Functional Programming Best Practices in Java
| Practice | Description | 
| Prefer immutability | Avoid changing object state; use final variables and immutable data structures. | 
| Use pure functions | Functions should not have side effects (e.g., modifying global state or I/O). | 
| Avoid shared mutable state | Ensures thread-safety and better modularity in concurrent environments. | 
| Use functional interfaces effectively | Leverage built-in ones ( Function,Predicate, etc.) and create custom ones. | 
| Favor declarative over imperative | Describe what to do using Streams, not how (avoid loops and manual logic). | 
| Chain operations with Streams | Use operations like map(),filter(), andcollect()fluently. | 
| Minimize side effects in lambdas | Avoid modifying external variables in lambda expressions. | 
| Use method references | Improve readability where lambdas just call existing methods. | 
| Use Optional to handle nulls | Avoid null checks by wrapping results in Optional. | 
| Avoid stateful operations in streams | Ensure stream operations don’t depend on mutable or external state. | 
 
 
Common Functional Coding Patterns in Java
| Pattern | Description | Example Usage | 
| Map | Transform elements from one type to another. | list.stream().map(String::length) | 
| Filter | Select elements based on a condition. | list.stream().filter(s -> s.length() > 3) | 
| Reduce | Combine elements to a single value. | stream.reduce(0, Integer::sum) | 
| Compose functions | Use andThen()/compose()to chain functions. | f1.andThen(f2) | 
| Lazy evaluation | Streams evaluate elements only when needed (terminal ops like collect). | Avoid unnecessary computation | 
| Currying | Transform a function that takes multiple arguments into a chain of functions. | Simulated with lambdas (manually nested) | 
| Memoization | Cache expensive computations (not built-in; implement manually if needed). | Useful for performance in recursive tasks | 
| Predicate chaining | Combine conditions with and(),or(),negate(). | p1.and(p2).negate() | 
| Optional chaining | Use map(),flatMap(),orElse()onOptionalfor safe value handling. | Optional.of(value).map(...).orElse(...) | 
 
 
Functional programming in Java encourages writing clean, modular, testable, and thread-safe code. By adhering to best practices like using pure functions, avoiding shared state, and leveraging powerful coding patterns like map, filter, and reduce, developers can unlock a more expressive and efficient coding style — blending the strengths of both OOP and FP paradigms in modern Java development.