Qdrant
Qdrant is the vector database service for retrieval and embedding-backed knowledge pipelines.
Responsibilities
- Store vectors and payload metadata.
- Support collection-level retrieval for RAG workflows.
- Provide health endpoints and a dashboard where enabled.
Operational Notes
- Keep dashboard exposure restricted.
- Validate collection health and vector counts after ingestion jobs.
- Do not mix public and internal indexes unless explicitly designed and access controlled.
- Use metadata filters to separate project, visibility, and source categories.
Related runbook: Qdrant Healthcheck.