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Comment by nicoburns
I've seen similar with Firebase. Luckily I took over as tech lead at this company, so I was able to migrate us to Postgres. Amusingly, as well as being more reliable, the Postgres version (on a single small database instance) was also much faster than the previous Firebase-based version (due to it enabling JOINs in the database rather than in application code).