MIgardener: What Causes Tomatoes to “Catface” and How to Prevent It

Tomatoes are known to have an issue called “cat facing”, where they get scarred, and sometimes have holes, pickets, bumps, and lumps that make them far from a perfect round shape. What causes this, and what can be done to prevent it?