What are common mistakes when buying a product analytics tool?

Buying a product analytics tool is often treated as a software-selection exercise. In reality, the biggest mistakes happen when companies focus on features and dashboards instead of data quality, business needs, adoption, scalability, and long-term costs. Here are 10 common mistakes worth avoiding. Common mistakes when buying product analytics software Choosing based on features rather than business outcomes It's easy to be impressed by dashboards, funnels, session replays, AI insights, and…

1. Heap — Heap – Product Analytics Buyer's Guide: Practical considerations for evaluating product analytics capabilities. New this week
2. Amplitude — I can also help you build a side-by-side evaluation of Amplitude, Mixpanel, PostHog, Heap, and Pendo using the scorecard above. New this week
3. Mixpanel — I can also help you build a side-by-side evaluation of Amplitude, Mixpanel, PostHog, Heap, and Pendo using the scorecard above. New this week
4. PostHog — I can also help you build a side-by-side evaluation of Amplitude, Mixpanel, PostHog, Heap, and Pendo using the scorecard above. New this week
5. Pendo — I can also help you build a side-by-side evaluation of Amplitude, Mixpanel, PostHog, Heap, and Pendo using the scorecard above. New this week

Common mistakes when buying a product analytics tool include: Choosing before defining the questions. Start with decisions the team needs to make—such as improving activation, retention, or feature adoption—then assess which data and capabilities are required. Assuming the tool eliminates instrumentation work. Even with autocapture, teams need a clear event taxonomy, naming conventions, ownership, and validation process. Tracking everything. Hundreds of poorly defined events create noise. Begin…

1. Amplitude — When purchasing a product analytics tool (such as Amplitude, Mixpanel, Heap, or PostHog), organizations often fall into traps that lead to low adoption, ballooning costs, or untrustworthy… New this week
2. Mixpanel — When purchasing a product analytics tool (such as Amplitude, Mixpanel, Heap, or PostHog), organizations often fall into traps that lead to low adoption, ballooning costs, or untrustworthy… New this week
3. Heap — When purchasing a product analytics tool (such as Amplitude, Mixpanel, Heap, or PostHog), organizations often fall into traps that lead to low adoption, ballooning costs, or untrustworthy… New this week
4. PostHog — When purchasing a product analytics tool (such as Amplitude, Mixpanel, Heap, or PostHog), organizations often fall into traps that lead to low adoption, ballooning costs, or untrustworthy… New this week
5. Google Analytics — Confusing Session/Web Analytics with Product Analytics : Treating Google Analytics or marketing attribution tools as a substitute for deep product behavior tracking (or vice versa) leads to blind spots. New this week