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How to Set Up Startup Analytics Without the Overwhelm

6 min read

A simple analytics setup for early startups: what to decide first, which free tools to use, how to name events, three dashboards and Kenyan privacy rules.

To set up startup analytics without drowning in data, write down one question you need answered, then track only the 5 to 8 events that answer it. Use one product analytics tool, such as PostHog or Mixpanel, both free up to 1 million events a month, plus Google Analytics 4 or Plausible for website traffic. Build three dashboards and review them weekly.

I co-founded Hackhouse, a builders' hub in Nairobi. Analytics only helps when it changes a decision, so this guide starts with the decision and keeps the tool list short. I checked every plan and limit on 5 November 2026.

What should I decide before choosing an analytics tool?

  • One question for this month. For example: why do most sign-ups never make a second visit?
  • One North Star metric that shows value delivered. For a payments product it might be successful transactions per active user; for a marketplace, completed orders; for a learning app, lessons finished.
  • 5 to 8 events on the path to that metric, such as sign-up completed, first transaction and repeat visit.
  • An owner for the tracking plan, and access to your website, app code and any USSD or WhatsApp flow.

If you cannot say which decision an event would change next week, leave it out for now.

Which analytics tools should a startup use in 2026?

  • PostHog: product analytics, session replay and feature flags in one place. The free tier resets every month and includes 1 million events and 5,000 session replays. Usage stops at the free limits unless you add a card, and PostHog offers discounts for startups.
  • Mixpanel: product analytics with a free plan of up to 1 million events a month and no card needed. It also runs a startup programme.
  • Google Analytics 4: free and strong on where website visitors come from. On standard properties you can keep user-level and event-level data for 2 or 14 months, which limits explorations and funnel reports, so export anything you need for longer.
  • Plausible: light, cookie-free web analytics. Plans start at US$9 a month for up to 10,000 monthly pageviews, with a 30-day free trial.
  • Microsoft Clarity: free heatmaps and session recordings for websites.
  • Metabase: once your data sits in a database, the open source version is free to self-host and lets teammates build charts without writing code.

Start with one product analytics tool plus one web traffic tool. Two tools are enough for most early teams.

How do I name and track events?

Messy event names today become unreadable dashboards in six months. Pick one convention and write it down. A common one is object then action, in lowercase with underscores: signup_completed, transaction_succeeded, cart_abandoned.

  1. Install the snippet or SDK for your chosen tool.
  2. Add only the events from your list.
  3. Attach a few properties to each event, such as amount, county, plan and channel, so you can slice the data later.
  4. Test every event in the tool's debug view before you trust a chart.
  5. Keep a tracking plan in a spreadsheet: event name, when it fires, its properties and its owner.

If many of your users reach you through USSD, SMS or WhatsApp, a browser snippet will miss them. Send those events from your server so the whole business shows up in one place.

Which dashboards should an early-stage startup build?

  • Acquisition: where users come from and which channels convert. Google Analytics 4 or Plausible covers this.
  • Activation and retention: the funnel from first visit to your North Star, plus a weekly retention curve. PostHog or Mixpanel covers this.
  • Revenue: transactions, revenue per user and where people drop off between sign-up and first payment.

The revenue view feeds straight into your unit economics, which our guide to unit economics for startups explains.

How do I run a weekly analytics review?

Block 30 minutes every week. Open the three dashboards and compare them with your question for the month. Then answer three things in writing: what surprised you, what it suggests trying and which single experiment you will run this week. Next week, check whether the number moved.

A retention curve that flattens out is a common sign of product-market fit. Our guide to the signs of product-market fit shows what to look for.

What privacy rules apply to startup analytics in Kenya?

Analytics data often includes personal data, such as emails, phone numbers and what people typed on screen. Mask form fields in session recordings, avoid sending names or phone numbers as event properties and give each user an internal ID instead.

Be careful if you use analytics data to market to people. Section 37 of Kenya's Data Protection Act 2019 bars using personal data for commercial purposes without the data subject's express consent, unless another written law allows it (CIPIT, Strathmore University). Take legal advice on what your setup needs.

What analytics mistakes should I avoid?

  • Tracking everything, which buries the few events that matter.
  • Inconsistent names, such as SignUp, sign_up and signupComplete for one action.
  • Watching page views and total sign-ups while ignoring activation and retention.
  • Measuring only the web when much of your business runs on USSD, WhatsApp or low-end Android.
  • Skipping the weekly review, which is where the learning happens.

For a desk to set up your tracking plan, a Hackhouse day pass is KES 1,000, and our events are a good place to compare dashboards with other founders.

Key facts

  • PostHog's free tier includes 1 million events and 5,000 session replays a month.
  • Mixpanel's free plan covers up to 1 million events a month.
  • Google Analytics 4 standard properties keep user and event data for 2 or 14 months.
  • Plausible starts at US$9 a month for up to 10,000 pageviews, with a 30-day trial.
  • Microsoft Clarity offers free heatmaps and session recordings.
  • Kenya's Data Protection Act 2019 requires express consent for commercial use of personal data.

Frequently asked questions

What is the best free analytics tool for a startup?

For product analytics, PostHog and Mixpanel both have free plans up to 1 million events a month. For website traffic, Google Analytics 4 is free. Many teams use one of each.

How many events should I track at first?

Start with 5 to 8 events on the path to your North Star metric. Add more only when a decision needs them.

How long does Google Analytics 4 keep data?

On standard properties you can set user-level and event-level data retention to 2 or 14 months. The setting affects explorations and funnel reports, while standard aggregated reports are unaffected.

How do I track USSD or WhatsApp users?

Send events from your server when a USSD session or WhatsApp conversation reaches a key step, using the same names and properties as your app events.

Sources

Go deeper with us. Join the Hackhouse community for conversations that go beyond the surface, where builders share the hard-won lessons that never make it into press releases.

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