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Data migration

Plan, extract, transform, and load data between systems with quality controls and traceability.

We help businesses move data safely between databases, applications, and cloud providers. Engagements include mapping, deduplication, validation rules, cutover plans, and post-migration checks so your teams can trust the new source of truth.

Why hire MRA Labs for this service

End-to-end traceability

Mapping, transformation rules, and evidence so every destination row is explainable.

Quality before go-live

Validation rules, sampling tests, and reconciliation to reduce surprises at cutover.

Controlled cutover

Migration windows, rollback paths where sensible, and documented post-cutover checks.

What we deliver

Full scope end to end—with quality and security at every step.

  • Discovery workshops with mapping of where data comes from and where it should go
  • Mapping model and business rules for ETL/ELT
  • Data quality tests and acceptance criteria
  • Post-migration validation and handover documentation