https://cloud.google.com/tasks is such a good model and I really want an open source version of it (or to finally bite the bullet and write my own).

Having http targets means you get things like rate limiting, middleware, and observability that your regular application uses, and you aren’t tied to whatever backend the task system supports.

Set up a separate scaling group and away you go.