>= 30%
Target reduction in redesign decision cycle time

Trusted lineage and impact before risky warehouse changes
OQEN helps data teams answer dependency and impact questions before schema changes, migrations, and redesign work. Recommendations stay advisory and human-reviewed.
Start with one active change request and see what depends on it, what could break, and what needs review before implementation.
Pilot-safe proof
>= 30%
Target reduction in redesign decision cycle time
>= 0.90
Target blast-radius prediction accuracy
Scoped pilot
One blocked redesign decision to validate
Measured in a scoped pilot against your current redesign decision baseline, with outcomes reviewed by your delivery team before rollout.
Why OQEN
Teams lose time pulling engineers into dependency checks across schemas, SQL, DAGs, Python ETL, and tribal knowledge. OQEN reconstructs one trusted view before change approval.
Reconstruct one view across schemas, SQL, DAGs, and Python ETL so teams stop spelunking before every change.
Answer lineage and impact questions before redesign, migration, or schema change commitments.
Keep guidance cited, advisory, and human-reviewed so architects, platform leads, and reviewers can approve change with context.
How it works
Capture the warehouse metadata and workflow logic behind the change.
Create one view of dependencies, transformations, and likely blast radius.
Use AI-assisted explanations and design options as advisory input, not auto-applied change.
Human-reviewed guidance
AI recommendations stay advisory and human-reviewed. Teams review guidance before implementation, not as auto-applied change.
Book a guided demo for one active migration, schema change, or model-rationalization decision. Use self-serve mode if you want to explore first.