Data Migration Agent
The agent at the heart of MigrateAi. It discovers your legacy warehouse estate, converts SQL and ETL into cloud-native code and validates every result — with engineers authorizing each consequential change.
Discover · Convert · Validate
A converted query isn't a migration. A validated cutover is.
Legacy warehouses hold decades of business logic in stored procedures, ETL jobs and undocumented dependencies. Hand-migration is slow and hard to trust, and data defects are usually found at cutover — the most expensive time to fix them.
Manual conversion
SQL and ETL rewritten line by line, inconsistently, across thousands of objects.
Hidden dependencies
Undocumented lineage means no one knows what a change will break.
Late validation
Reconciliation left to the end turns cutover into a high-risk event.
What the Data Migration Agent does
Purpose-built skills that work together to complete the workflow end to end.
Estate discovery
Scans metadata, code and schedulers to inventory objects and build a dependency graph.
Complexity scoring
Estimates effort and risk for every object to plan migration waves.
Code conversion
Transpiles SQL, stored procedures and ETL into Databricks- or Snowflake-native artifacts.
Optimization
Tunes converted code for the target platform's performance and cost model.
Automated reconciliation
Compares row counts, aggregates and values between source and target continuously.
Governed landing
Lands data in a medallion architecture with catalog and lineage in place.
From request to result in four steps
Discover
Inventory, lineage and effort model built.
Convert
Code translated and optimized for the target.
Validate
Data reconciled continuously, not just at the end.
Cut over
Engineers approve each wave with proof it is right.
Autonomous where it's safe. Accountable everywhere.
Engineers review and approve every converted object and every cutover wave. The agent shows its diffs, test results and reconciliation evidence so approvals are fast and informed.
Built-in guardrails
- Side-by-side diffs for every converted object
- Reconciliation evidence attached to each wave
- No production changes without engineer sign-off
- Full lineage preserved in the target catalog
Works with the systems you already run
Secure connectors and APIs let the agent act inside your existing platforms — no rip-and-replace.
What changes for your team
Shorter timelines
Automation handles the repetitive conversion and testing work.
Cutover confidence
Continuous validation means fewer surprises at go-live.
Lower migration cost
Engineering effort focused on design decisions, not rewrites.
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Learn moreSee the Data Migration Agent in action
Book a demo with our team to see how the agent fits your workflows, systems and governance requirements.