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Data Platform Migration Strategies

Moving house without losing the furniture.

Part 1

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.

Part 2

Before Anyone Planned a Move at All

how organizations historically approached platform migrations with far less upfront planning, and the problems that created.

Part 3

Why Anyone Moves House in the First Place

the genuine motivations behind a data platform migration — cost, capability, end-of-life systems — and why the reason should shape the approach.

Part 4

Taking Inventory Before Anything Gets Packed

why a comprehensive assessment of existing data, dependencies, and consumers must happen before any migration planning can proceed responsibly.

Part 5

Deciding What to Keep, Donate, or Toss

why a migration is the ideal moment to clean up unused, redundant, or stale data rather than moving everything by default.

Part 6

Labels on Every Box

why mapping metadata and schema between source and destination systems is essential for anything to arrive usable at the other end.

Part 7

Extra Wrapping for the Fragile Items

why genuinely sensitive or critical data needs deliberately extra care and validation during a migration, beyond standard handling.

Part 8

Moving Room by Room, Not All at Once

the tradeoff between a phased, incremental migration and a single, comprehensive cutover, and how to choose between them.

Part 9

Living in Both Houses for a While

how running old and new systems in parallel validates a migration's correctness before fully committing to the cutover.

Part 10

The Moving Company's Insurance Policy

why a genuine, tested rollback plan is essential before any migration begins, not an afterthought considered only if something goes wrong.

Part 11

Hiring Movers vs. Doing It Yourself

the tradeoff between using dedicated migration tools and vendors versus building custom migration scripts in-house.

Part 12

Telling Everyone the New Address

why updating every downstream application and consumer to point to the new system is a genuinely significant, often underestimated task.

Part 13

Furniture That Doesn't Fit the New House

how schema and format incompatibilities between source and destination systems require deliberate transformation during migration.

Part 14

Moving the Same Furniture vs. Buying New

the strategic choice between rehosting existing systems as-is and re-architecting them to take advantage of the new platform's capabilities.

Part 15

Testing the Utilities Before Moving In

why validating data quality and correctness in the destination system, before fully relying on it, is a genuinely essential final check.

Part 16

The Actual Day of the Move

how careful cutover planning minimizes downtime and disruption during the final, decisive moment of a migration.

Part 17

Boxes Still Unpacked in the Garage

why post-migration technical debt and unfinished cleanup work deserve deliberate, planned attention, not indefinite postponement.

Part 18

When the Move Goes Wrong

the common ways migrations fail, and why most of these failure modes trace back directly to a skipped or rushed earlier planning step.

Part 19

The Housewarming Party

why formally decommissioning the old system and declaring a migration genuinely complete is its own deliberate, necessary milestone.

Part 20

Settled Into the New Home

reassembling every practice covered across this series into the complete picture of what disciplined data platform migration looks like.