“2. Mixpanel Best for event exploration”
“Best for event exploration”
“A strong option for teams that want to investigate which users completed each step and where conversion breaks down.”
“My initial recommendation: PostHog if debugging discrepancies is your primary objective; Amplitude if funnel analysis and behavioral insights are your primary objective.”
“Best for funnel analysis”
“Amplitude explicitly documents how funnel counting, conversion windows, and filters affect results.”
“Amplitude explicitly documents differences between funnel and event-segmentation counting, including how conversion windows, step ordering, and filters affect results.”
“My initial recommendation: PostHog if debugging discrepancies is your primary objective; Amplitude if funnel analysis and behavioral insights are your primary objective.”
“Best for technical debugging”
“PostHog, for example, distinguishes between distinct_id and person profiles, which makes this investigation particularly practical.”
“For PostHog, you can also investigate its event and person data directly using SQL.”
“Particularly useful when you suspect that instrumentation is incomplete or users are taking unexpected paths through your product.”
“Amplitude Mixpanel PostHog Heap GA4 Other / Multiple tools”
“dbt Build consistent event definitions and reusable funnel models in your warehouse.”
“Google BigQuery Store and query canonical event data for independent reconciliation.”