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CTE's are indeed nice, but can also make your queries substantially slower, at least in Postgres

That's mainly true because you don't have the benefit of an index when you join on a CTE, isn't it?

It'a slow even without indexes. In other cases, where the CTE is used multiple times in the same query, it can be faster