this looks quite clever, opening doors via a code? nice. that would certainly get my attention.
One thing, are you guys doing any modelling using graphs? or is all your data normalized and stored in relational DBs?
I can't speak for the data science stack, but everything in the web stack is Postgresql (with the exception of Redis for background jobs and things of that nature).