Analytics for Solo Builders: The First 100 Users Framework
- kate frese
- Apr 24
- 1 min read
When you're building solo, analytics isn't about vanity dashboards—it's about making the next build decision with confidence.
If you're approaching launch (or just launched), here's a practical "first 100 users" analytics approach that keeps you focused on learning speed, not noise.
The Mindset: Instrument Decisions, Not Everything
You don't need 200 events. You need answers to:
Are users reaching the aha moment?
What's blocking activation?
Do they come back?
What's the smallest change that improves retention?
The 5 Metrics That Matter Early
Activation rate — How many new users complete the key action that proves value?
Time-to-value (TTV) — How long from signup to aha? Shorter is usually better.
Drop-off points in the funnel — Where do users abandon: onboarding, permissions, first task, paywall?
Retention (D1 / D7) — Do users return the next day/week?
Top user-reported friction — Qualitative beats guesswork early.
A Simple Event Plan (Minimal but Powerful)
Track these core events:
signup_completed
onboarding_step_completed
core_action_completed
paywall_viewed
subscription_started (if applicable)
feedback_submitted
Then add properties sparingly: platform, version, acquisition source.
The Weekly Loop (Solo-Friendly)
Run a weekly cadence:
Monday: Review funnel + retention
Midweek: Ship 1 improvement tied to a metric
Friday: Re-check the metric + read qualitative feedback
This keeps you iterating based on evidence, not vibes.
If you're building under the BlueVioletApps umbrella and want a clean launch-and-iterate rhythm, follow along—this is the exact solo-builder operating system we're using: ship, measure, learn, repeat.



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