What are the most common dropshipping scams?

What are the most common scams found in the world of e-commerce i.e. Shopify, Woocommerce etc? I'm thinking of getting into dropshipping but I'm not sure if it's profitable anymore and I really don't want to get scammed as I'm quite new to all this. Cheers!