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Blog posts of '2026' 'August'

Breaking the 2-Association Cap: Why SQL is Required for Complex HubSpot Attribution
Revenue attribution is one of the most valuable analyses a RevOps team can run, and one of the most consistently frustrating to build in HubSpot. Not because the data isn't there — it usually is. But because answering...
The One RevOps Report HubSpot Can't Build: Joining Marketing, Sales, and Customer Success Data in a Single Query
Every RevOps practitioner has been here: a senior leader asks why last quarter's marketing spend didn't show up in closed revenue, and the answer requires pulling three separate HubSpot exports into a spreadsheet before...
Why RevOps Can't See the Full Funnel in HubSpot - And How Cross-Object SQL Changes That
Most RevOps teams did not discover HubSpot's full-funnel problem by reading documentation. They discovered it when an executive asked a question that should have been simple — "of the leads we generated from the Q3...
Why HubSpot's Single-Object Reporting Breaks Down for Revenue Teams (And What Real SQL Fixes)
The Wall: When Native CRM Reporting Hits Its Limit For early-stage startups, HubSpot's native reporting is often sufficient. You can track deal velocity, monitor pipeline changes, and see which owners are hitting their...
What MCP Actually Does to Your HubSpot Data (And Why the SQL Layer Matters More Than the AI)
If you have been reading about MCP lately, the headlines probably make it sound like a magic connector that lets ChatGPT or Claude "talk to" your tools. That is not wrong, but it obscures the part that actually…
Beyond Single-Object Reporting: Solving Complex Revenue Attribution in HubSpot with SQL
For most RevOps and Finance teams, HubSpot is the single source of truth for pipeline and customer activity. However, as a company matures, the questions leadership asks move beyond simple metrics like "Total Pipeline Value" or "Deal Count by Owner."