What are your tried and true remedies for itchy bug bites?

Calamine Lotion dabbed on with a cotton ball at the site of the bug bite does a good job with itching.
If you live in a location where fire ants are a problem, keep some apple cider vinegar on hand. It neutralizes the venom and gives instant relief.