Inconsistent data across different date ranges (both Workspace and API)
I have a funnel for the payment process in our app. I made a segment out of this funnel (using "Create segment from touchpoint"), and then a metric out of this segment (using Unique Visitors).
When I choose a date range of 31 months (Jan 1 2019 - Jul 31 2021) I get 9511871 Unique Visitors for July 2021.
When I choose a date range of 24 months (Aug 1 2019 - Jul 31 2021) without changing anything else, I get 9453538 Unique Visitors for July 2021.
This is strange, because the amount of Unique Visitors in each month should be completely independent of the other months (the metric I created does not have any reference to the date, nor a "Then" clause).
Any idea what might be causing this?