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Project Context

DataOps is the combined DataTalks.Club operations portal.

The portal will merge:

  • DTC Operations process docs and docs app
  • DataTasks task execution
  • Podcast Assistant intake and drafting

Working Process

Before issue work, read _docs/PROCESS.md.

Use GitHub Issues in DataTalksClub/dataops.

Follow the lifecycle:

PM groom -> implement -> tester verify -> PM accept -> commit -> merge -> push -> on-call check

Current Stage

The project is in the consolidation stage. Source systems have been merged into a single TypeScript backend. See _docs/TARGET_ARCHITECTURE.md.

The single backend/ package serves the frontend, docs content API, search, and work APIs from one TypeScript Lambda. The Python docs/SOP backend has been retired; its content-validation tooling lives in tools/content_tools/.

Technology Direction

  • Backend: TypeScript (single backend/ package — supersedes the earlier "Long-term backend: Python" direction; see _docs/MERGE_PLAN.md)
  • Search: zerosearch-node (BM25-lite, zero-dependency; supersedes minsearch)
  • First frontend shell: existing dtc-operations vanilla JavaScript frontend
  • Execution state: DynamoDB
  • Process docs: GitHub markdown
  • TypeScript transition package management: npm
  • Python tooling (content validation, podcast assistant): uv