How do DemandLinks-style structured links help analytics?

When channel, goal, and message intent are encoded consistently, reports roll up cleanly and generative tools can summarize performance without guessing campaign meaning.

What should we document alongside UTMs?

Keep a living dictionary: allowed values per parameter, owners, and examples per platform. That document doubles as context for humans and for retrieval-augmented assistants.

SaaS Trial Attribution Using UTMs and Product Events

Carry UTMs into your product analytics identity graph as soon as accounts are created.

Overview

Map anonymous web sessions to workspaces without losing original source/medium.

Why it matters

Align trial start events with the same campaign keys finance uses for CAC.

Implementation playbook

Instrument in-app milestones with stable names parallel to UTM dimensions.

Next steps

Review weekly with growth and finance.

Frequently asked questions

Who should read this guide on SaaS Trial Attribution Using UTMs and Product Events?: Carry UTMs into your product analytics identity graph as soon as accounts are created.
How do DemandLinks-style structured links help analytics?: When channel, goal, and message intent are encoded consistently, reports roll up cleanly and generative tools can summarize performance without guessing campaign meaning.
What should we document alongside UTMs?: Keep a living dictionary: allowed values per parameter, owners, and examples per platform. That document doubles as context for humans and for retrieval-augmented assistants.