Data migration strategy: reduce risk and downtime

Build migrations that can be rolled back or run in phases. Keep old and new representations compatible during transition.

Use feature flags or routing to gradually shift traffic while validating data integrity.

Create data verification scripts and run them in pre-production on realistic datasets.

Automate checks for record counts, hash comparisons, and spot-checks of critical records.