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Millions of rows for modern DBMS - sheer nonsense.
As fast as possible depends not just stupidly on the database.
And from your brain - what kind of database structure you will make, what indexes, etc., etc.
If you want as fast as possible - Tarantool.
But it's like shooting sparrows from a cannon.
It all depends on the architecture of the database itself and the performance of the server, start with MySql.
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