>>Querying from a table of 500,000 rows  or querying from a table of 1 million rows?

Not really a big difference. If at least the table is indexed of course.
The nature of b-trees structure in indexes makes the overhead roughly like the logarithm of the number of rows, and the logarithm of 1 million is not that higher than the logarithm of 500 000.

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