GTM Data Scaffolding

Conventions built into every workflow so the database compounds instead of decaying. Email verification results get written back to the CRM as standardized statuses. Every enrichment result is stamped with when it was fetched and from where, so no lookup is ever paid for twice. Competing legacy fields get consolidated to one source of truth. Every bulk write snapshots the current values to a rollback file first.

Across tens of thousands of accounts and hundreds of thousands of contacts, data quality improves as a side effect of normal work. New campaigns start smarter than the last one, and nobody ever has to run a “data cleanup quarter.”