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The current code base that i am working on is "legacy" ( not in the age but the way things are a laid out ) , although codebase is fairly new it follows outdated conventions like creating an interface for every concrete (service)class, fat services and thin models, procedural blobs of code .

What are some arguments for breaking (bad) conventions?

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Those are the very same for which you promote new conventions.The conventions you mostly mention are about design, it should be quite easy to reason about pros of a good OO design versus procedural.

Gabriel Ščerbák