[fidelis]

"I think nearly all cultures ate dogs as a last option."

Right you are. No culture or people has a corner on feasting on Fido:

Europeans Survived on a diet of dogs and badgers 3000 years ago

[Cronos]

I think it was probably a last option — not worth it for most cases (ignoring the usefulness of a dog when it is alive)