The Truck Pulling Up on Moving Day
why data platform migration is a genuinely distinct discipline — moving data and workloads between systems without losing what matters.
Moving house without losing the furniture.
why data platform migration is a genuinely distinct discipline — moving data and workloads between systems without losing what matters.
how organizations historically approached platform migrations with far less upfront planning, and the problems that created.
the genuine motivations behind a data platform migration — cost, capability, end-of-life systems — and why the reason should shape the approach.
why a comprehensive assessment of existing data, dependencies, and consumers must happen before any migration planning can proceed responsibly.
why a migration is the ideal moment to clean up unused, redundant, or stale data rather than moving everything by default.
why mapping metadata and schema between source and destination systems is essential for anything to arrive usable at the other end.
why genuinely sensitive or critical data needs deliberately extra care and validation during a migration, beyond standard handling.
the tradeoff between a phased, incremental migration and a single, comprehensive cutover, and how to choose between them.
how running old and new systems in parallel validates a migration's correctness before fully committing to the cutover.
why a genuine, tested rollback plan is essential before any migration begins, not an afterthought considered only if something goes wrong.
the tradeoff between using dedicated migration tools and vendors versus building custom migration scripts in-house.
why updating every downstream application and consumer to point to the new system is a genuinely significant, often underestimated task.
how schema and format incompatibilities between source and destination systems require deliberate transformation during migration.
the strategic choice between rehosting existing systems as-is and re-architecting them to take advantage of the new platform's capabilities.
why validating data quality and correctness in the destination system, before fully relying on it, is a genuinely essential final check.
how careful cutover planning minimizes downtime and disruption during the final, decisive moment of a migration.
why post-migration technical debt and unfinished cleanup work deserve deliberate, planned attention, not indefinite postponement.
the common ways migrations fail, and why most of these failure modes trace back directly to a skipped or rushed earlier planning step.
why formally decommissioning the old system and declaring a migration genuinely complete is its own deliberate, necessary milestone.
reassembling every practice covered across this series into the complete picture of what disciplined data platform migration looks like.