Different catfish species prefer different baits. Channel catfish are attracted to prepared baits, or stink baits, usually cheese or meat-based. Blue catfish respond well to cut bait like herring, shad, or skipjack. Flathead catfish prefer live bait, such as small sunfish or perch.