"what is the best way to insert multiple rows in php pdo mysql?" Code Answer
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You have at least these two options:
As you can see the first version features a lot simpler code; however the second version does execute a batch insert. The batch insert should be faster, but I agree with @BillKarwin that the performance difference will not be noticed in the vast majority of implementations.