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Do you need a web app, or would a mobile app do? There are a number of medication trackers and one specifically for tracking stuff like this called Track & Graph. The DB export is a SQLite DB, which can be SyncThing'ed to a computer and worked with with whatever rolls you like.
This is what I was thinking.
Syncthing will be the quickest to set up.
There's a potential for collisions but that would likely be manageable.