Why do my available items for purchase look different than other peoples?

I check Scrooge’s store daily and always buy everything. But I never receive any of the same items that people post on here that they snagged this week. The items people find are so cool and my stuff seems boring! I’m pretty much done with the game, just waiting on Stitch.