Data Trust Report

Automation, integrations.

Pre-migration data remediation determines success more than the technical transfer work itself.

Clean your source data and define field ownership before moving anything into Salesforce.

Clean data before migration prevents expensive problems in your new platform.

Build reliable deduplication by chaining pandas preparation with recordlinkage's matching stages.

Three predictable patterns hide most timezone errors in event data pipelines.

Modular functions make cleaning logic reviewable and reusable across datasets.

Assertions catch data problems before exploratory results become unreliable input.

Change detection stops silently when history isn't being written.

Documentation only works if it's testable and enforceable.