Sales, support, licensing, and revenue operations each had a different view of the customer. Duplicate records, inconsistent account hierarchies, and competing naming conventions forced teams to reconcile data before preparing a forecast, reviewing a pipeline, or responding to a support case.
The hierarchy problem was especially difficult. Parent companies, subsidiaries, divisions, contacts, licenses, and billing relationships didn't line up across platforms.