Playbook: Continuous Data Quality Plan — with a Lean Stack
Architecture, foundation and governance
Automated tests that run with every data load. Structured prompt with steps, output format, and quality criteria.
The library has been reorganized around practical application: less empty browsing, more shortcuts to sell, build and automate with AI.
Architecture, foundation and governance
Automated tests that run with every data load. Structured prompt with steps, output format, and quality criteria.
Architecture, foundation and governance
Decide which record survives when there’s a duplicate. Structured prompt with steps, output format, and quality criteria…
Architecture, foundation and governance
Evolve data schema without breaking existing consumers. Structured prompt with steps, output format, and quality criteri…
Architecture, foundation and governance
Find scheduled queries that cost more than they should. Structured prompt with steps, output format, and quality criteri…
Architecture, foundation and governance
Identify poorly designed partitioning that makes queries more expensive. Structured prompt with steps, output format, an…
Architecture, foundation and governance
Define the order and dependencies of jobs in a complex pipeline. Structured prompt with steps, output format, and qualit…
Architecture, foundation and governance
Reprocess only the piece of data that changed, not everything. Structured prompt with steps, output format, and quality …
Architecture, foundation and governance
Decide how to handle attribute changes over time. Structured prompt with steps, output format, and quality criteria.
Architecture, foundation and governance
Define job order and dependencies in a complex pipeline. Structured prompt with steps, output format, and quality criter…
Architecture, foundation and governance
Find scheduled queries that cost more than they should. Structured prompt with steps, output format, and quality criteri…
Architecture, foundation and governance
Decide how to handle attribute changes over time. Structured prompt with steps, output format, and quality criteria.
Architecture, foundation and governance
Evolve a data schema without breaking existing consumers. Structured prompt with steps, output format, and quality crite…
Architecture, foundation and governance
Compare vector databases for a concrete use case. Structured prompt with steps, output format, and quality criteria.
Architecture, foundation and governance
Partition a large table for query performance and cost. Structured prompt with steps, output format, and quality criteri…
Architecture, foundation and governance
Reprocess historical data without affecting current consumption. Structured prompt with steps, output format, and qualit…
Architecture, foundation and governance
Capture database changes without overloading production. Structured prompt with steps, output format, and quality criter…
Architecture, foundation and governance
Reprocess historical data without affecting current consumption. Structured prompt with steps, output format, and qualit…
Architecture, foundation and governance
Define a retry policy without overloading the system. Structured prompt with steps, output format, and quality criteria.
Architecture, foundation and governance
Identify poorly designed partitioning that makes queries more expensive. Structured prompt with steps, output format, an…
Architecture, foundation and governance
Reprocess only the piece of data that changed, not everything. Structured prompt with steps, output format, and quality …