Limits on feeding would be the issue at hand. As you've said, the city has enough people that those poorest would not be noticed as missing until very, very late.

[Alucard doesn't like this discussion. At all.]

Someone who's the wrong person and too clever would rely on natural disasters to enable this sort of thing. Hurricanes do happen, from time to time.