Half of building anything distributed is accepting that your data has to survive a trip. It gets serialized, shoved through a channel that does not care about it, and has to arrive intact on the other end. I think about this every time I order biryani, because biryani is one of the few foods explicitly engineered for transport, and most kitchens get the engineering wrong.
Here is the failure mode. Biryani is rice and meat that finished cooking together under steam. The moment you seal it hot into a plastic container, it keeps steaming itself in transit, and by the time it reaches you the rice has gone from separate grains to a wet clump. That is not a cooking problem, it is a state-in-transit problem: the food kept mutating after it left the kitchen because nobody accounted for the channel.
The kitchens that actually solve it do two things any backend dev would recognize. They vent the container so it is not a sealed steam chamber, and they under-cook the rice slightly on the assumption that residual heat finishes the job on the drive, which is basically pre-computing for expected latency. A place doing biryani built for delivery in Toronto is really just designing for the transport layer instead of pretending it does not exist.
The general point, and the reason I keep finding these analogies in food: anything you hand off has to be built for the handoff, not just for the moment it leaves your hands. Serialize for the channel you actually have, not the one you wish you had.
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