Facebook Ad Fraud: How Can Advertisers Combat Paid Likes?

After making it harder for Facebook Page owners to gain followers organically, advertisers are paying Facebook to generate likes, but finding non-existent engagement. Now what? If your want legitimate likes, here are some things you can do.