Is having millions of tables and millions of rows within them a common practice in MySQL database design?

1 - Definitely not. Almost anyone you ask will tell you millions of tables is a terrible idea.

Millions of rows is perfectly normal usage, and can respond quickly if properly optimized and indexed.

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