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Slow and unreliable with sqlite, but rock solid and amazing with postgres.
Today, every document I receive goes into my duplex ADF scanner to scan to a network share which is monitored by Paperless. Documents there are ingested and pre-tagged, waiting for me to review them in the inbox. Unlike other posters here, I find the tagging process extremely fast and easy. Granted, I didn't have to bring in thousands of documents to begin with but started from a clean slate.
What's more, development is incredibly fast-moving and really useful features are added all the time.
I haven't noticed any major performance issues with sqlite. What tasks improved for you when you moved to postgres?
Page loading times, general stability. Everything, really.
I set it up with sqlite initially to test if it was for me, and was surprised how flaky it felt given how highly people spoke about it. I'm really glad I tried with postgres instead of just tearing it down. But my experience is highly anecdotal, of course.