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How Good at Math Does a Programmer Need to Be?
(sh.itjust.works)
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Can't divulge too many details, but one example was when we had 2 options for solving a problem: 1. The "easy" way, storing a bunch small blobs to s3 as a job was running on an embedded device, or 2. The slightly tricky, implement streaming of said data on the device (not as easy as it sounds).
We went with option 1, the easy one, because it was deemed faster bang for the buck. I did some basic math showing that the bandwidth required upload the high number of blobs to s3 within our time budget was not possible on our uplink.
After we spend a month failing on 1., it was clear that we hit the predicted problem. Eventuelly we implement option 2.