I've been using app engine for a year and a half or so all on M/S and 
regularly see this DeadlineExceeded error trouble as well.  It's definitely 
not an app side issue but more like bad weather in the infrastructure that 
comes as goes.  Things can go for a couple months running smoothly with 
zero errors then hit a rough patch of a few days to a week of random 
DeadlineExceeded errors every few seconds or minutes.  It can be very 
frustrating since there's no predicting when this will strike you and 
especially bad if there are important things going on with your app at that 
time!

I also really hope this is a M/S issue only and do plan to move to HRD but 
also need to migrate tons of blobstore data.

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