Data Plumbing That Won’t Betray You
Trustworthy dashboards depend on clean integrations across CRM, marketing automation, data warehouse, subscription billing, and payment gateways. Without unified identities, you will double-count leads, miss self-serve transactions, and misplace invoices. Establish data contracts, test pipelines, and maintain lineage so changes never surprise operators. We saw accuracy jump after a company adopted a golden customer record, merging duplicates and aligning opportunities to invoices. Accuracy restored confidence, which restored adoption, which ultimately restored the habit of checking metrics before making bets.