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I like the way of matryer/moq a lot. Basically, it generates a func for each of the methods of an interface, therefore the behaviour is clear to everyone without too much abstraction.
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In our company projects we use https://github.com/gojuno/minimock for units
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Another alternative to use would be counterfeiter, it generates a type from your interface that could be used as a mock, stub or spy. I wrote a short post covering that tool if you're interested.
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I use mockery to generate mocks based on my interfaces: https://github.com/vektra/mockery
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I’m a fan of https://github.com/stretchr/testify
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