January 21, 2026

One Framework, All Formats

Handle structured, semi-structured, and unstructured data with one metadata framework. Design once, generate for any format, cut tool sprawl, and strengthen governance.

January 8, 2026

Testing & Observability as Code

Embed runtime checks and observability as code. Run post-load validations, emit structured logs, route by severity, and use metadata to triage fast and recover calmly.

January 6, 2026

Testing & Observability as Code

Prevent data issues before they hit production. Learn how to codify contracts and gates in metadata, enforce schema and quality checks at design-time, and build trust with automated validation.

December 11, 2025

Data Contracts in the Real World

Enforce data contracts at runtime with layered validation gates. Catch schema and quality issues early, route violations consistently, and recover with quarantine and replay using metadata-driven automation.

December 9, 2025

Data Contracts in the Real World

Manage schema evolution safely with data contracts. Use semantic versioning, classify changes by risk, and embed evolution rules in metadata for automated enforcement.

October 30, 2025

Scalable Data Architectures

Build scalable data architectures with metadata-driven automation. Generate schemas, pipelines, and lineage from central definitions for faster, safer delivery.