SaaS Product Analytics Setup Guide
Most SaaS teams either track everything or nothing. This guide gives you a structured event taxonomy and four dashboards that inform real product decisions.
Good analytics starts with a clear event taxonomy. This guide covers the five event categories every SaaS product needs, plus four dashboards that turn raw data into decisions.
Event Taxonomy: Five Categories
Account events
signup_completed, plan_upgraded, plan_downgraded, account_deleted
Purpose: Track the customer lifecycle from creation to churn
Activation events
first_project_created, first_invite_sent, first_integration_connected
Purpose: Measure whether new users reach their "aha" moment
Feature usage events
feature_used (with feature_name property), export_completed, report_generated
Purpose: Understand which features drive engagement and retention
Engagement events
session_started, page_viewed, search_performed
Purpose: Track overall product health and usage frequency
Error events
error_encountered (with error_type), api_failure, timeout_occurred
Purpose: Surface reliability issues that affect user experience
Four Essential Dashboards
| Dashboard | Key Metrics | Review Frequency |
|---|---|---|
| Activation funnel | Signup → Core action → Aha moment → Retained at day 7 | Daily |
| Feature adoption | Unique users per feature, feature discovery rate, feature retention | Weekly |
| Engagement health | DAU/MAU ratio, sessions per user, average session duration | Weekly |
| Revenue signals | Upgrade rate, expansion revenue, churn by cohort | Monthly |
FAQ
What analytics tool should I use?
For early-stage SaaS, start with a product analytics tool like Mixpanel, Amplitude, or PostHog. Avoid building custom analytics until you have proven what you need to track.
How many events should I track?
Start with 15-25 events covering the five categories above. You can always add more later. Over-instrumentation creates noise that makes analysis harder, not easier.
Should I track everything from day one?
No. Instrument the activation funnel and core feature usage first. Add engagement and error tracking once your activation metrics stabilize.
Key Takeaways
- Organize events into five categories: account, activation, feature usage, engagement, and errors.
- Start with 15-25 events. Over-instrumentation creates noise.
- Build four dashboards: activation funnel, feature adoption, engagement health, and revenue signals.
- Instrument the activation funnel first — it tells you whether new users find value.
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