My drums were sounding great but as I played the pitch dropped. I tuned them again and they've been fine ever since. What happened?

Heads need time to stabilize or "seat" into the rims and conform to the bearing edges. You can seat the heads by playing but a quicker way is to press the heads with your hands (like giving CPR) while tuning the drums.