Picking a product analytics tool in 2026 means choosing between a dozen mature options that all claim to do the same thing. This is a developer's field guide to how Google Analytics 4 (GA4), PostHog, Mixpanel, Amplitude, Heap, Pendo, Statsig and the rest actually differ — on data model, instrumentation, self-hosting, and price.
