Seconded on snowplow. Piwik/Matomo are showing their age, you don't really control your data with Adobe/GA/MixP/etc, and building from scratch seems easy... til it's not. Either use snowplow as is, or at least learn from it to see how they solved issues so you can avoid some basic mistakes (their data QA on input from the trackers, for example, is very well handled).