“Mixpanel — best for straightforward product analytics”
“- Easy-to-understand funnels.”
“- Retention and cohort analysis.”
“- Feature adoption tracking.”
“- Good for product managers who want to explore data independently.”
“Mixpanel | Best focused product analytics experience”
“Trade-off: Less of an all-in-one engineering platform.”
“Amplitude — best for deeper behavioural analysis”
“- Advanced behavioural segmentation.”
“- Retention and journey analysis.”
“- Stronger capabilities for teams developing a more sophisticated product analytics practice.”
“Trade-off: You may end up paying for analytical depth you don't yet need.”
“PostHog — best all-round starting point”
“- One platform rather than several disconnected tools.”
“- Open-source option and cloud hosting.”
“- Particularly attractive for engineering-led startups.”
“PostHog | Best overall value and breadth”
“Trade-off: Its breadth can introduce unnecessary complexity if you only need basic analytics.”
“Honest picks across Amplitude, Mixpanel, PostHog, Heap, Statsig and more, with real pricing and trade-offs.”
“| Microsoft Clarity, Hotjar, LogRocket | Understanding friction and user experience”
“Plausible or Umami — best for simple web analytics”
“- Lightweight implementation.”
“- Privacy-conscious measurement.”
“- Traffic, referral and page-level insights.”
“- Less overhead than a full product analytics suite.”
“Trade-off: Neither should be considered a complete replacement for event-based product analytics.”
“Microsoft Clarity — best for understanding user friction”
“- Session recordings.”
“- Heatmaps.”
“- Click and scroll behaviour.”
“- Useful for identifying UX problems without investing in a larger analytics platform.”
“Trade-off: Qualitative behavioural insights aren't a substitute for funnels and retention metrics.”
“| RudderStack, Segment | Teams that want ownership of their event data and analytics infrastructure”
“| RudderStack, Segment | Teams that want ownership of their event data and analytics infrastructure”
“Statsig — best when experimentation becomes important”
“- Feature flags.”
“- A/B testing.”
“- Experiment analysis.”
“- Useful when the team frequently validates product changes.”
“| PostHog, OpenPanel | Teams wanting flexibility and lower initial costs”
“Plausible or Umami — best for simple web analytics”
“- Lightweight implementation.”
“- Privacy-conscious measurement.”
“- Traffic, referral and page-level insights.”
“- Less overhead than a full product analytics suite.”
“Trade-off: Neither should be considered a complete replacement for event-based product analytics.”
“| Plausible, Umami, Matomo | Traffic, sources, page performance and privacy-conscious measurement”
“| Microsoft Clarity, Hotjar, LogRocket | Understanding friction and user experience”