Article · 18 min read

The Ultimate Guide to Marketing Analytics for SaaS Companies

Ninad Pathak · Factors.ai Free Intermediate

Good specifically on data silos and on the difference between marketing analytics, product analytics and attribution, which is the confusion that keeps five tools disagreeing with each other.

  • Average SaaS CAC across industries is quoted at 704 dollars.
  • An average SaaS business gets 16 percent of new ACV from upselling existing customers.
  • Existing customers are 50 percent more likely to buy and spend 31 percent more than new ones.
  • Position-based attribution gives 40 percent each to the first and last interaction, splitting the rest.
Open on factors.ai ↗

The question it answers

  1. Our numbers live in five different tools and none of them agree. How do I build one source of truth?

Read with it

  1. The clearest single document on what a revenue data model should look like end to end, from lead through renewal and expansion.... Winning by Design Report · 46 page PDF The Bowtie Standard Winning by Design
  2. An eight step sequence for cleaning a CRM that correctly puts validation at the point of entry before the backfill, which is... Default Article · 14 min read CRM Data Hygiene: 2026 Best Practice Guide (+ Checklist) Stan Rymkiewicz
  3. Written by an Indian B2B attribution company, this walks through single touch versus multi touch models and, more usefully,... Factors.ai Article · 16 min read Sales Attribution: The Complete Guide for B2B Marketers Vrushti Oza
  4. Video · 51 min Farewell, Single Source of Truth: A New Way for RevOps to Data RevOps Co-op
eChai Partner Brands The partnership →