The Functional Core, Imperative Shell Paradigm

When To Use

• Separating pure business logic from side effects
• Improving testability through immutable domain models

When NOT To Use

• Performance-critical hot paths where immutability overhead matters
• Purely imperative codebases with no plans to adopt functional patterns

When to Employ This Paradigm

• When business logic is entangled with I/O operations (e.g., database calls, HTTP requests), making tests brittle and slow.
• When significant development time is spent rewriting adapters or dealing with framework churn.
• When you require a suite of fast, deterministic unit tests that operate on plain data, complemented by a thin integration testing layer.