backend service

The backend service depends on the PostgreSQL 16 service as its metadata storage with connection configured via environment variable. The backend service depends on the Redis 7 service for job queueing with connection configured via environment variable. The backend service uses DS-STAR agents and their Python virtual environment from the mounted /home/ops/datalens directory for execution. The Backend implements the DS-STAR intelligence capability. The Backend implements the Text-to-SQL capability. The Backend implements the Document RAG capability. The DataLens Platform contains the Backend component. Coolify Application depends on the Backend for API functionality. Backend integrates with PostgreSQL for authentication and project metadata. Backend includes a production-ready Dockerfile for deployment. The Data Discovery feature includes the Discovery backend service. The Discovery backend service uses defined API endpoints for its operation. The Backend Service uses the defined API endpoints including the discovery endpoints. The Backend API integrates with the Discovery backend service via the defined routes. The Data Discovery feature includes the Discovery backend service. The Discovery backend service uses defined API endpoints for its operation. The Backend Service uses the defined API endpoints including the discovery endpoints. The Backend API integrates with the Discovery backend service via the defined routes. Integration requires registering and using the Backend service's API endpoints for discovery.