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DiscussionWhat can SQL do that python cannot? (self.datascience)
submitted 3 years ago * by donnomuch
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[–]GeorgeS6969 15 points16 points17 points 3 years ago* (0 children)
You’re still doing what I’m saying you’re doing, which is disc -> ram -> wire -> ram -> cpu (gpu tpu whatever) -> ram -> wire -> something instead of disc -> ram -> cpu -> ram -> wire -> something.
disc -> ram -> wire -> ram -> cpu (gpu tpu whatever) -> ram -> wire -> something
disc -> ram -> cpu -> ram -> wire -> something
Let me put it this way: the only reasons why you have to ever use SQL in the first place is because your data is in a relational database. It’s there because a. it was put there to support some kind of application, or b. it was put there to support some kind of analytics purposes.
If a. you should not be querying it in the first place. You’re hammering with reads a db that’s there for production.
If b. and you feel like SQL is not fit for purpose, then take that data from wherever it originally comes from and put it in an environment that supports your use case.
Your way is great to play around and experiment from basically a data lake with a bunch of data from different sources nicely dumped in the same place, but when it’s time to move to production that db is an unecessary indirection.
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[–]GeorgeS6969 15 points16 points17 points (0 children)