Stuck in data chaos? Escape 7 common pitfalls with shared definitions, better models, and collaborative tools.

The data model has become a technical construct, built by a data architect for the data engineer.

Follow 10 practical steps—from clear goals to governance—to make data consistent, trusted and actionable.

Bridge IT‑business gaps to build trusted data products fast with shared glossaries & human‑first real-time modeling