Yeah, it's like their algorithm misses that once you've got X, you probably don't want X (at least not for a while).

But I wonder why they don't just flip the prediction? If you bought X, then advertise anything but X.

Like if you bought a toilet seat, they might advertise toilet paper instead (which would be good, because all the stores around here just ran out...)