Is it better to buy airline tickets before or after Memorial Day for travel in August?

There is no absolute answer to this question, however it is best to start a few months a head of time and just keep checking the web sites for any deals. Southwest is usually the best for this situation. They will generally post deals a couple months ahead of time.