The Supplies section of the Store is a great place to find Gear Pieces and Superstar Shards.

The items available in Supplies are selected at random and refresh automatically every 8 hours. If you'd like to see a new selection sooner, you can spend Diamonds to refresh the list manually.

Please note that the Diamond cost to refresh the Supplies section increases the more frequently you use the refresh option.