Alan Viana’s Post

🗄️ dataclass + Protocol Dict-based code scales until the first refactor. Passing dicts feels fast. Flexible. Obvious. Then the system grows. Key mismatches appear at runtime. Contracts live in Slack threads. Refactors feel risky. The fix is explicit contracts. Use dataclass for shape. frozen=True makes it immutable. Safer for shared state. Use Protocol for boundaries. Any class with a matching get() method satisfies the contract. No inheritance required. Refactors become predictable. Testing becomes simpler. Type checkers catch mismatches early.🔵 ⚪ #Python #SoftwareArchitecture #BackendDevelopment

  • python dataclass example

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