
Data Debt: The Revenue Leak Nobody Talks About
Engineering teams have talked about tech debt for 20 years. Revenue teams have the same problem and no vocabulary for it.
Landscape analysis of GTM, growth, marketing, and revenue shifts.

Engineering teams have talked about tech debt for 20 years. Revenue teams have the same problem and no vocabulary for it.

Funnels measure what you lose. Loops measure what compounds. The mental model upgrade most GTM teams haven’t made yet.

AI revenue velocity is rewriting every GTM benchmark we have. The question is whether any of it sticks.

Organic, paid, social, content — all structurally degrading. The question is whether the channel model itself is ending.

The conflation that’s warping org charts, budgets, and hiring, plus what the GTM engineer role tells us about where this is heading

Product-market fit used to be a destination. In AI, it’s a moving target.

ClickUp lost 97.6% of its blog traffic in 15 months. From 1.19 million monthly organic visits in January 2025 to under 29,000 by April 2026. This was not a penalty. There was no manual action. The domain itself held relatively steady, declining only 57.8% over the same period. Google did not punish the brand. It […]

Why the relationship between headcount and revenue is breaking, and what it means for how we build companies

Building is cheap. Distribution is expensive. The best GTM teams figured this out first.

Two-thirds of searches end without a click. The implications for B2B content are bigger than most teams realize.

Why the teams booking 400+ meetings per quarter aren’t working harder