Automated tests, lineage, cataloging, and access controls keep quality high and audits simple.
Define quality where it matters, enforce it in code, and prove it continuously with lineage, catalog, and clear ownership.
Freshness, completeness, and schema tests in CI.
Data catalog with lineage and glossary.
RBAC/ABAC, column level masking, tokenization.
Metric versioning and deprecation policies.
Consent/retention workflows and evidence.
Continuous compliance reporting (SOC 2, GDPR, HIPAA).
Guardrails as code, backed by lineage and evidence so quality and compliance don’t depend on heroics.
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Monthly how-to guides on data engineering, Gen-AI safety, and scaling analytics teams.