I think QGIS.org now offers the same download with a less chaotic-sounding source, and building the GDAL Python bindings against it has been consistently easy for me: https://github.com/PlanScore/PlanScore#gdal
Meanwhile uptown: https://twitter.com/michalmigurski/status/1083127133440860160
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