Busola Akinwumi
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Data & Analytics

Your Data Warehouse Migration Needs a Change Plan, Not Just a Cutover Plan

May 5, 20266 min read

Data warehouse and analytics migrations get planned like infrastructure projects: extract, transform, load, validate, cut over. That plan is necessary and it is not sufficient. The harder problem, the one that determines whether the new platform actually gets used, is that every business unit has spent years building trust, or distrust, in the numbers the old system produced.

Why the technical migration isn't the finish line

  • Finance, sales, and operations each have their own informal version of "the real numbers," often reconciled by hand outside the official reporting system.
  • A new platform with new data definitions will produce numbers that don't match what people are used to, even when the new numbers are more accurate.
  • Without a plan for that moment, the organization's first reaction to the new platform is to distrust it, not adopt it.
  • Analysts and report owners who built their workflows around the old system's quirks need a deliberate transition, not a one-time training session.

The fix isn't more documentation. It's treating the migration the way you'd treat any other major change: identify who is affected and how, build a communications plan for why the numbers will look different at first, and give report owners a structured way to validate the new platform against the old one before it becomes the system of record.

In the ACTION™ framework, the technical migration is Implement. Getting the organization to trust and adopt the new numbers is Organize, and it needs its own plan, its own timeline, and its own owner, not a line item inside the technical cutover plan.

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