Buy a cheap Kreg jig and do it that way. Will be much stronger, cheaper, and more of a "clean" look to it. I think the cheapest Kreg jig is like $20 or something. They sell packages of different length screws to fit whatever you would be drilling into (like the table top).
Buying a plate like...