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The Uber Go Style Guide is a good way to help folks ramp up on Go development patterns.
I would use both.. Java solves a lot of problems very easily ( check out quarkus.io ) .. go is pretty cool and solves a lot of problems better suited... I think having a combo of both in your application would be very beneficial.. either way, you will run into situations where you'd long to solve in java .. and say go will be a better fit.
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