This is a pun.  When asking about a suspicious offer in a store or market, one might say 'what's the catch' to mean 'what is the hidden requirement or cost of this deal?'.  When talking about fish, the whole group of fish caught that day might just be referred to as 'the catch'.
There was a sale at the fish market today . I went to see what was the catch .