6372 127.0.0.1:6373 127.0.0.1:6374 127.0.0.1:6375
+
+  redis-node-4:
+    image: docker.io/bitnamilegacy/redis-cluster:8.0
+    network_mode: host
+    volumes:
+      - redis-cluster_data-4:/bitnami/redis/data
+    environment:
+      REDIS_PASSWORD: bitnami
+      REDIS_PORT_NUMBER: 6374
+      REDIS_NODES: 127.0.0.1:6370 127.0.0.1:6371 127.0.0.1:6372 127.0.0.1:6373 127.0.0.1:6374 127.0.0.1:6375
+
+  redis-node-5:
+    image: docker.io/bitnamilegacy/redis-cluster:8.0
+    network_mode: host
+    volumes:
+      - redis-cluster_data-5:/bitnami/redis/data
+    depends_on:
+      - redis-node-0
+      - redis-node-1
+      - redis-node-2
+      - redis-node-3
+      - redis-node-4
+    environment:
+      REDISCLI_AUTH: bitnami
+      REDIS_CLUSTER_REPLICAS: 1
+      REDIS_PASSWORD: bitnami
+      REDIS_PORT_NUMBER: 6375
+      REDIS_NODES: 127.0.0.1:6370 127.0.0.1:6371 127.0.0.1:6372 127.0.0.1:6373 127.0.0.1:6374 127.0.0.1:6375
+      REDIS_CLUSTER_CREATOR: yes
+
+volumes:
+  langfuse_postgres_data:
+    driver: local
+  langfuse_clickhouse_data:
+    driver: local
+  langfuse_clickhouse_logs:
+    driver: local
+  langfuse_minio_data:
+    driver: local
+  redis-cluster_data-0:
+    driver: local
+  redis-cluster_data-1:
+    driver: local
+  redis-cluster_data-2:
+    driver: local
+  redis-cluster_data-3:
+    driver: local
+  redis-cluster_data-4:
+    driver: local
+  redis-cluster_data-5:
+    driver: local

docker-compose.dev.yml

@@ -1,6 +1,6 @@
 services:
   clickhouse:
-    image: clickhouse/clickhouse-server:24.3
+    image: docker.io/clickhouse/clickhouse-server:24.3
     user: "101:101"
     environment:
       CLICKHOUSE_DB: default
@@ -16,7 +16,7 @@ services:
       - postgres
 
   minio:
-    image: minio/minio
+    image: docker.io/minio/minio
     entrypoint: sh
     # create the 'langfuse' bucket before starting the service
     command: -c 'mkdir -p /data/langfuse && minio server --address ":9000" --console-address ":9001" /data'
@@ -36,7 +36,7 @@ services:
       start_period: 1s
 
   redis:
-    image: redis:7.2.4
+    image: docker.io/redis:7.2.4
     restart: always
     command: >
       --requirepass ${REDIS_AUTH:-myredissecret}
@@ -44,7 +44,7 @@ services:
       - 127.0.0.1:6379:6379
 
   postgres:
-    image: postgres:${POSTGRES_VERSION:-latest}
+    image: docker.io/postgres:${POSTGRES_VERSION:-17}
     restart: always
     healthcheck:
       test: ["CMD-SHELL", "pg_isready -U postgres"]
@@ -56,6 +56,8 @@ services:
       - POSTGRES_USER=postgres
       - POSTGRES_PASSWORD=postgres
       - POSTGRES_DB=postgres
+      - TZ=UTC
+      - PGTZ=UTC
     ports:
       - 127.0.0.1:5432:5432
     volumes:

docker-compose.yml

@@ -5,7 +5,7 @@
 # External connections from other machines will not be able to reach these services directly.
 services:
   langfuse-worker:
-    image: langfuse/langfuse-worker:3
+    image: docker.io/langfuse/langfuse-worker:3
     restart: always
     depends_on: &langfuse-depends-on
       postgres:
@@ -19,6 +19,7 @@ services:
     ports:
       - 127.0.0.1:3030:3030
     environment: &langfuse-worker-env
+      NEXTAUTH_URL: http://localhost:3000
       DATABASE_URL: postgresql://postgres:postgres@postgres:5432/postgres # CHANGEME
       SALT: "mysalt" # CHANGEME
       ENCRYPTION_KEY: "0000000000000000000000000000000000000000000000000000000000000000" # CHANGEME: generate via `openssl rand -hex 32`
@@ -29,6 +30,7 @@ services:
       CLICKHOUSE_USER: ${CLICKHOUSE_USER:-clickhouse}
       CLICKHOUSE_PASSWORD: ${CLICKHOUSE_PASSWORD:-clickhouse} # CHANGEME
       CLICKHOUSE_CLUSTER_ENABLED: ${CLICKHOUSE_CLUSTER_ENABLED:-false}
+      LANGFUSE_USE_AZURE_BLOB: ${LANGFUSE_USE_AZURE_BLOB:-false}
       LANGFUSE_S3_EVENT_UPLOAD_BUCKET: ${LANGFUSE_S3_EVENT_UPLOAD_BUCKET:-langfuse}
       LANGFUSE_S3_EVENT_UPLOAD_REGION: ${LANGFUSE_S3_EVENT_UPLOAD_REGION:-auto}
       LANGFUSE_S3_EVENT_UPLOAD_ACCESS_KEY_ID: ${LANGFUSE_S3_EVENT_UPLOAD_ACCESS_KEY_ID:-minio}
@@ -61,16 +63,17 @@ services:
       REDIS_TLS_CA: ${REDIS_TLS_CA:-/certs/ca.crt}
       REDIS_TLS_CERT: ${REDIS_TLS_CERT:-/certs/redis.crt}
       REDIS_TLS_KEY: ${REDIS_TLS_KEY:-/certs/redis.key}
+      EMAIL_FROM_ADDRESS: ${EMAIL_FROM_ADDRESS:-}
+      SMTP_CONNECTION_URL: ${SMTP_CONNECTION_URL:-}
 
   langfuse-web:
-    image: langfuse/langfuse:3
+    image: docker.io/langfuse/langfuse:3
     restart: always
     depends_on: *langfuse-depends-on
     ports:
       - 3000:3000
     environment:
       <<: *langfuse-worker-env
-      NEXTAUTH_URL: http://localhost:3000
       NEXTAUTH_SECRET: mysecret # CHANGEME
       LANGFUSE_INIT_ORG_ID: ${LANGFUSE_INIT_ORG_ID:-}
       LANGFUSE_INIT_ORG_NAME: ${LANGFUSE_INIT_ORG_NAME:-}
@@ -83,7 +86,7 @@ services:
       LANGFUSE_INIT_USER_PASSWORD: ${LANGFUSE_INIT_USER_PASSWORD:-}
 
   clickhouse:
-    image: clickhouse/clickhouse-server
+    image: docker.io/clickhouse/clickhouse-server
     restart: always
     user: "101:101"
     environment:
@@ -104,7 +107,7 @@ services:
       start_period: 1s
 
   minio:
-    image: minio/minio
+    image: docker.io/minio/minio
     restart: always
     entrypoint: sh
     # create the 'langfuse' bucket before starting the service
@@ -125,7 +128,7 @@ services:
       start_period: 1s
 
   redis:
-    image: redis:7
+    image: docker.io/redis:7
     restart: always
     # CHANGEME: row below to secure redis password
     command: >
@@ -139,7 +142,7 @@ services:
       retries: 10
 
   postgres:
-    image: postgres:${POSTGRES_VERSION:-latest}
+    image: docker.io/postgres:${POSTGRES_VERSION:-17}
     restart: always
     healthcheck:
       test: ["CMD-SHELL", "pg_isready -U postgres"]
@@ -150,6 +153,8 @@ services:
       POSTGRES_USER: postgres
       POSTGRES_PASSWORD: postgres # CHANGEME
       POSTGRES_DB: postgres
+      TZ: UTC
+      PGTZ: UTC
     ports:
       - 127.0.0.1:5432:5432
     volumes:

ee/package.json

@@ -15,7 +15,7 @@
     }
   },
   "engines": {
-    "node": "20"
+    "node": "24"
   },
   "scripts": {
     "build": "tsc",
@@ -26,29 +26,23 @@
   "dependencies": {
     "@langfuse/shared": "workspace:*",
     "@opentelemetry/api": ">=1.0.0 <1.10.0",
-    "axios": "^1.8.2",
     "https-proxy-agent": "^7.0.6",
-    "next": "^14.2.26",
+    "next": "15.5.2",
     "next-auth": "^4.24.11",
-    "zod": "^3.24.4"
+    "zod": "^3.25.62"
   },
   "devDependencies": {
     "@repo/eslint-config": "workspace:*",
     "@repo/typescript-config": "workspace:*",
-    "@types/node": "^20.11.29",
+    "@types/node": "^24.3.0",
     "@typescript-eslint/parser": "^7.12.0",
     "eslint": "^8.57.0",
     "eslint-config-prettier": "^9.1.0",
     "eslint-config-standard": "^17.1.0",
     "eslint-plugin-prettier": "^5.1.3",
-    "prettier": "^3.3.3",
+    "prettier": "^3.6.2",
     "ts-node": "^10.9.2",
     "tsc-watch": "^6.2.0",
-    "typescript": "^5.4.5"
-  },
-  "pnpm": {
-    "overrides": {
-      "nanoid": "^3.3.8"
-    }
+    "typescript": "^5.7.2"
   }
 }

ee/src/env.ts

@@ -1,4 +1,4 @@
-import { z } from "zod";
+import { z } from "zod/v4";
 import { removeEmptyEnvVariables } from "@langfuse/shared";
 
 const EnvSchema = z.object({

ee/tsconfig.json

@@ -3,10 +3,10 @@
   "compilerOptions": {
     "moduleResolution": "NodeNext",
     "module": "NodeNext",
-    "lib": ["ES2020"],
+    "lib": ["es2023"],
     "outDir": "./dist",
     "types": ["node"],
-    "target": "ES2020",
+    "target": "es2024",
     "rootDir": "."
   },
   "include": ["."],

fern/apis/server/definition/annotation-queues.yml

@@ -22,6 +22,13 @@ service:
             docs: limit of items per page
       response: PaginatedAnnotationQueues
 
+    createQueue:
+      docs: Create an annotation queue
+      method: POST
+      path: /annotation-queues
+      request: CreateAnnotationQueueRequest
+      response: AnnotationQueue
+
     getQueue:
       docs: Get an annotation queue by ID
       method: GET
@@ -105,6 +112,28 @@ service:
           docs: The unique identifier of the annotation queue item
       response: DeleteAnnotationQueueItemResponse
 
+    createQueueAssignment:
+      docs: Create an assignment for a user to an annotation queue
+      method: POST
+      path: /annotation-queues/{queueId}/assignments
+      path-parameters:
+        queueId:
+          type: string
+          docs: The unique identifier of the annotation queue
+      request: AnnotationQueueAssignmentRequest
+      response: CreateAnnotationQueueAssignmentResponse
+
+    deleteQueueAssignment:
+      docs: Delete an assignment for a user to an annotation queue
+      method: DELETE
+      path: /annotation-queues/{queueId}/assignments
+      path-parameters:
+        queueId:
+          type: string
+          docs: The unique identifier of the annotation queue
+      request: AnnotationQueueAssignmentRequest
+      response: DeleteAnnotationQueueAssignmentResponse
+
 types:
   AnnotationQueueStatus:
     enum:
@@ -146,6 +175,12 @@ types:
       data: list<AnnotationQueueItem>
       meta: pagination.MetaResponse
 
+  CreateAnnotationQueueRequest:
+    properties:
+      name: string
+      description: optional<string>
+      scoreConfigIds: list<string>
+
   CreateAnnotationQueueItemRequest:
     properties:
       objectId: string
@@ -163,3 +198,17 @@ types:
     properties:
       success: boolean
       message: string
+
+  AnnotationQueueAssignmentRequest:
+    properties:
+      userId: string
+
+  DeleteAnnotationQueueAssignmentResponse:
+    properties:
+      success: boolean
+
+  CreateAnnotationQueueAssignmentResponse:
+    properties:
+      userId: string
+      queueId: string
+      projectId: string

fern/apis/server/definition/blob-storage-integrations.yml

@@ -0,0 +1,119 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/fern-api/fern/main/fern.schema.json
+imports:
+  commons: ./commons.yml
+
+service:
+  auth: true
+  base-path: /api/public/integrations/blob-storage
+  endpoints:
+    getBlobStorageIntegrations:
+      docs: Get all blob storage integrations for the organization (requires organization-scoped API key)
+      method: GET
+      path: ""
+      response: BlobStorageIntegrationsResponse
+
+    upsertBlobStorageIntegration:
+      docs: Create or update a blob storage integration for a specific project (requires organization-scoped API key). The configuration is validated by performing a test upload to the bucket.
+      method: PUT
+      path: ""
+      request: CreateBlobStorageIntegrationRequest
+      response: BlobStorageIntegrationResponse
+
+    deleteBlobStorageIntegration:
+      docs: Delete a blob storage integration by ID (requires organization-scoped API key)
+      method: DELETE
+      path: "/{id}"
+      path-parameters:
+        id: string
+      response: BlobStorageIntegrationDeletionResponse
+
+types:
+  BlobStorageIntegrationType:
+    enum:
+      - S3
+      - S3_COMPATIBLE
+      - AZURE_BLOB_STORAGE
+
+  BlobStorageIntegrationFileType:
+    enum:
+      - JSON
+      - CSV
+      - JSONL
+
+  BlobStorageExportMode:
+    enum:
+      - FULL_HISTORY
+      - FROM_TODAY
+      - FROM_CUSTOM_DATE
+
+  BlobStorageExportFrequency:
+    enum:
+      - hourly
+      - daily
+      - weekly
+
+  CreateBlobStorageIntegrationRequest:
+    properties:
+      projectId:
+        type: string
+        docs: ID of the project in which to configure the blob storage integration
+      type: BlobStorageIntegrationType
+      bucketName:
+        type: string
+        docs: Name of the storage bucket
+      endpoint:
+        type: optional<string>
+        docs: Custom endpoint URL (required for S3_COMPATIBLE type)
+      region:
+        type: string
+        docs: Storage region
+      accessKeyId:
+        type: optional<string>
+        docs: Access key ID for authentication
+      secretAccessKey:
+        type: optional<string>
+        docs: Secret access key for authentication (will be encrypted when stored)
+      prefix:
+        type: optional<string>
+        docs: Path prefix for exported files (must end with forward slash if provided)
+      exportFrequency: BlobStorageExportFrequency
+      enabled:
+        type: boolean
+        docs: Whether the integration is active
+      forcePathStyle:
+        type: boolean
+        docs: Use path-style URLs for S3 requests
+      fileType: BlobStorageIntegrationFileType
+      exportMode: BlobStorageExportMode
+      exportStartDate:
+        type: optional<datetime>
+        docs: Custom start date for exports (required when exportMode is FROM_CUSTOM_DATE)
+
+  BlobStorageIntegrationResponse:
+    properties:
+      id: string
+      projectId: string
+      type: BlobStorageIntegrationType
+      bucketName: string
+      endpoint: optional<string>
+      region: string
+      accessKeyId: optional<string>
+      prefix: string
+      exportFrequency: BlobStorageExportFrequency
+      enabled: boolean
+      forcePathStyle: boolean
+      fileType: BlobStorageIntegrationFileType
+      exportMode: BlobStorageExportMode
+      exportStartDate: optional<datetime>
+      nextSyncAt: optional<datetime>
+      lastSyncAt: optional<datetime>
+      createdAt: datetime
+      updatedAt: datetime
+
+  BlobStorageIntegrationsResponse:
+    properties:
+      data: list<BlobStorageIntegrationResponse>
+
+  BlobStorageIntegrationDeletionResponse:
+    properties:
+      message: string

fern/apis/server/definition/dataset-run-items.yml

@@ -27,7 +27,7 @@ service:
           limit:
             type: optional<integer>
             docs: limit of items per page
-          response: PaginatedDatasetRunItems
+      response: PaginatedDatasetRunItems
 
 types:
   CreateDatasetRunItemRequest:

fern/apis/server/definition/ingestion.yml

@@ -8,8 +8,9 @@ service:
   endpoints:
     batch:
       docs: |
-        Batched ingestion for Langfuse Tracing.
-        If you want to use tracing via the API, such as to build your own Langfuse client implementation, this is the only API route you need to implement.
+        **Legacy endpoint for batch ingestion for Langfuse Observability.**
+
+        -> Please use the OpenTelemetry endpoint (`/api/public/otel`). Learn more: https://langfuse.com/integrations/native/opentelemetry
 
         Within each batch, there can be multiple events.
         Each event has a type, an id, a timestamp, metadata and a body.
@@ -19,7 +20,7 @@ service:
         I.e. if you want to update a trace, you'd use the same body id, but separate event IDs.
 
         Notes:
-        - Introduction to data model: https://langfuse.com/docs/tracing-data-model
+        - Introduction to data model: https://langfuse.com/docs/observability/data-model
         - Batch sizes are limited to 3.5 MB in total. You need to adjust the number of events per batch accordingly.
         - The API does not return a 4xx status code for input errors. Instead, it responds with a 207 status code, which includes a list of the encountered errors.
       method: POST
@@ -145,6 +146,13 @@ types:
       - SPAN
       - GENERATION
       - EVENT
+      - AGENT
+      - TOOL
+      - CHAIN
+      - RETRIEVER
+      - EVALUATOR
+      - EMBEDDING
+      - GUARDRAIL
 
   IngestionUsage:
     discriminated: false

fern/apis/server/definition/llm-connections.yml

@@ -0,0 +1,102 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/fern-api/fern/main/fern.schema.json
+imports:
+  commons: ./commons.yml
+  pagination: ./utils/pagination.yml
+service:
+  auth: true
+  base-path: /api/public
+  endpoints:
+    list:
+      method: GET
+      docs: Get all LLM connections in a project
+      path: /llm-connections
+      request:
+        name: GetLlmConnectionsRequest
+        query-parameters:
+          page:
+            type: optional<integer>
+            docs: page number, starts at 1
+          limit:
+            type: optional<integer>
+            docs: limit of items per page
+      response: PaginatedLlmConnections
+    upsert:
+      method: PUT
+      docs: Create or update an LLM connection. The connection is upserted on provider.
+      path: /llm-connections
+      request: UpsertLlmConnectionRequest
+      response: LlmConnection
+
+types:
+  LlmConnection:
+    docs: LLM API connection configuration (secrets excluded)
+    properties:
+      id: string
+      provider:
+        type: string
+        docs: Provider name (e.g., 'openai', 'my-gateway'). Must be unique in project, used for upserting.
+      adapter:
+        type: string
+        docs: The adapter used to interface with the LLM
+      displaySecretKey:
+        type: string
+        docs: Masked version of the secret key for display purposes
+      baseURL:
+        type: optional<string>
+        docs: Custom base URL for the LLM API
+      customModels:
+        type: list<string>
+        docs: List of custom model names available for this connection
+      withDefaultModels:
+        type: boolean
+        docs: Whether to include default models for this adapter
+      extraHeaderKeys:
+        type: list<string>
+        docs: Keys of extra headers sent with requests (values excluded for security)
+      createdAt: datetime
+      updatedAt: datetime
+
+  PaginatedLlmConnections:
+    properties:
+      data: list<LlmConnection>
+      meta: pagination.MetaResponse
+
+  UpsertLlmConnectionRequest:
+    docs: Request to create or update an LLM connection (upsert)
+    properties:
+      provider:
+        type: string
+        docs: Provider name (e.g., 'openai', 'my-gateway'). Must be unique in project, used for upserting.
+      adapter:
+        type: LlmAdapter
+        docs: The adapter used to interface with the LLM
+      secretKey:
+        type: string
+        docs: Secret key for the LLM API.
+      baseURL:
+        type: optional<string>
+        docs: Custom base URL for the LLM API
+      customModels:
+        type: optional<list<string>>
+        docs: List of custom model names
+      withDefaultModels:
+        type: optional<boolean>
+        docs: Whether to include default models. Default is true.
+      extraHeaders:
+        type: optional<map<string, string>>
+        docs: Extra headers to send with requests
+
+  LlmAdapter:
+    enum:
+      - value: anthropic
+        name: Anthropic
+      - value: openai
+        name: OpenAI
+      - value: azure
+        name: Azure
+      - value: bedrock
+        name: Bedrock
+      - value: google-vertex-ai
+        name: GoogleVertexAI
+      - value: google-ai-studio
+        name: GoogleAIStudio

fern/apis/server/definition/metrics.yml

@@ -28,7 +28,7 @@ service:
                 "metrics": [              // Required. At least one metric must be provided
                   {
                     "measure": string,    // What to measure, e.g. "count", "latency", "value"
-                    "aggregation": string // How to aggregate, e.g. "count", "sum", "avg", "p95"
+                    "aggregation": string // How to aggregate, e.g. "count", "sum", "avg", "p95", "histogram"
                   }
                 ],
                 "filters": [              // Optional. Default: []
@@ -50,7 +50,11 @@ service:
                     "field": string,      // Field to order by
                     "direction": string   // "asc" or "desc"
                   }
-                ]
+                ],
+                "config": {               // Optional. Query-specific configuration
+                  "bins": number,         // Optional. Number of bins for histogram (1-100), default: 10
+                  "row_limit": number     // Optional. Row limit for results (1-1000)
+                }
               }
               ```
       response: MetricsResponse
@@ -62,3 +66,4 @@ types:
         docs: |
           The metrics data. Each item in the list contains the metric values and dimensions requested in the query.
           Format varies based on the query parameters.
+          Histograms will return an array with [lower, upper, height] tuples.

fern/apis/server/definition/observations.yml

@@ -32,6 +32,9 @@ service:
           userId: optional<string>
           type: optional<string>
           traceId: optional<string>
+          level:
+            type: optional<commons.ObservationLevel>
+            docs: Optional filter for observations with a specific level (e.g. "DEBUG", "DEFAULT", "WARNING", "ERROR").
           parentObservationId: optional<string>
           environment:
             type: optional<string>

fern/apis/server/definition/organizations.yml

@@ -20,6 +20,13 @@ service:
       request: MembershipRequest
       response: MembershipResponse
 
+    deleteOrganizationMembership:
+      docs: Delete a membership from the organization associated with the API key (requires organization-scoped API key)
+      method: DELETE
+      path: /organizations/memberships
+      request: DeleteMembershipRequest
+      response: MembershipDeletionResponse
+
     getProjectMemberships:
       docs: Get all memberships for a specific project (requires organization-scoped API key)
       method: GET
@@ -37,6 +44,15 @@ service:
       request: MembershipRequest
       response: MembershipResponse
 
+    deleteProjectMembership:
+      docs: Delete a membership from a specific project (requires organization-scoped API key). The user must be a member of the organization.
+      method: DELETE
+      path: /projects/{projectId}/memberships
+      path-parameters:
+        projectId: string
+      request: DeleteMembershipRequest
+      response: MembershipDeletionResponse
+
     getOrganizationProjects:
       docs: Get all projects for the organization associated with the API key (requires organization-scoped API key)
       method: GET
@@ -56,6 +72,10 @@ types:
       userId: string
       role: MembershipRole
 
+  DeleteMembershipRequest:
+    properties:
+      userId: string
+
   MembershipResponse:
     properties:
       userId: string
@@ -63,6 +83,11 @@ types:
       email: string
       name: string
 
+  MembershipDeletionResponse:
+    properties:
+      message: string
+      userId: string
+
   MembershipsResponse:
     properties:
       memberships: list<MembershipResponse>

fern/apis/server/definition/prompts.yml

@@ -82,7 +82,7 @@ types:
   CreateChatPromptRequest:
     properties:
       name: string
-      prompt: list<ChatMessage>
+      prompt: list<ChatMessageWithPlaceholders>
       config: optional<unknown>
       labels:
         type: optional<list<string>>
@@ -132,6 +132,11 @@ types:
         type: optional<map<string, unknown>>
         docs: The dependency resolution graph for the current prompt. Null if prompt has no dependencies.
 
+  ChatMessageWithPlaceholders:
+    union:
+      chatmessage: ChatMessage
+      placeholder: PlaceholderMessage
+
   ChatMessage:
     properties:
       role:
@@ -139,6 +144,11 @@ types:
       content:
         type: string
 
+  PlaceholderMessage:
+    properties:
+      name:
+        type: string
+
   TextPrompt:
     extends: BasePrompt
     properties:
@@ -147,4 +157,4 @@ types:
   ChatPrompt:
     extends: BasePrompt
     properties:
-      prompt: list<ChatMessage>
+      prompt: list<ChatMessageWithPlaceholders>

fern/apis/server/definition/score-configs.yml

@@ -35,6 +35,18 @@ service:
           type: string
           docs: The unique langfuse identifier of a score config
       response: commons.ScoreConfig
+
+    update:
+      docs: Update a score config
+      method: PATCH
+      path: /score-configs/{configId}
+      path-parameters:
+        configId:
+          type: string
+          docs: The unique langfuse identifier of a score config
+      request: UpdateScoreConfigRequest
+      response: commons.ScoreConfig
+
 types:
   ScoreConfigs:
     properties:
@@ -56,3 +68,23 @@ types:
       description:
         type: optional<string>
         docs: Description is shown across the Langfuse UI and can be used to e.g. explain the config categories in detail, why a numeric range was set, or provide additional context on config name or usage
+  UpdateScoreConfigRequest:
+    properties:
+      isArchived:
+        type: optional<boolean>
+        docs: The status of the score config showing if it is archived or not
+      name:
+        type: optional<string>
+        docs: The name of the score config
+      categories:
+        type: optional<list<commons.ConfigCategory>>
+        docs: Configure custom categories for categorical scores. Pass a list of objects with `label` and `value` properties. Categories are autogenerated for boolean configs and cannot be passed
+      minValue:
+        type: optional<double>
+        docs: Configure a minimum value for numerical scores. If not set, the minimum value defaults to -∞
+      maxValue:
+        type: optional<double>
+        docs: Configure a maximum value for numerical scores. If not set, the maximum value defaults to +∞
+      description:
+        type: optional<string>
+        docs: Description is shown across the Langfuse UI and can be used to e.g. explain the config categories in detail, why a numeric range was set, or provide additional context on config name or usage

fern/apis/server/definition/score-v2.yml

@@ -50,6 +50,9 @@ service:
           configId:
             type: optional<string>
             docs: Retrieve only scores with a specific configId.
+          sessionId:
+            type: optional<string>
+            docs: Retrieve only scores with a specific sessionId.
           queueId:
             type: optional<string>
             docs: Retrieve only scores with a specific annotation queueId.

fern/apis/server/definition/trace.yml

@@ -63,6 +63,9 @@ service:
             type: optional<string>
             allow-multiple: true
             docs: Optional filter for traces where the environment is one of the provided values.
+          fields:
+            type: optional<string>
+            docs: "Comma-separated list of fields to include in the response. Available field groups: 'core' (always included), 'io' (input, output, metadata), 'scores', 'observations', 'metrics'. If not specified, all fields are returned. Example: 'core,scores,metrics'. Note: Excluded 'observations' or 'scores' fields return empty arrays; excluded 'metrics' returns -1 for 'totalCost' and 'latency'."
       response: Traces
     deleteMultiple:
       docs: Delete multiple traces

fern/apis/server/generators.yml

@@ -1,3 +1,4 @@
+# yaml-language-server: $schema=https://schema.buildwithfern.dev/generators-yml.json
 default-group: local
 groups:
   local:
@@ -7,6 +8,7 @@ groups:
         output:
           location: local-file-system
           path: ../../../web/public/generated/api
+
       - name: fernapi/fern-python-sdk
         version: 2.16.0
         output:
@@ -19,35 +21,32 @@ groups:
           pydantic_config:
             require_optional_fields: false
             use_str_enums: false
-#      - name: fernapi/fern-java-sdk
-#        version: 2.20.1
-#        output:
-#          location: local-file-system
-#          path: ../../../../langfuse-java/src/main/java/com/langfuse/client/
-#        config:
-#          client-class-name: LangfuseClient
+
+      # - name: fernapi/fern-java-sdk
+      #   version: 2.20.1
+      #   output:
+      #     location: local-file-system
+      #     path: ../../../../langfuse-java/src/main/java/com/langfuse/client/
+      #   config:
+      #     client-class-name: LangfuseClient
+
+      - name: fernapi/fern-typescript-node-sdk
+        version: 2.12.3
+        output:
+          location: local-file-system
+          path: ../../../generated/typescript
+        config:
+          namespaceExport: LangfuseAPI
+          outputSourceFiles: true
+          skipResponseValidation: true
+          fetchSupport: native
+          formDataSupport: Node18
+          fileResponseType: binary-response
+          streamType: web
+          omitFernHeaders: true
+
       - name: fernapi/fern-postman
         version: 0.0.45
         output:
           location: local-file-system
           path: ../../../web/public/generated/postman
-  # published:
-  #   generators:
-  #     - name: fernapi/fern-python-sdk
-  #       version: 0.3.7
-  #       output:
-  #         location: pypi
-  #         url: pypi.buildwithfern.com
-  #         package-name: finto-fern-langfuse
-  #       config:
-  #         namespaceExport: Langfuse
-  #         allowCustomFetcher: true
-  #     - name: fernapi/fern-typescript-node-sdk
-  #       version: 0.7.1
-  #       output:
-  #         location: npm
-  #         url: npm.buildwithfern.com
-  #         package-name: "@finto-fern/langfuse-node"
-  #       config:
-  #         namespaceExport: Langfuse
-  #         allowCustomFetcher: true

fern/fern.config.json

@@ -1,4 +1,4 @@
 {
   "organization": "langfuse",
-  "version": "0.56.0"
-}
+  "version": "0.77.5"
+}

generated/.gitignore

@@ -1 +0,0 @@
-python/

package.json

@@ -1,11 +1,11 @@
 {
   "name": "langfuse",
-  "version": "3.65.2",
+  "version": "3.115.0",
   "author": "engineering@langfuse.com",
   "license": "MIT",
   "private": true,
   "engines": {
-    "node": "20"
+    "node": "24"
   },
   "scripts": {
     "preinstall": "npx only-allow pnpm",
@@ -17,27 +17,30 @@
     "db:seed": "turbo run db:seed",
     "db:seed:examples": "turbo run db:seed:examples",
     "nuke": "bash ./scripts/nuke.sh",
-    "dx": "pnpm i && pnpm run infra:dev:prune && pnpm run infra:dev:up --pull always && pnpm --filter=shared run db:reset && pnpm --filter=shared run ch:reset && pnpm --filter=shared run db:seed:examples && pnpm run dev",
-    "dx-f": "pnpm i && pnpm run infra:dev:prune && pnpm run infra:dev:up --pull always && pnpm --filter=shared run db:reset -f && pnpm --filter=shared run ch:reset && pnpm --filter=shared run db:seed:examples && pnpm run dev",
-    "dx:skip-infra": "pnpm i && pnpm --filter=shared run db:reset && pnpm --filter=shared run ch:reset && pnpm --filter=shared run db:seed:examples && pnpm run dev",
+    "dx": "pnpm i && pnpm run infra:dev:prune && pnpm run infra:dev:up --pull always && pnpm --filter=shared run db:reset:test && pnpm --filter=shared run db:reset && pnpm --filter=shared run ch:reset && pnpm --filter=shared run db:seed:examples && pnpm run dev",
+    "dx-f": "pnpm i && pnpm run infra:dev:prune && pnpm run infra:dev:up --pull always && pnpm --filter=shared run db:reset:test && pnpm --filter=shared run db:reset -f && SKIP_CONFIRM=1 pnpm --filter=shared run ch:reset && pnpm --filter=shared run db:seed:examples && pnpm run dev",
+    "dx:skip-infra": "pnpm i && pnpm --filter=shared run db:reset:test && pnpm --filter=shared run db:reset && pnpm --filter=shared run ch:reset && pnpm --filter=shared run db:seed:examples && pnpm run dev",
     "build": "turbo run build",
     "start": "turbo run start",
     "dev": "turbo run dev",
     "dev:worker": "turbo run dev --filter=worker",
-    "dev:web": "turbo run dev --filter=web",
+    "dev:web": "turbo run dev --filter=web -- --turbo",
+    "dev:web-no-turbo": "turbo run dev --filter=web",
     "lint": "turbo run lint",
+    "format": "prettier --write \"**/*.{js,jsx,ts,tsx,css}\" --experimental-cli",
+    "format:check": "prettier --check \"**/*.{js,jsx,ts,tsx,css}\" --experimental-cli",
     "test": "turbo run test",
     "release": "dotenv -e ../.env -- release-it",
     "prepare": "husky"
   },
   "devDependencies": {
-    "@release-it/bumper": "^7.0.1",
+    "@release-it/bumper": "^7.0.5",
     "braces": "3.0.3",
-    "dotenv-cli": "^7.4.2",
-    "husky": "^9.0.11",
-    "prettier": "^3.3.3",
-    "release-it": "^18.1.2",
-    "turbo": "^1.13.4"
+    "dotenv-cli": "^7.4.4",
+    "husky": "^9.1.7",
+    "prettier": "^3.6.2",
+    "release-it": "^19.0.4",
+    "turbo": "^2.5.8"
   },
   "release-it": {
     "git": {
@@ -88,7 +91,8 @@
       "nanoid": "^3.3.8",
       "katex": "^0.16.21",
       "tar-fs": "^2.1.2",
-      "rollup@^4.0.0": "^4.22.4"
+      "rollup@^4.0.0": "^4.22.4",
+      "@types/node-fetch": "^2.6.13"
     },
     "patchedDependencies": {
       "next-auth@4.24.11": "patches/next-auth@4.24.11.patch"

packages/config-eslint/library.js

@@ -2,10 +2,15 @@ const { resolve } = require("node:path");
 
 const project = resolve(process.cwd(), "tsconfig.json");
 
+// Handle eslint-config-turbo's default export
+const turboConfig = require("eslint-config-turbo");
+const turboConfigToUse = turboConfig.default || turboConfig;
+
 /** @type {import("eslint").Linter.Config} */
 module.exports = {
-  extends: ["eslint:recommended", "prettier", "eslint-config-turbo"],
-  plugins: ["only-warn"],
+  // extends: ["eslint:recommended", "prettier"require().default],
+  extends: ["eslint:recommended", "prettier"],
+  plugins: ["only-warn", "turbo"],
   globals: {
     React: true,
     JSX: true,
@@ -30,10 +35,28 @@ module.exports = {
   rules: {
     "no-redeclare": "off",
     "import/order": "off",
+    ...(turboConfigToUse.rules || {}),
   },
   overrides: [
     {
       files: ["*.js?(x)", "*.ts?(x)"],
     },
+    {
+      files: ["*.ts", "*.mts", "*.cts", "*.tsx"],
+      // no-undef doesn't make sense in TS, see:
+      // https://typescript-eslint.io/troubleshooting/faqs/eslint/#i-get-errors-from-the-no-undef-rule-about-global-variables-not-being-defined-even-though-there-are-no-typescript-errors
+      rules: {
+        "no-undef": "off",
+        "no-restricted-globals": [
+          "error",
+          {
+            name: "redis",
+            message:
+              "Import redis explicitly from '@langfuse/shared/src/server' instead of using global.",
+          },
+        ],
+      },
+    },
+    ...(turboConfigToUse.overrides || []),
   ],
 };

packages/config-eslint/next.js

@@ -2,6 +2,9 @@ const { resolve } = require("node:path");
 
 const project = resolve(process.cwd(), "tsconfig.json");
 
+const turboConfig = require("eslint-config-turbo");
+const turboConfigToUse = turboConfig.default || turboConfig;
+
 /*
  * This is a custom ESLint configuration for use with
  * Next.js apps.
@@ -16,7 +19,6 @@ module.exports = {
   extends: [
     "plugin:@typescript-eslint/recommended",
     "plugin:@typescript-eslint/strict-type-checked",
-    "eslint-config-turbo",
   ],
   rules: {
     "@typescript-eslint/no-non-null-assertion": "off",
@@ -47,6 +49,7 @@ module.exports = {
   ignorePatterns: ["node_modules/", "dist/"],
   // add rules configurations here
   rules: {
+    ...(turboConfigToUse.rules || {}),
     "@typescript-eslint/consistent-type-imports": [
       "warn",
       {

packages/config-eslint/package.json

@@ -13,8 +13,8 @@
     "@vercel/style-guide": "^6.0.0",
     "eslint-config-next": "^14.2.15",
     "eslint-config-prettier": "^9.1.0",
-    "eslint-config-turbo": "^1.13.4",
+    "eslint-config-turbo": "^2.5.8",
     "eslint-plugin-only-warn": "^1.1.0",
-    "typescript": "^5.4.5"
+    "typescript": "^5.7.2"
   }
 }

packages/config-typescript/nextjs.json

@@ -3,9 +3,17 @@
   "display": "Next.js",
   "extends": "./base.json",
   "compilerOptions": {
-    "plugins": [{ "name": "next" }],
-    "target": "es2017",
-    "lib": ["dom", "dom.iterable", "esnext"],
+    "plugins": [
+      {
+        "name": "next"
+      }
+    ],
+    "target": "es2024",
+    "lib": [
+      "dom",
+      "dom.iterable",
+      "esnext"
+    ],
     "allowJs": true,
     "checkJs": true,
     "skipLibCheck": true,
@@ -18,8 +26,16 @@
     "resolveJsonModule": true,
     "isolatedModules": true,
     "jsx": "preserve",
-    "types": ["jest", "node"],
+    "types": [
+      "jest",
+      "node"
+    ],
   },
-  "include": ["src", "next-env.d.ts"],
-  "exclude": ["node_modules"]
-}
+  "include": [
+    "src",
+    "next-env.d.ts"
+  ],
+  "exclude": [
+    "node_modules"
+  ]
+}

packages/shared/clickhouse/migrations/clustered/0022_dataset_run_items.down.sql

@@ -0,0 +1 @@
+DROP TABLE dataset_run_items ON CLUSTER default;

packages/shared/clickhouse/migrations/clustered/0022_dataset_run_items.up.sql

@@ -0,0 +1,36 @@
+CREATE TABLE dataset_run_items ON CLUSTER default (
+    -- primary identifiers
+    `id` String,
+    `project_id` String,
+    `dataset_run_id` String,
+    `dataset_item_id` String,
+    `dataset_id` String,
+    `trace_id` String,
+    `observation_id` Nullable(String),
+
+    -- error field
+    `error` Nullable(String),
+
+     -- timestamps
+    `created_at` DateTime64(3) DEFAULT now(),
+    `updated_at` DateTime64(3) DEFAULT now(),
+
+    -- denormalized immutable dataset run fields
+    `dataset_run_name` String,
+    `dataset_run_description` Nullable(String),
+    `dataset_run_metadata` Map(LowCardinality(String), String),
+    `dataset_run_created_at` DateTime64(3),
+
+    -- denormalized dataset item fields (mutable, but snapshots are relevant)
+    `dataset_item_input` Nullable(String) CODEC(ZSTD(3)), -- json
+    `dataset_item_expected_output` Nullable(String) CODEC(ZSTD(3)), -- json
+    `dataset_item_metadata` Map(LowCardinality(String), String),
+
+    -- clickhouse engine fields
+    `event_ts` DateTime64(3),
+    `is_deleted` UInt8,
+
+    -- For dataset item lookups
+    INDEX idx_dataset_item dataset_item_id TYPE bloom_filter(0.001) GRANULARITY 1,
+) ENGINE = ReplacingMergeTree(event_ts, is_deleted)
+ORDER BY (project_id, dataset_id, dataset_run_id, id);

packages/shared/clickhouse/migrations/clustered/0023_traces_aggregating_merge_trees.down.sql

@@ -0,0 +1,12 @@
+-- Drop materialized views first
+DROP VIEW IF EXISTS traces_30d_amt_mv ON CLUSTER default;
+DROP VIEW IF EXISTS traces_7d_amt_mv ON CLUSTER default;
+DROP VIEW IF EXISTS traces_all_amt_mv ON CLUSTER default;
+
+-- Drop AMT tables
+DROP TABLE IF EXISTS traces_30d_amt ON CLUSTER default;
+DROP TABLE IF EXISTS traces_7d_amt ON CLUSTER default;
+DROP TABLE IF EXISTS traces_all_amt ON CLUSTER default;
+
+-- Drop the Null table
+DROP TABLE IF EXISTS traces_null ON CLUSTER default;

packages/shared/clickhouse/migrations/clustered/0023_traces_aggregating_merge_trees.up.sql

@@ -0,0 +1,300 @@
+-- Create a Null table that serves as a trigger for all materialized views.
+-- We use a Null engine here to avoid storing intermediate results and save on storage.
+CREATE TABLE traces_null ON CLUSTER default
+(
+    -- Identifiers
+    `project_id`      String,
+    `id`              String,
+    `start_time`      DateTime64(3),
+    `end_time`        Nullable(DateTime64(3)),
+    `name`            Nullable(String),
+
+    -- Metadata properties
+    `metadata`        Map(LowCardinality(String), String),
+    `user_id`         Nullable(String),
+    `session_id`      Nullable(String),
+    `environment`     String,
+    `tags`            Array(String),
+    `version`         Nullable(String),
+    `release`         Nullable(String),
+
+    -- UI properties - We make them nullable to prevent absent values being interpreted as overwrites.
+    `bookmarked`      Nullable(Bool),
+    `public`          Nullable(Bool),
+
+    -- Aggregations -- DO NOT USE
+    `observation_ids` Array(String),
+    `score_ids`       Array(String),
+    `cost_details`    Map(String, Decimal64(12)),
+    `usage_details`   Map(String, UInt64),
+    -- TODO: Do we want to aggregate/collect `levels` seen within the trace?
+
+    -- Input/Output
+    `input`           String,
+    `output`          String,
+
+    `created_at`      DateTime64(3),
+    `updated_at`      DateTime64(3),
+    `event_ts`        DateTime64(3)
+) Engine = Null();
+
+-- Create the all AMT
+CREATE TABLE traces_all_amt ON CLUSTER default
+(    
+    -- Identifiers
+    `project_id`         String,
+    `id`                 String,
+    `timestamp`          SimpleAggregateFunction(min, DateTime64(3)),  -- Backward compatibility: redundant with start_time
+    `start_time`         SimpleAggregateFunction(min, DateTime64(3)),
+    `end_time`           SimpleAggregateFunction(max, Nullable(DateTime64(3))),
+    `name`               SimpleAggregateFunction(anyLast, Nullable(String)),
+
+    -- Metadata properties
+    `metadata`           SimpleAggregateFunction(maxMap, Map(String, String)),
+    `user_id`            SimpleAggregateFunction(anyLast, Nullable(String)),
+    `session_id`         SimpleAggregateFunction(anyLast, Nullable(String)),
+    `environment`        SimpleAggregateFunction(anyLast, String),
+    `tags`               SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `version`            SimpleAggregateFunction(anyLast, Nullable(String)),
+    `release`            SimpleAggregateFunction(anyLast, Nullable(String)),
+
+    -- UI properties
+    `bookmarked`         AggregateFunction(argMax, Nullable(Bool), DateTime64(3)),
+    `public`             AggregateFunction(argMax, Nullable(Bool), DateTime64(3)),
+
+    -- Aggregations -- DO NOT USE
+    `observation_ids`    SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `score_ids`          SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `cost_details`       SimpleAggregateFunction(sumMap, Map(String, Decimal(38, 12))),
+    `usage_details`      SimpleAggregateFunction(sumMap, Map(String, UInt64)),
+
+    -- Input/Output -> prefer correctness via argMax
+    `input`       AggregateFunction(argMax, String, DateTime64(3)) CODEC (ZSTD(3)),
+    `output`      AggregateFunction(argMax, String, DateTime64(3)) CODEC (ZSTD(3)),
+
+    `created_at`         SimpleAggregateFunction(min, DateTime64(3)),
+    `updated_at`         SimpleAggregateFunction(max, DateTime64(3)),
+
+    -- Indexes
+    INDEX idx_trace_id id TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_user_id user_id TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_session_id session_id TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_name name TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_version version TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_release release TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_tags tags TYPE bloom_filter(0.001) GRANULARITY 1
+) Engine = AggregatingMergeTree()
+      ORDER BY (project_id, id);
+
+-- Create materialized view for all_amt
+CREATE MATERIALIZED VIEW IF NOT EXISTS traces_all_amt_mv ON CLUSTER default TO traces_all_amt AS
+SELECT
+    -- Identifiers
+    tn.project_id                                                                              as project_id,
+    tn.id                                                                                      as id,
+    min(tn.start_time)                                                                         as timestamp,  -- Backward compatibility: redundant with start_time
+    min(tn.start_time)                                                                         as start_time,
+    max(coalesce(tn.end_time, tn.start_time))                                                  as end_time,
+    anyLast(tn.name)                                                                           as name,
+
+    -- Metadata properties
+    maxMap(tn.metadata)                                                                        as metadata,
+    anyLast(tn.user_id)                                                                        as user_id,
+    anyLast(tn.session_id)                                                                     as session_id,
+    anyLast(tn.environment)                                                                    as environment,
+    groupUniqArrayArray(tn.tags)                                                               as tags,
+    anyLast(tn.version)                                                                        as version,
+    anyLast(tn.release)                                                                        as release,
+
+    -- UI properties
+    argMaxState(tn.bookmarked, if(tn.bookmarked is not null, tn.event_ts, toDateTime64(0, 3))) as bookmarked,
+    argMaxState(tn.public, if(tn.public is not null, tn.event_ts, toDateTime64(0, 3)))         as public,
+
+    -- Aggregations -- DO NOT USE
+    groupUniqArrayArray(tn.observation_ids)                                                    as observation_ids,
+    groupUniqArrayArray(tn.score_ids)                                                          as score_ids,
+    sumMap(tn.cost_details)                                                                    as cost_details,
+    sumMap(tn.usage_details)                                                                   as usage_details,
+
+    -- Input/Output
+    argMaxState(tn.input, if(tn.input <> '', tn.event_ts, toDateTime64(0, 3)))                 as input,
+    argMaxState(tn.output, if(tn.output <> '', tn.event_ts, toDateTime64(0, 3)))               as output,
+
+    min(tn.created_at)                                                                         as created_at,
+    max(tn.updated_at)                                                                         as updated_at
+FROM traces_null tn
+GROUP BY project_id, id;
+
+-- Create the 7-day TTL AMT
+CREATE TABLE traces_7d_amt ON CLUSTER default
+(
+    -- Identifiers
+    `project_id`         String,
+    `id`                 String,
+    `timestamp`          SimpleAggregateFunction(min, DateTime64(3)),  -- Backward compatibility: redundant with start_time
+    `start_time`         SimpleAggregateFunction(min, DateTime64(3)),
+    `end_time`           SimpleAggregateFunction(max, Nullable(DateTime64(3))),
+    `name`               SimpleAggregateFunction(anyLast, Nullable(String)),
+
+    -- Metadata properties
+    `metadata`           SimpleAggregateFunction(maxMap, Map(String, String)),
+    `user_id`            SimpleAggregateFunction(anyLast, Nullable(String)),
+    `session_id`         SimpleAggregateFunction(anyLast, Nullable(String)),
+    `environment`        SimpleAggregateFunction(anyLast, String),
+    `tags`               SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `version`            SimpleAggregateFunction(anyLast, Nullable(String)),
+    `release`            SimpleAggregateFunction(anyLast, Nullable(String)),
+
+    -- UI properties
+    `bookmarked`         AggregateFunction(argMax, Nullable(Bool), DateTime64(3)),
+    `public`             AggregateFunction(argMax, Nullable(Bool), DateTime64(3)),
+
+    -- Aggregations -- DO NOT USE
+    `observation_ids`    SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `score_ids`          SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `cost_details`       SimpleAggregateFunction(sumMap, Map(String, Decimal(38, 12))),
+    `usage_details`      SimpleAggregateFunction(sumMap, Map(String, UInt64)),
+
+    -- Input/Output -> prefer correctness via argMax
+    `input`       AggregateFunction(argMax, String, DateTime64(3)) CODEC (ZSTD(3)),
+    `output`      AggregateFunction(argMax, String, DateTime64(3)) CODEC (ZSTD(3)),
+
+    `created_at`         SimpleAggregateFunction(min, DateTime64(3)),
+    `updated_at`         SimpleAggregateFunction(max, DateTime64(3)),
+
+    -- Indexes
+    INDEX idx_user_id user_id TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_session_id session_id TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_name name TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_version version TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_release release TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_tags tags TYPE bloom_filter(0.001) GRANULARITY 1
+) Engine = AggregatingMergeTree()
+    ORDER BY (project_id, id)
+    TTL toDate(start_time) + INTERVAL 7 DAY;
+
+-- Create materialized view for 7d_amt
+CREATE MATERIALIZED VIEW IF NOT EXISTS traces_7d_amt_mv ON CLUSTER default TO traces_7d_amt AS
+SELECT
+    -- Identifiers
+    tn.project_id                                                                              as project_id,
+    tn.id                                                                                      as id,
+    min(tn.start_time)                                                                         as timestamp,  -- Backward compatibility: redundant with start_time
+    min(tn.start_time)                                                                         as start_time,
+    max(coalesce(tn.end_time, tn.start_time))                                                  as end_time,
+    anyLast(tn.name)                                                                           as name,
+
+    -- Metadata properties
+    maxMap(tn.metadata)                                                                        as metadata,
+    anyLast(tn.user_id)                                                                        as user_id,
+    anyLast(tn.session_id)                                                                     as session_id,
+    anyLast(tn.environment)                                                                    as environment,
+    groupUniqArrayArray(tn.tags)                                                               as tags,
+    anyLast(tn.version)                                                                        as version,
+    anyLast(tn.release)                                                                        as release,
+
+    -- UI properties
+    argMaxState(tn.bookmarked, if(tn.bookmarked is not null, tn.event_ts, toDateTime64(0, 3))) as bookmarked,
+    argMaxState(tn.public, if(tn.public is not null, tn.event_ts, toDateTime64(0, 3)))         as public,
+
+    -- Aggregations -- DO NOT USE
+    groupUniqArrayArray(tn.observation_ids)                                                    as observation_ids,
+    groupUniqArrayArray(tn.score_ids)                                                          as score_ids,
+    sumMap(tn.cost_details)                                                                    as cost_details,
+    sumMap(tn.usage_details)                                                                   as usage_details,
+
+    -- Input/Output
+    argMaxState(tn.input, if(tn.input <> '', tn.event_ts, toDateTime64(0, 3)))                 as input,
+    argMaxState(tn.output, if(tn.output <> '', tn.event_ts, toDateTime64(0, 3)))               as output,
+
+    min(tn.created_at)                                                                         as created_at,
+    max(tn.updated_at)                                                                         as updated_at
+FROM traces_null tn
+GROUP BY project_id, id;
+
+-- Create the 30-day TTL AMT
+CREATE TABLE traces_30d_amt ON CLUSTER default
+(
+    -- Identifiers
+    `project_id`         String,
+    `id`                 String,
+    `timestamp`          SimpleAggregateFunction(min, DateTime64(3)),  -- Backward compatibility: redundant with start_time
+    `start_time`         SimpleAggregateFunction(min, DateTime64(3)),
+    `end_time`           SimpleAggregateFunction(max, Nullable(DateTime64(3))),
+    `name`               SimpleAggregateFunction(anyLast, Nullable(String)),
+
+    -- Metadata properties
+    `metadata`           SimpleAggregateFunction(maxMap, Map(String, String)),
+    `user_id`            SimpleAggregateFunction(anyLast, Nullable(String)),
+    `session_id`         SimpleAggregateFunction(anyLast, Nullable(String)),
+    `environment`        SimpleAggregateFunction(anyLast, String),
+    `tags`               SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `version`            SimpleAggregateFunction(anyLast, Nullable(String)),
+    `release`            SimpleAggregateFunction(anyLast, Nullable(String)),
+
+    -- UI properties
+    `bookmarked`         AggregateFunction(argMax, Nullable(Bool), DateTime64(3)),
+    `public`             AggregateFunction(argMax, Nullable(Bool), DateTime64(3)),
+
+    -- Aggregations -- DO NOT USE
+    `observation_ids`    SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `score_ids`          SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `cost_details`       SimpleAggregateFunction(sumMap, Map(String, Decimal(38, 12))),
+    `usage_details`      SimpleAggregateFunction(sumMap, Map(String, UInt64)),
+
+    -- Input/Output -> prefer correctness via argMax
+    `input`       AggregateFunction(argMax, String, DateTime64(3)) CODEC (ZSTD(3)),
+    `output`      AggregateFunction(argMax, String, DateTime64(3)) CODEC (ZSTD(3)),
+
+    `created_at`         SimpleAggregateFunction(min, DateTime64(3)),
+    `updated_at`         SimpleAggregateFunction(max, DateTime64(3)),
+
+    -- Indexes
+    INDEX idx_user_id user_id TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_session_id session_id TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_name name TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_version version TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_release release TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_tags tags TYPE bloom_filter(0.001) GRANULARITY 1
+) Engine = AggregatingMergeTree()
+    ORDER BY (project_id, id)
+    TTL toDate(start_time) + INTERVAL 30 DAY;
+
+-- Create materialized view for 30d_amt
+CREATE MATERIALIZED VIEW IF NOT EXISTS traces_30d_amt_mv ON CLUSTER default TO traces_30d_amt AS
+SELECT
+    -- Identifiers
+    tn.project_id                                                                              as project_id,
+    tn.id                                                                                      as id,
+    min(tn.start_time)                                                                         as timestamp,  -- Backward compatibility: redundant with start_time
+    min(tn.start_time)                                                                         as start_time,
+    max(coalesce(tn.end_time, tn.start_time))                                                  as end_time,
+    anyLast(tn.name)                                                                           as name,
+
+    -- Metadata properties
+    maxMap(tn.metadata)                                                                        as metadata,
+    anyLast(tn.user_id)                                                                        as user_id,
+    anyLast(tn.session_id)                                                                     as session_id,
+    anyLast(tn.environment)                                                                    as environment,
+    groupUniqArrayArray(tn.tags)                                                               as tags,
+    anyLast(tn.version)                                                                        as version,
+    anyLast(tn.release)                                                                        as release,
+
+    -- UI properties
+    argMaxState(tn.bookmarked, if(tn.bookmarked is not null, tn.event_ts, toDateTime64(0, 3))) as bookmarked,
+    argMaxState(tn.public, if(tn.public is not null, tn.event_ts, toDateTime64(0, 3)))         as public,
+
+    -- Aggregations -- DO NOT USE
+    groupUniqArrayArray(tn.observation_ids)                                                    as observation_ids,
+    groupUniqArrayArray(tn.score_ids)                                                          as score_ids,
+    sumMap(tn.cost_details)                                                                    as cost_details,
+    sumMap(tn.usage_details)                                                                   as usage_details,
+
+    -- Input/Output
+    argMaxState(tn.input, if(tn.input <> '', tn.event_ts, toDateTime64(0, 3)))                 as input,
+    argMaxState(tn.output, if(tn.output <> '', tn.event_ts, toDateTime64(0, 3)))               as output,
+
+    min(tn.created_at)                                                                         as created_at,
+    max(tn.updated_at)                                                                         as updated_at
+FROM traces_null tn
+GROUP BY project_id, id;

packages/shared/clickhouse/migrations/clustered/0024_dataset_run_items.down.sql

@@ -0,0 +1 @@
+DROP TABLE dataset_run_items_rmt ON CLUSTER default;

packages/shared/clickhouse/migrations/clustered/0024_dataset_run_items.up.sql

@@ -0,0 +1,36 @@
+CREATE TABLE dataset_run_items_rmt ON CLUSTER default (
+    -- primary identifiers
+    `id` String,
+    `project_id` String,
+    `dataset_run_id` String,
+    `dataset_item_id` String,
+    `dataset_id` String,
+    `trace_id` String,
+    `observation_id` Nullable(String),
+
+    -- error field
+    `error` Nullable(String),
+
+     -- timestamps
+    `created_at` DateTime64(3) DEFAULT now(),
+    `updated_at` DateTime64(3) DEFAULT now(),
+
+    -- denormalized immutable dataset run fields
+    `dataset_run_name` String,
+    `dataset_run_description` Nullable(String),
+    `dataset_run_metadata` Map(LowCardinality(String), String),
+    `dataset_run_created_at` DateTime64(3),
+
+    -- denormalized dataset item fields (mutable, but snapshots are relevant)
+    `dataset_item_input` Nullable(String) CODEC(ZSTD(3)), -- json
+    `dataset_item_expected_output` Nullable(String) CODEC(ZSTD(3)), -- json
+    `dataset_item_metadata` Map(LowCardinality(String), String),
+
+    -- clickhouse engine fields
+    `event_ts` DateTime64(3),
+    `is_deleted` UInt8,
+
+    -- For dataset item lookups
+    INDEX idx_dataset_item dataset_item_id TYPE bloom_filter(0.001) GRANULARITY 1,
+) ENGINE = ReplicatedReplacingMergeTree(event_ts, is_deleted)
+ORDER BY (project_id, dataset_id, dataset_run_id, id);

packages/shared/clickhouse/migrations/clustered/0025_add_observations_metadata_indexes.down.sql

@@ -0,0 +1,2 @@
+ALTER TABLE observations ON CLUSTER default DROP INDEX IF EXISTS idx_res_metadata_value;
+ALTER TABLE observations ON CLUSTER default DROP INDEX IF EXISTS idx_res_metadata_key;

packages/shared/clickhouse/migrations/clustered/0025_add_observations_metadata_indexes.up.sql

@@ -0,0 +1,4 @@
+ALTER TABLE observations ON CLUSTER default ADD INDEX IF NOT EXISTS idx_res_metadata_key mapKeys(metadata) TYPE bloom_filter(0.01) GRANULARITY 1;
+ALTER TABLE observations ON CLUSTER default ADD INDEX IF NOT EXISTS idx_res_metadata_value mapValues(metadata) TYPE bloom_filter(0.01) GRANULARITY 1;
+ALTER TABLE observations ON CLUSTER default MATERIALIZE INDEX IF EXISTS idx_res_metadata_key;
+ALTER TABLE observations ON CLUSTER default MATERIALIZE INDEX IF EXISTS idx_res_metadata_value;

packages/shared/clickhouse/migrations/clustered/0026_add_trace_id_index.down.sql

@@ -0,0 +1 @@
+ALTER TABLE dataset_run_items_rmt ON CLUSTER default DROP INDEX IF EXISTS idx_trace_id;

packages/shared/clickhouse/migrations/clustered/0026_add_trace_id_index.up.sql

@@ -0,0 +1,2 @@
+ALTER TABLE dataset_run_items_rmt ON CLUSTER default ADD INDEX IF NOT EXISTS idx_trace_id trace_id TYPE bloom_filter(0.001) GRANULARITY 1;
+ALTER TABLE dataset_run_items_rmt ON CLUSTER default MATERIALIZE INDEX IF EXISTS idx_trace_id;

packages/shared/clickhouse/migrations/clustered/0027_drop_project_environments_mvs.down.sql

@@ -0,0 +1,21 @@
+-- Recreate materialized views for project_environments table
+CREATE MATERIALIZED VIEW project_environments_traces_mv ON CLUSTER default TO project_environments AS
+SELECT
+    project_id,
+    groupUniqArray(environment) AS environments
+FROM traces
+GROUP BY project_id;
+
+CREATE MATERIALIZED VIEW project_environments_observations_mv ON CLUSTER default TO project_environments AS
+SELECT
+    project_id,
+    groupUniqArray(environment) AS environments
+FROM observations
+GROUP BY project_id;
+
+CREATE MATERIALIZED VIEW project_environments_scores_mv ON CLUSTER default TO project_environments AS
+SELECT
+    project_id,
+    groupUniqArray(environment) AS environments
+FROM scores
+GROUP BY project_id;

packages/shared/clickhouse/migrations/clustered/0027_drop_project_environments_mvs.up.sql

@@ -0,0 +1,4 @@
+-- Drop materialized views feeding project_environments table
+DROP VIEW IF EXISTS project_environments_traces_mv ON CLUSTER default;
+DROP VIEW IF EXISTS project_environments_observations_mv ON CLUSTER default;
+DROP VIEW IF EXISTS project_environments_scores_mv ON CLUSTER default;

packages/shared/clickhouse/migrations/clustered/0028_drop_traces_null_mvs.down.sql

@@ -0,0 +1,114 @@
+-- Recreate materialized views derived from traces_null table
+CREATE MATERIALIZED VIEW IF NOT EXISTS traces_all_amt_mv ON CLUSTER default TO traces_all_amt AS
+SELECT
+    -- Identifiers
+    tn.project_id                                                                              as project_id,
+    tn.id                                                                                      as id,
+    min(tn.start_time)                                                                         as timestamp,  -- Backward compatibility: redundant with start_time
+    min(tn.start_time)                                                                         as start_time,
+    max(coalesce(tn.end_time, tn.start_time))                                                  as end_time,
+    anyLast(tn.name)                                                                           as name,
+
+    -- Metadata properties
+    maxMap(tn.metadata)                                                                        as metadata,
+    anyLast(tn.user_id)                                                                        as user_id,
+    anyLast(tn.session_id)                                                                     as session_id,
+    anyLast(tn.environment)                                                                    as environment,
+    groupUniqArrayArray(tn.tags)                                                               as tags,
+    anyLast(tn.version)                                                                        as version,
+    anyLast(tn.release)                                                                        as release,
+
+    -- UI properties
+    argMaxState(tn.bookmarked, if(tn.bookmarked is not null, tn.event_ts, toDateTime64(0, 3))) as bookmarked,
+    argMaxState(tn.public, if(tn.public is not null, tn.event_ts, toDateTime64(0, 3)))         as public,
+
+    -- Aggregations -- DO NOT USE
+    groupUniqArrayArray(tn.observation_ids)                                                    as observation_ids,
+    groupUniqArrayArray(tn.score_ids)                                                          as score_ids,
+    sumMap(tn.cost_details)                                                                    as cost_details,
+    sumMap(tn.usage_details)                                                                   as usage_details,
+
+    -- Input/Output
+    argMaxState(tn.input, if(tn.input <> '', tn.event_ts, toDateTime64(0, 3)))                 as input,
+    argMaxState(tn.output, if(tn.output <> '', tn.event_ts, toDateTime64(0, 3)))               as output,
+
+    min(tn.created_at)                                                                         as created_at,
+    max(tn.updated_at)                                                                         as updated_at
+FROM traces_null tn
+GROUP BY project_id, id;
+
+CREATE MATERIALIZED VIEW IF NOT EXISTS traces_7d_amt_mv ON CLUSTER default TO traces_7d_amt AS
+SELECT
+    -- Identifiers
+    tn.project_id                                                                              as project_id,
+    tn.id                                                                                      as id,
+    min(tn.start_time)                                                                         as timestamp,  -- Backward compatibility: redundant with start_time
+    min(tn.start_time)                                                                         as start_time,
+    max(coalesce(tn.end_time, tn.start_time))                                                  as end_time,
+    anyLast(tn.name)                                                                           as name,
+
+    -- Metadata properties
+    maxMap(tn.metadata)                                                                        as metadata,
+    anyLast(tn.user_id)                                                                        as user_id,
+    anyLast(tn.session_id)                                                                     as session_id,
+    anyLast(tn.environment)                                                                    as environment,
+    groupUniqArrayArray(tn.tags)                                                               as tags,
+    anyLast(tn.version)                                                                        as version,
+    anyLast(tn.release)                                                                        as release,
+
+    -- UI properties
+    argMaxState(tn.bookmarked, if(tn.bookmarked is not null, tn.event_ts, toDateTime64(0, 3))) as bookmarked,
+    argMaxState(tn.public, if(tn.public is not null, tn.event_ts, toDateTime64(0, 3)))         as public,
+
+    -- Aggregations -- DO NOT USE
+    groupUniqArrayArray(tn.observation_ids)                                                    as observation_ids,
+    groupUniqArrayArray(tn.score_ids)                                                          as score_ids,
+    sumMap(tn.cost_details)                                                                    as cost_details,
+    sumMap(tn.usage_details)                                                                   as usage_details,
+
+    -- Input/Output
+    argMaxState(tn.input, if(tn.input <> '', tn.event_ts, toDateTime64(0, 3)))                 as input,
+    argMaxState(tn.output, if(tn.output <> '', tn.event_ts, toDateTime64(0, 3)))               as output,
+
+    min(tn.created_at)                                                                         as created_at,
+    max(tn.updated_at)                                                                         as updated_at
+FROM traces_null tn
+GROUP BY project_id, id;
+
+CREATE MATERIALIZED VIEW IF NOT EXISTS traces_30d_amt_mv ON CLUSTER default TO traces_30d_amt AS
+SELECT
+    -- Identifiers
+    tn.project_id                                                                              as project_id,
+    tn.id                                                                                      as id,
+    min(tn.start_time)                                                                         as timestamp,  -- Backward compatibility: redundant with start_time
+    min(tn.start_time)                                                                         as start_time,
+    max(coalesce(tn.end_time, tn.start_time))                                                  as end_time,
+    anyLast(tn.name)                                                                           as name,
+
+    -- Metadata properties
+    maxMap(tn.metadata)                                                                        as metadata,
+    anyLast(tn.user_id)                                                                        as user_id,
+    anyLast(tn.session_id)                                                                     as session_id,
+    anyLast(tn.environment)                                                                    as environment,
+    groupUniqArrayArray(tn.tags)                                                               as tags,
+    anyLast(tn.version)                                                                        as version,
+    anyLast(tn.release)                                                                        as release,
+
+    -- UI properties
+    argMaxState(tn.bookmarked, if(tn.bookmarked is not null, tn.event_ts, toDateTime64(0, 3))) as bookmarked,
+    argMaxState(tn.public, if(tn.public is not null, tn.event_ts, toDateTime64(0, 3)))         as public,
+
+    -- Aggregations -- DO NOT USE
+    groupUniqArrayArray(tn.observation_ids)                                                    as observation_ids,
+    groupUniqArrayArray(tn.score_ids)                                                          as score_ids,
+    sumMap(tn.cost_details)                                                                    as cost_details,
+    sumMap(tn.usage_details)                                                                   as usage_details,
+
+    -- Input/Output
+    argMaxState(tn.input, if(tn.input <> '', tn.event_ts, toDateTime64(0, 3)))                 as input,
+    argMaxState(tn.output, if(tn.output <> '', tn.event_ts, toDateTime64(0, 3)))               as output,
+
+    min(tn.created_at)                                                                         as created_at,
+    max(tn.updated_at)                                                                         as updated_at
+FROM traces_null tn
+GROUP BY project_id, id;

packages/shared/clickhouse/migrations/clustered/0028_drop_traces_null_mvs.up.sql

@@ -0,0 +1,4 @@
+-- Drop materialized views derived from traces_null table
+DROP VIEW IF EXISTS traces_all_amt_mv ON CLUSTER default;
+DROP VIEW IF EXISTS traces_7d_amt_mv ON CLUSTER default;
+DROP VIEW IF EXISTS traces_30d_amt_mv ON CLUSTER default;

packages/shared/clickhouse/migrations/clustered/0029_drop_traces_null_and_amt_tables.down.sql

@@ -0,0 +1,179 @@
+-- Recreate traces_null and trace amt tables
+CREATE TABLE traces_null ON CLUSTER default
+(
+    -- Identifiers
+    `project_id`      String,
+    `id`              String,
+    `start_time`      DateTime64(3),
+    `end_time`        Nullable(DateTime64(3)),
+    `name`            Nullable(String),
+
+    -- Metadata properties
+    `metadata`        Map(LowCardinality(String), String),
+    `user_id`         Nullable(String),
+    `session_id`      Nullable(String),
+    `environment`     String,
+    `tags`            Array(String),
+    `version`         Nullable(String),
+    `release`         Nullable(String),
+
+    -- UI properties - We make them nullable to prevent absent values being interpreted as overwrites.
+    `bookmarked`      Nullable(Bool),
+    `public`          Nullable(Bool),
+
+    -- Aggregations -- DO NOT USE
+    `observation_ids` Array(String),
+    `score_ids`       Array(String),
+    `cost_details`    Map(String, Decimal64(12)),
+    `usage_details`   Map(String, UInt64),
+    -- TODO: Do we want to aggregate/collect `levels` seen within the trace?
+
+    -- Input/Output
+    `input`           String,
+    `output`          String,
+
+    `created_at`      DateTime64(3),
+    `updated_at`      DateTime64(3),
+    `event_ts`        DateTime64(3)
+) Engine = Null();
+
+CREATE TABLE traces_all_amt ON CLUSTER default
+(
+    -- Identifiers
+    `project_id`         String,
+    `id`                 String,
+    `timestamp`          SimpleAggregateFunction(min, DateTime64(3)),  -- Backward compatibility: redundant with start_time
+    `start_time`         SimpleAggregateFunction(min, DateTime64(3)),
+    `end_time`           SimpleAggregateFunction(max, Nullable(DateTime64(3))),
+    `name`               SimpleAggregateFunction(anyLast, Nullable(String)),
+
+    -- Metadata properties
+    `metadata`           SimpleAggregateFunction(maxMap, Map(String, String)),
+    `user_id`            SimpleAggregateFunction(anyLast, Nullable(String)),
+    `session_id`         SimpleAggregateFunction(anyLast, Nullable(String)),
+    `environment`        SimpleAggregateFunction(anyLast, String),
+    `tags`               SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `version`            SimpleAggregateFunction(anyLast, Nullable(String)),
+    `release`            SimpleAggregateFunction(anyLast, Nullable(String)),
+
+    -- UI properties
+    `bookmarked`         AggregateFunction(argMax, Nullable(Bool), DateTime64(3)),
+    `public`             AggregateFunction(argMax, Nullable(Bool), DateTime64(3)),
+
+    -- Aggregations -- DO NOT USE
+    `observation_ids`    SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `score_ids`          SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `cost_details`       SimpleAggregateFunction(sumMap, Map(String, Decimal(38, 12))),
+    `usage_details`      SimpleAggregateFunction(sumMap, Map(String, UInt64)),
+
+    -- Input/Output -> prefer correctness via argMax
+    `input`       AggregateFunction(argMax, String, DateTime64(3)) CODEC (ZSTD(3)),
+    `output`      AggregateFunction(argMax, String, DateTime64(3)) CODEC (ZSTD(3)),
+
+    `created_at`         SimpleAggregateFunction(min, DateTime64(3)),
+    `updated_at`         SimpleAggregateFunction(max, DateTime64(3)),
+
+    -- Indexes
+    INDEX idx_trace_id id TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_user_id user_id TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_session_id session_id TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_name name TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_version version TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_release release TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_tags tags TYPE bloom_filter(0.001) GRANULARITY 1
+) Engine = AggregatingMergeTree()
+      ORDER BY (project_id, id);
+
+CREATE TABLE traces_7d_amt ON CLUSTER default
+(
+    -- Identifiers
+    `project_id`         String,
+    `id`                 String,
+    `timestamp`          SimpleAggregateFunction(min, DateTime64(3)),  -- Backward compatibility: redundant with start_time
+    `start_time`         SimpleAggregateFunction(min, DateTime64(3)),
+    `end_time`           SimpleAggregateFunction(max, Nullable(DateTime64(3))),
+    `name`               SimpleAggregateFunction(anyLast, Nullable(String)),
+
+    -- Metadata properties
+    `metadata`           SimpleAggregateFunction(maxMap, Map(String, String)),
+    `user_id`            SimpleAggregateFunction(anyLast, Nullable(String)),
+    `session_id`         SimpleAggregateFunction(anyLast, Nullable(String)),
+    `environment`        SimpleAggregateFunction(anyLast, String),
+    `tags`               SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `version`            SimpleAggregateFunction(anyLast, Nullable(String)),
+    `release`            SimpleAggregateFunction(anyLast, Nullable(String)),
+
+    -- UI properties
+    `bookmarked`         AggregateFunction(argMax, Nullable(Bool), DateTime64(3)),
+    `public`             AggregateFunction(argMax, Nullable(Bool), DateTime64(3)),
+
+    -- Aggregations -- DO NOT USE
+    `observation_ids`    SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `score_ids`          SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `cost_details`       SimpleAggregateFunction(sumMap, Map(String, Decimal(38, 12))),
+    `usage_details`      SimpleAggregateFunction(sumMap, Map(String, UInt64)),
+
+    -- Input/Output -> prefer correctness via argMax
+    `input`       AggregateFunction(argMax, String, DateTime64(3)) CODEC (ZSTD(3)),
+    `output`      AggregateFunction(argMax, String, DateTime64(3)) CODEC (ZSTD(3)),
+
+    `created_at`         SimpleAggregateFunction(min, DateTime64(3)),
+    `updated_at`         SimpleAggregateFunction(max, DateTime64(3)),
+
+    -- Indexes
+    INDEX idx_user_id user_id TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_session_id session_id TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_name name TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_version version TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_release release TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_tags tags TYPE bloom_filter(0.001) GRANULARITY 1
+) Engine = AggregatingMergeTree()
+    ORDER BY (project_id, id)
+    TTL toDate(start_time) + INTERVAL 7 DAY;
+
+CREATE TABLE traces_30d_amt ON CLUSTER default
+(
+    -- Identifiers
+    `project_id`         String,
+    `id`                 String,
+    `timestamp`          SimpleAggregateFunction(min, DateTime64(3)),  -- Backward compatibility: redundant with start_time
+    `start_time`         SimpleAggregateFunction(min, DateTime64(3)),
+    `end_time`           SimpleAggregateFunction(max, Nullable(DateTime64(3))),
+    `name`               SimpleAggregateFunction(anyLast, Nullable(String)),
+
+    -- Metadata properties
+    `metadata`           SimpleAggregateFunction(maxMap, Map(String, String)),
+    `user_id`            SimpleAggregateFunction(anyLast, Nullable(String)),
+    `session_id`         SimpleAggregateFunction(anyLast, Nullable(String)),
+    `environment`        SimpleAggregateFunction(anyLast, String),
+    `tags`               SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `version`            SimpleAggregateFunction(anyLast, Nullable(String)),
+    `release`            SimpleAggregateFunction(anyLast, Nullable(String)),
+
+    -- UI properties
+    `bookmarked`         AggregateFunction(argMax, Nullable(Bool), DateTime64(3)),
+    `public`             AggregateFunction(argMax, Nullable(Bool), DateTime64(3)),
+
+    -- Aggregations -- DO NOT USE
+    `observation_ids`    SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `score_ids`          SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `cost_details`       SimpleAggregateFunction(sumMap, Map(String, Decimal(38, 12))),
+    `usage_details`      SimpleAggregateFunction(sumMap, Map(String, UInt64)),
+
+    -- Input/Output -> prefer correctness via argMax
+    `input`       AggregateFunction(argMax, String, DateTime64(3)) CODEC (ZSTD(3)),
+    `output`      AggregateFunction(argMax, String, DateTime64(3)) CODEC (ZSTD(3)),
+
+    `created_at`         SimpleAggregateFunction(min, DateTime64(3)),
+    `updated_at`         SimpleAggregateFunction(max, DateTime64(3)),
+
+    -- Indexes
+    INDEX idx_user_id user_id TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_session_id session_id TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_name name TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_version version TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_release release TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_tags tags TYPE bloom_filter(0.001) GRANULARITY 1
+) Engine = AggregatingMergeTree()
+    ORDER BY (project_id, id)
+    TTL toDate(start_time) + INTERVAL 30 DAY;

packages/shared/clickhouse/migrations/clustered/0029_drop_traces_null_and_amt_tables.up.sql

@@ -0,0 +1,5 @@
+-- Drop traces_null and trace amt tables
+DROP TABLE IF EXISTS traces_null ON CLUSTER default;
+DROP TABLE IF EXISTS traces_all_amt ON CLUSTER default;
+DROP TABLE IF EXISTS traces_7d_amt ON CLUSTER default;
+DROP TABLE IF EXISTS traces_30d_amt ON CLUSTER default;

packages/shared/clickhouse/migrations/unclustered/0006_add_user_id_index.down.sql

@@ -1 +1 @@
-ALTER TABLE traces ON CLUSTER default DROP INDEX IF EXISTS idx_user_id;
+ALTER TABLE traces DROP INDEX IF EXISTS idx_user_id;

packages/shared/clickhouse/migrations/unclustered/0022_dataset_run_items.down.sql

@@ -0,0 +1 @@
+DROP TABLE dataset_run_items;

packages/shared/clickhouse/migrations/unclustered/0022_dataset_run_items.up.sql

@@ -0,0 +1,36 @@
+CREATE TABLE dataset_run_items (
+    -- primary identifiers
+    `id` String,
+    `project_id` String,
+    `dataset_run_id` String,
+    `dataset_item_id` String,
+    `dataset_id` String,
+    `trace_id` String,
+    `observation_id` Nullable(String),
+
+    -- error field
+    `error` Nullable(String),
+
+     -- timestamps
+    `created_at` DateTime64(3) DEFAULT now(),
+    `updated_at` DateTime64(3) DEFAULT now(),
+
+    -- denormalized immutable dataset run fields
+    `dataset_run_name` String,
+    `dataset_run_description` Nullable(String),
+    `dataset_run_metadata` Map(LowCardinality(String), String),
+    `dataset_run_created_at` DateTime64(3),
+
+    -- denormalized dataset item fields (mutable, but snapshots are relevant)
+    `dataset_item_input` Nullable(String) CODEC(ZSTD(3)), -- json
+    `dataset_item_expected_output` Nullable(String) CODEC(ZSTD(3)), -- json
+    `dataset_item_metadata` Map(LowCardinality(String), String),
+
+    -- clickhouse engine fields
+    `event_ts` DateTime64(3),
+    `is_deleted` UInt8,
+
+    -- For dataset item lookups
+    INDEX idx_dataset_item dataset_item_id TYPE bloom_filter(0.001) GRANULARITY 1,
+) ENGINE = ReplacingMergeTree(event_ts, is_deleted)
+ORDER BY (project_id, dataset_id, dataset_run_id, id);

packages/shared/clickhouse/migrations/unclustered/0023_traces_aggregating_merge_trees.down.sql

@@ -0,0 +1,12 @@
+-- Drop materialized views first
+DROP VIEW IF EXISTS traces_30d_amt_mv;
+DROP VIEW IF EXISTS traces_7d_amt_mv;
+DROP VIEW IF EXISTS traces_all_amt_mv;
+
+-- Drop AMT tables
+DROP TABLE IF EXISTS traces_30d_amt;
+DROP TABLE IF EXISTS traces_7d_amt;
+DROP TABLE IF EXISTS traces_all_amt;
+
+-- Drop the Null table
+DROP TABLE IF EXISTS traces_null;

packages/shared/clickhouse/migrations/unclustered/0023_traces_aggregating_merge_trees.up.sql

@@ -0,0 +1,300 @@
+-- Create a Null table that serves as a trigger for all materialized views.
+-- We use a Null engine here to avoid storing intermediate results and save on storage.
+CREATE TABLE traces_null
+(
+    -- Identifiers
+    `project_id`      String,
+    `id`              String,
+    `start_time`      DateTime64(3),
+    `end_time`        Nullable(DateTime64(3)),
+    `name`            Nullable(String),
+
+    -- Metadata properties
+    `metadata`        Map(LowCardinality(String), String),
+    `user_id`         Nullable(String),
+    `session_id`      Nullable(String),
+    `environment`     String,
+    `tags`            Array(String),
+    `version`         Nullable(String),
+    `release`         Nullable(String),
+
+    -- UI properties - We make them nullable to prevent absent values being interpreted as overwrites.
+    `bookmarked`      Nullable(Bool),
+    `public`          Nullable(Bool),
+
+    -- Aggregations
+    `observation_ids` Array(String),
+    `score_ids`       Array(String),
+    `cost_details`    Map(String, Decimal64(12)),
+    `usage_details`   Map(String, UInt64),
+    -- TODO: Do we want to aggregate/collect `levels` seen within the trace?
+
+    -- Input/Output
+    `input`           String,
+    `output`          String,
+
+    `created_at`      DateTime64(3),
+    `updated_at`      DateTime64(3),
+    `event_ts`        DateTime64(3)
+) Engine = Null();
+
+-- Create the all AMT
+CREATE TABLE traces_all_amt
+(    
+    -- Identifiers
+    `project_id`         String,
+    `id`                 String,
+    `timestamp`          SimpleAggregateFunction(min, DateTime64(3)),  -- Backward compatibility: redundant with start_time
+    `start_time`         SimpleAggregateFunction(min, DateTime64(3)),
+    `end_time`           SimpleAggregateFunction(max, Nullable(DateTime64(3))),
+    `name`               SimpleAggregateFunction(anyLast, Nullable(String)),
+
+    -- Metadata properties
+    `metadata`           SimpleAggregateFunction(maxMap, Map(String, String)),
+    `user_id`            SimpleAggregateFunction(anyLast, Nullable(String)),
+    `session_id`         SimpleAggregateFunction(anyLast, Nullable(String)),
+    `environment`        SimpleAggregateFunction(anyLast, String),
+    `tags`               SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `version`            SimpleAggregateFunction(anyLast, Nullable(String)),
+    `release`            SimpleAggregateFunction(anyLast, Nullable(String)),
+
+    -- UI properties
+    `bookmarked`         AggregateFunction(argMax, Nullable(Bool), DateTime64(3)),
+    `public`             AggregateFunction(argMax, Nullable(Bool), DateTime64(3)),
+
+    -- Aggregations
+    `observation_ids`    SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `score_ids`          SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `cost_details`       SimpleAggregateFunction(sumMap, Map(String, Decimal(38, 12))),
+    `usage_details`      SimpleAggregateFunction(sumMap, Map(String, UInt64)),
+
+    -- Input/Output -> prefer correctness via argMax
+    `input`       AggregateFunction(argMax, String, DateTime64(3)) CODEC (ZSTD(3)),
+    `output`      AggregateFunction(argMax, String, DateTime64(3)) CODEC (ZSTD(3)),
+
+    `created_at`         SimpleAggregateFunction(min, DateTime64(3)),
+    `updated_at`         SimpleAggregateFunction(max, DateTime64(3)),
+
+    -- Indexes
+    INDEX idx_trace_id id TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_user_id user_id TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_session_id session_id TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_name name TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_version version TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_release release TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_tags tags TYPE bloom_filter(0.001) GRANULARITY 1
+) Engine = AggregatingMergeTree()
+      ORDER BY (project_id, id);
+
+-- Create materialized view for all_amt
+CREATE MATERIALIZED VIEW IF NOT EXISTS traces_all_amt_mv TO traces_all_amt AS
+SELECT
+    -- Identifiers
+    tn.project_id                                                                              as project_id,
+    tn.id                                                                                      as id,
+    min(tn.start_time)                                                                         as timestamp,  -- Backward compatibility: redundant with start_time
+    min(tn.start_time)                                                                         as start_time,
+    max(coalesce(tn.end_time, tn.start_time))                                                  as end_time,
+    anyLast(tn.name)                                                                           as name,
+
+    -- Metadata properties
+    maxMap(tn.metadata)                                                                        as metadata,
+    anyLast(tn.user_id)                                                                        as user_id,
+    anyLast(tn.session_id)                                                                     as session_id,
+    anyLast(tn.environment)                                                                    as environment,
+    groupUniqArrayArray(tn.tags)                                                               as tags,
+    anyLast(tn.version)                                                                        as version,
+    anyLast(tn.release)                                                                        as release,
+
+    -- UI properties
+    argMaxState(tn.bookmarked, if(tn.bookmarked is not null, tn.event_ts, toDateTime64(0, 3))) as bookmarked,
+    argMaxState(tn.public, if(tn.public is not null, tn.event_ts, toDateTime64(0, 3)))         as public,
+
+    -- Aggregations
+    groupUniqArrayArray(tn.observation_ids)                                                    as observation_ids,
+    groupUniqArrayArray(tn.score_ids)                                                          as score_ids,
+    sumMap(tn.cost_details)                                                                    as cost_details,
+    sumMap(tn.usage_details)                                                                   as usage_details,
+
+    -- Input/Output
+    argMaxState(tn.input, if(tn.input <> '', tn.event_ts, toDateTime64(0, 3)))                 as input,
+    argMaxState(tn.output, if(tn.output <> '', tn.event_ts, toDateTime64(0, 3)))               as output,
+
+    min(tn.created_at)                                                                         as created_at,
+    max(tn.updated_at)                                                                         as updated_at
+FROM traces_null tn
+GROUP BY project_id, id;
+
+-- Create the 7-day TTL AMT
+CREATE TABLE traces_7d_amt
+(
+    -- Identifiers
+    `project_id`         String,
+    `id`                 String,
+    `timestamp`          SimpleAggregateFunction(min, DateTime64(3)),  -- Backward compatibility: redundant with start_time
+    `start_time`         SimpleAggregateFunction(min, DateTime64(3)),
+    `end_time`           SimpleAggregateFunction(max, Nullable(DateTime64(3))),
+    `name`               SimpleAggregateFunction(anyLast, Nullable(String)),
+
+    -- Metadata properties
+    `metadata`           SimpleAggregateFunction(maxMap, Map(String, String)),
+    `user_id`            SimpleAggregateFunction(anyLast, Nullable(String)),
+    `session_id`         SimpleAggregateFunction(anyLast, Nullable(String)),
+    `environment`        SimpleAggregateFunction(anyLast, String),
+    `tags`               SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `version`            SimpleAggregateFunction(anyLast, Nullable(String)),
+    `release`            SimpleAggregateFunction(anyLast, Nullable(String)),
+
+    -- UI properties
+    `bookmarked`         AggregateFunction(argMax, Nullable(Bool), DateTime64(3)),
+    `public`             AggregateFunction(argMax, Nullable(Bool), DateTime64(3)),
+
+    -- Aggregations
+    `observation_ids`    SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `score_ids`          SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `cost_details`       SimpleAggregateFunction(sumMap, Map(String, Decimal(38, 12))),
+    `usage_details`      SimpleAggregateFunction(sumMap, Map(String, UInt64)),
+
+    -- Input/Output -> prefer correctness via argMax
+    `input`       AggregateFunction(argMax, String, DateTime64(3)) CODEC (ZSTD(3)),
+    `output`      AggregateFunction(argMax, String, DateTime64(3)) CODEC (ZSTD(3)),
+
+    `created_at`         SimpleAggregateFunction(min, DateTime64(3)),
+    `updated_at`         SimpleAggregateFunction(max, DateTime64(3)),
+
+    -- Indexes
+    INDEX idx_user_id user_id TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_session_id session_id TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_name name TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_version version TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_release release TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_tags tags TYPE bloom_filter(0.001) GRANULARITY 1
+) Engine = AggregatingMergeTree()
+    ORDER BY (project_id, id)
+    TTL toDate(start_time) + INTERVAL 7 DAY;
+
+-- Create materialized view for 7d_amt
+CREATE MATERIALIZED VIEW IF NOT EXISTS traces_7d_amt_mv TO traces_7d_amt AS
+SELECT
+    -- Identifiers
+    tn.project_id                                                                              as project_id,
+    tn.id                                                                                      as id,
+    min(tn.start_time)                                                                         as timestamp,  -- Backward compatibility: redundant with start_time
+    min(tn.start_time)                                                                         as start_time,
+    max(coalesce(tn.end_time, tn.start_time))                                                  as end_time,
+    anyLast(tn.name)                                                                           as name,
+
+    -- Metadata properties
+    maxMap(tn.metadata)                                                                        as metadata,
+    anyLast(tn.user_id)                                                                        as user_id,
+    anyLast(tn.session_id)                                                                     as session_id,
+    anyLast(tn.environment)                                                                    as environment,
+    groupUniqArrayArray(tn.tags)                                                               as tags,
+    anyLast(tn.version)                                                                        as version,
+    anyLast(tn.release)                                                                        as release,
+
+    -- UI properties
+    argMaxState(tn.bookmarked, if(tn.bookmarked is not null, tn.event_ts, toDateTime64(0, 3))) as bookmarked,
+    argMaxState(tn.public, if(tn.public is not null, tn.event_ts, toDateTime64(0, 3)))         as public,
+
+    -- Aggregations
+    groupUniqArrayArray(tn.observation_ids)                                                    as observation_ids,
+    groupUniqArrayArray(tn.score_ids)                                                          as score_ids,
+    sumMap(tn.cost_details)                                                                    as cost_details,
+    sumMap(tn.usage_details)                                                                   as usage_details,
+
+    -- Input/Output
+    argMaxState(tn.input, if(tn.input <> '', tn.event_ts, toDateTime64(0, 3)))                 as input,
+    argMaxState(tn.output, if(tn.output <> '', tn.event_ts, toDateTime64(0, 3)))               as output,
+
+    min(tn.created_at)                                                                         as created_at,
+    max(tn.updated_at)                                                                         as updated_at
+FROM traces_null tn
+GROUP BY project_id, id;
+
+-- Create the 30-day TTL AMT
+CREATE TABLE traces_30d_amt
+(
+    -- Identifiers
+    `project_id`         String,
+    `id`                 String,
+    `timestamp`          SimpleAggregateFunction(min, DateTime64(3)),  -- Backward compatibility: redundant with start_time
+    `start_time`         SimpleAggregateFunction(min, DateTime64(3)),
+    `end_time`           SimpleAggregateFunction(max, Nullable(DateTime64(3))),
+    `name`               SimpleAggregateFunction(anyLast, Nullable(String)),
+
+    -- Metadata properties
+    `metadata`           SimpleAggregateFunction(maxMap, Map(String, String)),
+    `user_id`            SimpleAggregateFunction(anyLast, Nullable(String)),
+    `session_id`         SimpleAggregateFunction(anyLast, Nullable(String)),
+    `environment`        SimpleAggregateFunction(anyLast, String),
+    `tags`               SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `version`            SimpleAggregateFunction(anyLast, Nullable(String)),
+    `release`            SimpleAggregateFunction(anyLast, Nullable(String)),
+
+    -- UI properties
+    `bookmarked`         AggregateFunction(argMax, Nullable(Bool), DateTime64(3)),
+    `public`             AggregateFunction(argMax, Nullable(Bool), DateTime64(3)),
+
+    -- Aggregations
+    `observation_ids`    SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `score_ids`          SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `cost_details`       SimpleAggregateFunction(sumMap, Map(String, Decimal(38, 12))),
+    `usage_details`      SimpleAggregateFunction(sumMap, Map(String, UInt64)),
+
+    -- Input/Output -> prefer correctness via argMax
+    `input`       AggregateFunction(argMax, String, DateTime64(3)) CODEC (ZSTD(3)),
+    `output`      AggregateFunction(argMax, String, DateTime64(3)) CODEC (ZSTD(3)),
+
+    `created_at`         SimpleAggregateFunction(min, DateTime64(3)),
+    `updated_at`         SimpleAggregateFunction(max, DateTime64(3)),
+
+    -- Indexes
+    INDEX idx_user_id user_id TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_session_id session_id TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_name name TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_version version TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_release release TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_tags tags TYPE bloom_filter(0.001) GRANULARITY 1
+) Engine = AggregatingMergeTree()
+    ORDER BY (project_id, id)
+    TTL toDate(start_time) + INTERVAL 30 DAY;
+
+-- Create materialized view for 30d_amt
+CREATE MATERIALIZED VIEW IF NOT EXISTS traces_30d_amt_mv TO traces_30d_amt AS
+SELECT
+    -- Identifiers
+    tn.project_id                                                                              as project_id,
+    tn.id                                                                                      as id,
+    min(tn.start_time)                                                                         as timestamp,  -- Backward compatibility: redundant with start_time
+    min(tn.start_time)                                                                         as start_time,
+    max(coalesce(tn.end_time, tn.start_time))                                                  as end_time,
+    anyLast(tn.name)                                                                           as name,
+
+    -- Metadata properties
+    maxMap(tn.metadata)                                                                        as metadata,
+    anyLast(tn.user_id)                                                                        as user_id,
+    anyLast(tn.session_id)                                                                     as session_id,
+    anyLast(tn.environment)                                                                    as environment,
+    groupUniqArrayArray(tn.tags)                                                               as tags,
+    anyLast(tn.version)                                                                        as version,
+    anyLast(tn.release)                                                                        as release,
+
+    -- UI properties
+    argMaxState(tn.bookmarked, if(tn.bookmarked is not null, tn.event_ts, toDateTime64(0, 3))) as bookmarked,
+    argMaxState(tn.public, if(tn.public is not null, tn.event_ts, toDateTime64(0, 3)))         as public,
+
+    -- Aggregations
+    groupUniqArrayArray(tn.observation_ids)                                                    as observation_ids,
+    groupUniqArrayArray(tn.score_ids)                                                          as score_ids,
+    sumMap(tn.cost_details)                                                                    as cost_details,
+    sumMap(tn.usage_details)                                                                   as usage_details,
+
+    -- Input/Output
+    argMaxState(tn.input, if(tn.input <> '', tn.event_ts, toDateTime64(0, 3)))                 as input,
+    argMaxState(tn.output, if(tn.output <> '', tn.event_ts, toDateTime64(0, 3)))               as output,
+
+    min(tn.created_at)                                                                         as created_at,
+    max(tn.updated_at)                                                                         as updated_at
+FROM traces_null tn
+GROUP BY project_id, id;

packages/shared/clickhouse/migrations/unclustered/0024_dataset_run_items.down.sql

@@ -0,0 +1 @@
+DROP TABLE dataset_run_items_rmt;

packages/shared/clickhouse/migrations/unclustered/0024_dataset_run_items.up.sql

@@ -0,0 +1,36 @@
+CREATE TABLE dataset_run_items_rmt (
+    -- primary identifiers
+    `id` String,
+    `project_id` String,
+    `dataset_run_id` String,
+    `dataset_item_id` String,
+    `dataset_id` String,
+    `trace_id` String,
+    `observation_id` Nullable(String),
+
+    -- error field
+    `error` Nullable(String),
+
+     -- timestamps
+    `created_at` DateTime64(3) DEFAULT now(),
+    `updated_at` DateTime64(3) DEFAULT now(),
+
+    -- denormalized immutable dataset run fields
+    `dataset_run_name` String,
+    `dataset_run_description` Nullable(String),
+    `dataset_run_metadata` Map(LowCardinality(String), String),
+    `dataset_run_created_at` DateTime64(3),
+
+    -- denormalized dataset item fields (mutable, but snapshots are relevant)
+    `dataset_item_input` Nullable(String) CODEC(ZSTD(3)), -- json
+    `dataset_item_expected_output` Nullable(String) CODEC(ZSTD(3)), -- json
+    `dataset_item_metadata` Map(LowCardinality(String), String),
+
+    -- clickhouse engine fields
+    `event_ts` DateTime64(3),
+    `is_deleted` UInt8,
+
+    -- For dataset item lookups
+    INDEX idx_dataset_item dataset_item_id TYPE bloom_filter(0.001) GRANULARITY 1,
+) ENGINE = ReplacingMergeTree(event_ts, is_deleted)
+ORDER BY (project_id, dataset_id, dataset_run_id, id);

packages/shared/clickhouse/migrations/unclustered/0025_add_observations_metadata_indexes.down.sql

@@ -0,0 +1,2 @@
+ALTER TABLE observations DROP INDEX IF EXISTS idx_res_metadata_value;
+ALTER TABLE observations DROP INDEX IF EXISTS idx_res_metadata_key;

packages/shared/clickhouse/migrations/unclustered/0025_add_observations_metadata_indexes.up.sql

@@ -0,0 +1,4 @@
+ALTER TABLE observations ADD INDEX IF NOT EXISTS idx_res_metadata_key mapKeys(metadata) TYPE bloom_filter(0.01) GRANULARITY 1;
+ALTER TABLE observations ADD INDEX IF NOT EXISTS idx_res_metadata_value mapValues(metadata) TYPE bloom_filter(0.01) GRANULARITY 1;
+ALTER TABLE observations MATERIALIZE INDEX IF EXISTS idx_res_metadata_key;
+ALTER TABLE observations MATERIALIZE INDEX IF EXISTS idx_res_metadata_value;

packages/shared/clickhouse/migrations/unclustered/0026_add_trace_id_index.down.sql

@@ -0,0 +1 @@
+ALTER TABLE dataset_run_items_rmt DROP INDEX IF EXISTS idx_trace_id;

packages/shared/clickhouse/migrations/unclustered/0026_add_trace_id_index.up.sql

@@ -0,0 +1,2 @@
+ALTER TABLE dataset_run_items_rmt ADD INDEX IF NOT EXISTS idx_trace_id trace_id TYPE bloom_filter(0.001) GRANULARITY 1;
+ALTER TABLE dataset_run_items_rmt MATERIALIZE INDEX IF EXISTS idx_trace_id;

packages/shared/clickhouse/migrations/unclustered/0027_drop_project_environments_mvs.down.sql

@@ -0,0 +1,21 @@
+-- Recreate materialized views for project_environments table
+CREATE MATERIALIZED VIEW project_environments_traces_mv TO project_environments AS
+SELECT
+    project_id,
+    groupUniqArray(environment) AS environments
+FROM traces
+GROUP BY project_id;
+
+CREATE MATERIALIZED VIEW project_environments_observations_mv TO project_environments AS
+SELECT
+    project_id,
+    groupUniqArray(environment) AS environments
+FROM observations
+GROUP BY project_id;
+
+CREATE MATERIALIZED VIEW project_environments_scores_mv TO project_environments AS
+SELECT
+    project_id,
+    groupUniqArray(environment) AS environments
+FROM scores
+GROUP BY project_id;

packages/shared/clickhouse/migrations/unclustered/0027_drop_project_environments_mvs.up.sql

@@ -0,0 +1,4 @@
+-- Drop materialized views feeding project_environments table
+DROP VIEW IF EXISTS project_environments_traces_mv;
+DROP VIEW IF EXISTS project_environments_observations_mv;
+DROP VIEW IF EXISTS project_environments_scores_mv;

packages/shared/clickhouse/migrations/unclustered/0028_drop_traces_null_mvs.down.sql

@@ -0,0 +1,114 @@
+-- Recreate materialized views derived from traces_null table
+CREATE MATERIALIZED VIEW IF NOT EXISTS traces_all_amt_mv TO traces_all_amt AS
+SELECT
+    -- Identifiers
+    tn.project_id                                                                              as project_id,
+    tn.id                                                                                      as id,
+    min(tn.start_time)                                                                         as timestamp,  -- Backward compatibility: redundant with start_time
+    min(tn.start_time)                                                                         as start_time,
+    max(coalesce(tn.end_time, tn.start_time))                                                  as end_time,
+    anyLast(tn.name)                                                                           as name,
+
+    -- Metadata properties
+    maxMap(tn.metadata)                                                                        as metadata,
+    anyLast(tn.user_id)                                                                        as user_id,
+    anyLast(tn.session_id)                                                                     as session_id,
+    anyLast(tn.environment)                                                                    as environment,
+    groupUniqArrayArray(tn.tags)                                                               as tags,
+    anyLast(tn.version)                                                                        as version,
+    anyLast(tn.release)                                                                        as release,
+
+    -- UI properties
+    argMaxState(tn.bookmarked, if(tn.bookmarked is not null, tn.event_ts, toDateTime64(0, 3))) as bookmarked,
+    argMaxState(tn.public, if(tn.public is not null, tn.event_ts, toDateTime64(0, 3)))         as public,
+
+    -- Aggregations -- DO NOT USE
+    groupUniqArrayArray(tn.observation_ids)                                                    as observation_ids,
+    groupUniqArrayArray(tn.score_ids)                                                          as score_ids,
+    sumMap(tn.cost_details)                                                                    as cost_details,
+    sumMap(tn.usage_details)                                                                   as usage_details,
+
+    -- Input/Output
+    argMaxState(tn.input, if(tn.input <> '', tn.event_ts, toDateTime64(0, 3)))                 as input,
+    argMaxState(tn.output, if(tn.output <> '', tn.event_ts, toDateTime64(0, 3)))               as output,
+
+    min(tn.created_at)                                                                         as created_at,
+    max(tn.updated_at)                                                                         as updated_at
+FROM traces_null tn
+GROUP BY project_id, id;
+
+CREATE MATERIALIZED VIEW IF NOT EXISTS traces_7d_amt_mv TO traces_7d_amt AS
+SELECT
+    -- Identifiers
+    tn.project_id                                                                              as project_id,
+    tn.id                                                                                      as id,
+    min(tn.start_time)                                                                         as timestamp,  -- Backward compatibility: redundant with start_time
+    min(tn.start_time)                                                                         as start_time,
+    max(coalesce(tn.end_time, tn.start_time))                                                  as end_time,
+    anyLast(tn.name)                                                                           as name,
+
+    -- Metadata properties
+    maxMap(tn.metadata)                                                                        as metadata,
+    anyLast(tn.user_id)                                                                        as user_id,
+    anyLast(tn.session_id)                                                                     as session_id,
+    anyLast(tn.environment)                                                                    as environment,
+    groupUniqArrayArray(tn.tags)                                                               as tags,
+    anyLast(tn.version)                                                                        as version,
+    anyLast(tn.release)                                                                        as release,
+
+    -- UI properties
+    argMaxState(tn.bookmarked, if(tn.bookmarked is not null, tn.event_ts, toDateTime64(0, 3))) as bookmarked,
+    argMaxState(tn.public, if(tn.public is not null, tn.event_ts, toDateTime64(0, 3)))         as public,
+
+    -- Aggregations -- DO NOT USE
+    groupUniqArrayArray(tn.observation_ids)                                                    as observation_ids,
+    groupUniqArrayArray(tn.score_ids)                                                          as score_ids,
+    sumMap(tn.cost_details)                                                                    as cost_details,
+    sumMap(tn.usage_details)                                                                   as usage_details,
+
+    -- Input/Output
+    argMaxState(tn.input, if(tn.input <> '', tn.event_ts, toDateTime64(0, 3)))                 as input,
+    argMaxState(tn.output, if(tn.output <> '', tn.event_ts, toDateTime64(0, 3)))               as output,
+
+    min(tn.created_at)                                                                         as created_at,
+    max(tn.updated_at)                                                                         as updated_at
+FROM traces_null tn
+GROUP BY project_id, id;
+
+CREATE MATERIALIZED VIEW IF NOT EXISTS traces_30d_amt_mv TO traces_30d_amt AS
+SELECT
+    -- Identifiers
+    tn.project_id                                                                              as project_id,
+    tn.id                                                                                      as id,
+    min(tn.start_time)                                                                         as timestamp,  -- Backward compatibility: redundant with start_time
+    min(tn.start_time)                                                                         as start_time,
+    max(coalesce(tn.end_time, tn.start_time))                                                  as end_time,
+    anyLast(tn.name)                                                                           as name,
+
+    -- Metadata properties
+    maxMap(tn.metadata)                                                                        as metadata,
+    anyLast(tn.user_id)                                                                        as user_id,
+    anyLast(tn.session_id)                                                                     as session_id,
+    anyLast(tn.environment)                                                                    as environment,
+    groupUniqArrayArray(tn.tags)                                                               as tags,
+    anyLast(tn.version)                                                                        as version,
+    anyLast(tn.release)                                                                        as release,
+
+    -- UI properties
+    argMaxState(tn.bookmarked, if(tn.bookmarked is not null, tn.event_ts, toDateTime64(0, 3))) as bookmarked,
+    argMaxState(tn.public, if(tn.public is not null, tn.event_ts, toDateTime64(0, 3)))         as public,
+
+    -- Aggregations -- DO NOT USE
+    groupUniqArrayArray(tn.observation_ids)                                                    as observation_ids,
+    groupUniqArrayArray(tn.score_ids)                                                          as score_ids,
+    sumMap(tn.cost_details)                                                                    as cost_details,
+    sumMap(tn.usage_details)                                                                   as usage_details,
+
+    -- Input/Output
+    argMaxState(tn.input, if(tn.input <> '', tn.event_ts, toDateTime64(0, 3)))                 as input,
+    argMaxState(tn.output, if(tn.output <> '', tn.event_ts, toDateTime64(0, 3)))               as output,
+
+    min(tn.created_at)                                                                         as created_at,
+    max(tn.updated_at)                                                                         as updated_at
+FROM traces_null tn
+GROUP BY project_id, id;

packages/shared/clickhouse/migrations/unclustered/0028_drop_traces_null_mvs.up.sql

@@ -0,0 +1,4 @@
+-- Drop materialized views derived from traces_null table
+DROP VIEW IF EXISTS traces_all_amt_mv;
+DROP VIEW IF EXISTS traces_7d_amt_mv;
+DROP VIEW IF EXISTS traces_30d_amt_mv;

packages/shared/clickhouse/migrations/unclustered/0029_drop_traces_null_and_amt_tables.down.sql

@@ -0,0 +1,179 @@
+-- Recreate traces_null and trace amt tables
+CREATE TABLE traces_null
+(
+    -- Identifiers
+    `project_id`      String,
+    `id`              String,
+    `start_time`      DateTime64(3),
+    `end_time`        Nullable(DateTime64(3)),
+    `name`            Nullable(String),
+
+    -- Metadata properties
+    `metadata`        Map(LowCardinality(String), String),
+    `user_id`         Nullable(String),
+    `session_id`      Nullable(String),
+    `environment`     String,
+    `tags`            Array(String),
+    `version`         Nullable(String),
+    `release`         Nullable(String),
+
+    -- UI properties - We make them nullable to prevent absent values being interpreted as overwrites.
+    `bookmarked`      Nullable(Bool),
+    `public`          Nullable(Bool),
+
+    -- Aggregations -- DO NOT USE
+    `observation_ids` Array(String),
+    `score_ids`       Array(String),
+    `cost_details`    Map(String, Decimal64(12)),
+    `usage_details`   Map(String, UInt64),
+    -- TODO: Do we want to aggregate/collect `levels` seen within the trace?
+
+    -- Input/Output
+    `input`           String,
+    `output`          String,
+
+    `created_at`      DateTime64(3),
+    `updated_at`      DateTime64(3),
+    `event_ts`        DateTime64(3)
+) Engine = Null();
+
+CREATE TABLE traces_all_amt
+(
+    -- Identifiers
+    `project_id`         String,
+    `id`                 String,
+    `timestamp`          SimpleAggregateFunction(min, DateTime64(3)),  -- Backward compatibility: redundant with start_time
+    `start_time`         SimpleAggregateFunction(min, DateTime64(3)),
+    `end_time`           SimpleAggregateFunction(max, Nullable(DateTime64(3))),
+    `name`               SimpleAggregateFunction(anyLast, Nullable(String)),
+
+    -- Metadata properties
+    `metadata`           SimpleAggregateFunction(maxMap, Map(String, String)),
+    `user_id`            SimpleAggregateFunction(anyLast, Nullable(String)),
+    `session_id`         SimpleAggregateFunction(anyLast, Nullable(String)),
+    `environment`        SimpleAggregateFunction(anyLast, String),
+    `tags`               SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `version`            SimpleAggregateFunction(anyLast, Nullable(String)),
+    `release`            SimpleAggregateFunction(anyLast, Nullable(String)),
+
+    -- UI properties
+    `bookmarked`         AggregateFunction(argMax, Nullable(Bool), DateTime64(3)),
+    `public`             AggregateFunction(argMax, Nullable(Bool), DateTime64(3)),
+
+    -- Aggregations -- DO NOT USE
+    `observation_ids`    SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `score_ids`          SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `cost_details`       SimpleAggregateFunction(sumMap, Map(String, Decimal(38, 12))),
+    `usage_details`      SimpleAggregateFunction(sumMap, Map(String, UInt64)),
+
+    -- Input/Output -> prefer correctness via argMax
+    `input`       AggregateFunction(argMax, String, DateTime64(3)) CODEC (ZSTD(3)),
+    `output`      AggregateFunction(argMax, String, DateTime64(3)) CODEC (ZSTD(3)),
+
+    `created_at`         SimpleAggregateFunction(min, DateTime64(3)),
+    `updated_at`         SimpleAggregateFunction(max, DateTime64(3)),
+
+    -- Indexes
+    INDEX idx_trace_id id TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_user_id user_id TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_session_id session_id TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_name name TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_version version TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_release release TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_tags tags TYPE bloom_filter(0.001) GRANULARITY 1
+) Engine = AggregatingMergeTree()
+      ORDER BY (project_id, id);
+
+CREATE TABLE traces_7d_amt
+(
+    -- Identifiers
+    `project_id`         String,
+    `id`                 String,
+    `timestamp`          SimpleAggregateFunction(min, DateTime64(3)),  -- Backward compatibility: redundant with start_time
+    `start_time`         SimpleAggregateFunction(min, DateTime64(3)),
+    `end_time`           SimpleAggregateFunction(max, Nullable(DateTime64(3))),
+    `name`               SimpleAggregateFunction(anyLast, Nullable(String)),
+
+    -- Metadata properties
+    `metadata`           SimpleAggregateFunction(maxMap, Map(String, String)),
+    `user_id`            SimpleAggregateFunction(anyLast, Nullable(String)),
+    `session_id`         SimpleAggregateFunction(anyLast, Nullable(String)),
+    `environment`        SimpleAggregateFunction(anyLast, String),
+    `tags`               SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `version`            SimpleAggregateFunction(anyLast, Nullable(String)),
+    `release`            SimpleAggregateFunction(anyLast, Nullable(String)),
+
+    -- UI properties
+    `bookmarked`         AggregateFunction(argMax, Nullable(Bool), DateTime64(3)),
+    `public`             AggregateFunction(argMax, Nullable(Bool), DateTime64(3)),
+
+    -- Aggregations -- DO NOT USE
+    `observation_ids`    SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `score_ids`          SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `cost_details`       SimpleAggregateFunction(sumMap, Map(String, Decimal(38, 12))),
+    `usage_details`      SimpleAggregateFunction(sumMap, Map(String, UInt64)),
+
+    -- Input/Output -> prefer correctness via argMax
+    `input`       AggregateFunction(argMax, String, DateTime64(3)) CODEC (ZSTD(3)),
+    `output`      AggregateFunction(argMax, String, DateTime64(3)) CODEC (ZSTD(3)),
+
+    `created_at`         SimpleAggregateFunction(min, DateTime64(3)),
+    `updated_at`         SimpleAggregateFunction(max, DateTime64(3)),
+
+    -- Indexes
+    INDEX idx_user_id user_id TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_session_id session_id TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_name name TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_version version TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_release release TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_tags tags TYPE bloom_filter(0.001) GRANULARITY 1
+) Engine = AggregatingMergeTree()
+    ORDER BY (project_id, id)
+    TTL toDate(start_time) + INTERVAL 7 DAY;
+
+CREATE TABLE traces_30d_amt
+(
+    -- Identifiers
+    `project_id`         String,
+    `id`                 String,
+    `timestamp`          SimpleAggregateFunction(min, DateTime64(3)),  -- Backward compatibility: redundant with start_time
+    `start_time`         SimpleAggregateFunction(min, DateTime64(3)),
+    `end_time`           SimpleAggregateFunction(max, Nullable(DateTime64(3))),
+    `name`               SimpleAggregateFunction(anyLast, Nullable(String)),
+
+    -- Metadata properties
+    `metadata`           SimpleAggregateFunction(maxMap, Map(String, String)),
+    `user_id`            SimpleAggregateFunction(anyLast, Nullable(String)),
+    `session_id`         SimpleAggregateFunction(anyLast, Nullable(String)),
+    `environment`        SimpleAggregateFunction(anyLast, String),
+    `tags`               SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `version`            SimpleAggregateFunction(anyLast, Nullable(String)),
+    `release`            SimpleAggregateFunction(anyLast, Nullable(String)),
+
+    -- UI properties
+    `bookmarked`         AggregateFunction(argMax, Nullable(Bool), DateTime64(3)),
+    `public`             AggregateFunction(argMax, Nullable(Bool), DateTime64(3)),
+
+    -- Aggregations -- DO NOT USE
+    `observation_ids`    SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `score_ids`          SimpleAggregateFunction(groupUniqArrayArray, Array(String)),
+    `cost_details`       SimpleAggregateFunction(sumMap, Map(String, Decimal(38, 12))),
+    `usage_details`      SimpleAggregateFunction(sumMap, Map(String, UInt64)),
+
+    -- Input/Output -> prefer correctness via argMax
+    `input`       AggregateFunction(argMax, String, DateTime64(3)) CODEC (ZSTD(3)),
+    `output`      AggregateFunction(argMax, String, DateTime64(3)) CODEC (ZSTD(3)),
+
+    `created_at`         SimpleAggregateFunction(min, DateTime64(3)),
+    `updated_at`         SimpleAggregateFunction(max, DateTime64(3)),
+
+    -- Indexes
+    INDEX idx_user_id user_id TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_session_id session_id TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_name name TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_version version TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_release release TYPE bloom_filter(0.001) GRANULARITY 1,
+    INDEX idx_tags tags TYPE bloom_filter(0.001) GRANULARITY 1
+) Engine = AggregatingMergeTree()
+    ORDER BY (project_id, id)
+    TTL toDate(start_time) + INTERVAL 30 DAY;

packages/shared/clickhouse/migrations/unclustered/0029_drop_traces_null_and_amt_tables.up.sql

@@ -0,0 +1,5 @@
+-- Drop traces_null and trace amt tables
+DROP TABLE IF EXISTS traces_null;
+DROP TABLE IF EXISTS traces_all_amt;
+DROP TABLE IF EXISTS traces_7d_amt;
+DROP TABLE IF EXISTS traces_30d_amt;