What I like best about Piano Analytics is its flexibility and the quality of its data model. The event/property structure makes it easy to design a consistent tracking plan across many different interfaces, and it integrates smoothly with Google Tag Manager, which simplifies deployment and maintenance. The platform also puts a strong emphasis on data privacy and compliance, which is a major asset for a group like ours. Finally, the analysis tools (Data Query, custom reports and dashboards) let our teams get actionable insights quickly without depending on a developer for every request. Review collected by and hosted on G2.com.

What I would like to see improved is the level of autonomy we have on monitoring. Today, it is difficult to independently track API calls and their status, which limits our ability to quickly detect and diagnose issues without going through support. I would also appreciate better governance and traceability features around properties and events: being able to see where each property or event is used (which reports, which dashboards, which users), and how they relate to each other (which events a property is attached to, for instance). This kind of visibility would make it much easier to maintain a clean tracking plan, assess the impact of a change, and clean up unused elements at scale. Review collected by and hosted on G2.com.