I leaned heavily on Python's pickle module for serializing a few thousand entities to disk a few years ago. By streaming them to the application at startup time, it remained plenty fast for all datasets it'd encounter. I intended to replace it with SQLite one day, but I never had to. I could just keep them all in memory.

I'd probably choose something a bit safer now, but it was hard to beat the simplicity.