Handle Data Migration Quality Concerns Before a Launch Decision
A delivery director can organize a factual quality review by separating test evidence, approval by the data owner, and launch governance.
Duplicate records in a test migration call for a quality review before anyone recommends a launch decision. The delivery director should explain what the test showed, what changed in the source data, and which business stewards can validate the remediation. A delivery team can coordinate the response while the client’s data owners retain responsibility for business acceptance.
Gather the test results, approved mapping version, source field history, and unresolved defect list. Ask the chief data officer which quality thresholds and signoffs govern readiness. Then identify the data stewards, information technology lead, and project manager who need to assess the evidence. Keep mapping facts separate from the decision to accept or delay the release.
The chief data officer says, “Can we still launch Friday? Why did your team not catch this?” The director replies, “The current test shows duplicate records, and the legacy source changed field definitions after the approved mapping. We need the data stewards to validate the corrected mapping and the next test result before a readiness recommendation.” The officer says the date is visible to leadership. The director responds, “We will provide a factual readiness view with the defect evidence, remediation owner, validation status, and decision points for your launch governance.”
Set a controlled remediation review with a named data owner and a clear acceptance record. Share updates at an agreed cadence with the project sponsor. Practice this conversation by avoiding speculation, describing the evidence precisely, and ending with the approval path that the data stewards and sponsors can use.
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