Choosing the Local Store

Match the tool to the stage

Chroma offers a small Python-first workflow for early versions called prototypes. Qdrant local mode provides much of Qdrant's collection, payload (stored data attached to a vector), and filtering API without a server. Moving to a provider-run managed service later still requires tests for traffic load, backups, and compatibility.

Embedded stores are single-host files. Coordinate writers, back them up consistently, and never share one writable directory between unrelated sessions.

Note: The lab image includes lightweight clients and embedded modes only; it deliberately does not run Chroma or Qdrant server daemons.