CPA is a professional term that means “Cost Per Action”; in other words, this is the payment you will receive for every “Action” your viewers perform.
An action can be a click on an ad (and then it is called CPC – cost per click), downloading an app, registering for a service, making a purchase, etc.
You’ll see the action’s exact definition in the ad’s brief on the opportunities page.