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Framework stage 03 of 06

Data pipeline integration

The third stage: one flow of customer data that marketing and engineering both trust.

Most board decks are built from two sets of numbers. CRM says one thing about pipeline, the marketing platform says another, and product analytics says a third. The integration stage exists to build one flow before anyone is asked to trust a chart, which is what makes investor reporting defensible rather than negotiated.

The category consolidated around the warehouse across 2025 and 2026. Fivetran acquired Census, credited with pioneering reverse ETL, in May 2025 and rebranded it Fivetran Activations. Databricks announced CustomerLake on 16 June 2026 as a customer data platform inside the lakehouse, governed by Unity Catalog. Hightouch repositioned to an agentic CDP in June 2026. The CDP Institute's January 2026 update found warehouse-native vendors growing headcount 7.8 per cent organically against a 1.3 per cent industry average, with more than a quarter of CDPs now supporting a warehouse-centric architecture. Consent belongs in the same pipeline: captured once, stored authoritatively, and propagated to every tool that reads or writes customer data.