ExpertWe wired the same B2B SaaS stack into nine CDPs: product events, CRM accounts, trial-to-paid signals. Half of them are built for retail shoppers and quietly punish account-level data. The surprise was how often the winning platform was a warehouse we already owned, wearing a CDP badge it never asked for.
We wired ten observability tools to the same Snowflake warehouse, then broke it on purpose: a stalled table, a dropped column, a sudden null spike. Nearly every tool caught the freshness lag. The surprise was how few could trace the damage downstream without burying our team in alerts nobody asked for.
E-commerce now lives or dies on how cleanly customer data flows from cart to CRM to ad account. A Customer Data Platform is the plumbing behind that flow, and the wrong choice quietly poisons every personalization, attribution, and retention decision downstream.