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I thought data lake was more of an advertising phrase, to show off how much data you have/can handle

Web scale

Add data warehouse to this list too.

Normalisation, relations, the filesystem, ..? I'm more curious about your view of a 'data lake' which is met by adding a filesystem to a db?

Normalisation, relations,

What does that mean?