There's no getting around it, frameworks on Mesos are distributed systems.
Distributed systems must deal with failures, and partitions (the two are indistinguishable from a system's perspective).
Concretely, what does this mean for frameworks? Mesos uses an actor-like message passing programming model, in which messages are delivered at-most-once. (Exceptions to this include task status updates, most of