How we connected off-page content to actual revenue with a small Calendly to HubSpot webhook

Short summary

A SaaS company solved broken attribution tracking by combining strict UTM naming, a Calendly webhook that captures booking data, and a Python handler syncing UTMs to HubSpot. This simple approach revealed which off-page channels (Reddit, Medium, podcasts) actually generated revenue, including an unexpected source: AI assistants citing their content. The key lessons: enforce conventions consistently and ensure webhooks fire reliably on every event.

• •Strict UTM convention enforced in CI prevents bad data at the source
• •Calendly webhook on invitee.created captures and forwards tracking to HubSpot
• •Revealed that AI assistants citing content became a major demo-booking source

Generated with AI, which can make mistakes.