The analytics alternatives directory includes product, web, and business intelligence tools. Before comparing dashboards, write down the events and decisions they support.
- Define each event's trigger, properties, identity rules, and consent state.
- Send a small test journey with repeat visits, blocked cookies, and cross-device use.
- Compare counts, attribution windows, timezone boundaries, and sampling behavior.
- Test data deletion, access roles, export, and retention controls.
- Check whether the implementation adds latency or exposes sensitive fields.
Different counts do not automatically mean one provider is broken; they may encode different definitions. Document the definitions before migration.