CPA is total ad spend divided by the number of new customers acquired, and a lower value means more cost-effective customer acquisition; attributed CPA differs from true incrementality, because attribution merely credits a conversion to a certain channel, whereas incrementality means the user would not have converted anyway and converted only because they saw the ad.