A Privacy-Friendly Analytics Setup That Actually Helps

A privacy-friendly analytics setup for small SaaS teams

If you run a technical indie SaaS, you probably do not need more data. You need better defaults: a setup that answers a few product questions without collecting everything in sight. Privacy-friendly website analytics can do that well when you treat it as a measurement plan, not a dashboard dump.

Start with the decisions you actually want to make

Before you add a script tag, write down the next three product decisions you expect analytics to support. For most tiny teams, those decisions look like this:

• Which landing page changes improve signups?
• Which activation step causes the most drop-off?
• Which features do engaged users touch before they upgrade or churn?

That list is enough to keep your setup focused. If a metric does not help one of those decisions, it can wait.

Use a small measurement plan, not a huge event catalog

A lean plan usually covers four layers: acquisition, entry pages, activation, and retention. You do not need dozens of event names to get useful insight.

• Page views for key marketing pages
• Sign-up or trial start
• One activation event that marks first real value
• One or two product actions that signal ongoing use

Keep each event tied to a question. For example, "started project" is useful if it tells you who moved from browsing to building. "Clicked button" is rarely useful on its own.

Prefer simple identity and minimal collection

Privacy-friendly analytics works best when you collect the minimum needed to connect sessions into a product story. That often means avoiding cross-site tracking, ignoring unnecessary personal data, and using first-party measurement where possible.

• Do not collect fields you never review
• Avoid tracking every click by default
• Use anonymous or pseudonymous visitor records when possible
• Keep retention windows short enough to match your actual decision cycle

This keeps the system easier to trust, easier to explain, and easier to maintain.

A simple setup flow you can ship in a day

• Add the script tag to your main app and marketing site
• Track only the core pages and the few events in your plan
• Mark the activation event with a clear name and single definition
• Create one funnel from visit to signup to activation
• Check that each event appears once and only once
• Review the first week for missing or noisy data

If you cannot describe an event in one sentence, it is probably too broad. If two teammates would tag it differently, it is too vague.

What to look at every week