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Comment by simlevesque

8 hours ago

It doesn't have to all live in the same Parquet file. you can have a Parquet file for all your historical data, plus one for the current week which is updated often cheaply, and then when the week is over you merge that into your big parquet file.

You're making it seem like there's hard limits to what can be done but while there definitely is, you can do incredible stuff.

And then you eventually just take the weekly files and combine them and you've reinvented data lakes with worse (no) metadata management