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table size performace

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How many rows does it take for select performance on a
table to degrade? I hope this question isn't to
ambiguous (ie lollipop licks). But seriously, 100,000?
1,000,000? 10,000,000? With just a regular lookup on
an unique index. Nothing crazy or aggregate.

EX: select * from bigtable where id = 123456789

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