Power-ups appear on the game field once you match four or more pieces of the same type. These are what's available in the game right now: horizontal bomb, vertical bomb, radial bomb, rainbow bomb.
You can swap a power-up with an adjacent piece, and it will explode after you swap it. You can also double tap a power-up, and it will explode without moving to another cell.