<objective Build revenue analytics infrastructure on HubSpot API + SQL data warehouse. Covers ICP validation, ML lead scoring, competitive intelligence, activity analysis, and pipeline forecasting — bridging CRM data into actionable intelligence products. </objective <quick start 1. Create a HubSpot Private App with required CRM scopes (contacts, companies, deals, owners, timeline) 2. Confirm SQL replica access and schema prefix for your data warehouse 3. Run ICP validation query (UC1) to segment conversion rates 4. Build pipeline forecast (UC5) using stage-specific historical win rates </qui…