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Clean Code: Managing Side Effects with Functional Programming

Mary-Kate Olsen
Mary-Kate OlsenOriginal
2025-01-10 22:29:45373browse

Clean Code: Managing Side Effects with Functional Programming

Side effects can make code unpredictable and hard to maintain. Let's explore how functional programming helps us handle them effectively.

What Are Side Effects?

A function creates a side effect if it does anything beyond taking inputs and returning outputs. Some common side effects include:

  • Changing global variables
  • Modifying input parameters
  • Writing to files or databases
  • Making API calls
  • Updating the DOM
  • Logging to console

Why Side Effects Can Cause Problems

Here's an example that shows problematic side effects:

let userProfile = {
  name: "Alice Johnson",
  email: "alice@example.com",
  preferences: {
    theme: "dark",
    notifications: true
  }
};

function updateUserTheme(newTheme) {
  userProfile.preferences.theme = newTheme;
}

function toggleNotifications() {
  userProfile.preferences.notifications = !userProfile.preferences.notifications;
}

// Multiple functions modifying the same global state
updateUserTheme("light");
toggleNotifications();

console.log(userProfile); // State is unpredictable

This code has several issues:

  1. It uses global state
  2. Multiple functions can change the same data
  3. Changes become difficult to track
  4. Testing gets complicated

A Better Solution with Pure Functions

Here's an improved version using functional programming principles:

const createUserProfile = (name, email, theme, notifications) => ({
  name,
  email,
  preferences: {
    theme,
    notifications
  }
});

const updateTheme = (profile, newTheme) => ({
  ...profile,
  preferences: {
    ...profile.preferences,
    theme: newTheme
  }
});

const toggleNotifications = (profile) => ({
  ...profile,
  preferences: {
    ...profile.preferences,
    notifications: !profile.preferences.notifications
  }
});

// Usage
const initialProfile = createUserProfile(
  "Alice Johnson",
  "alice@example.com",
  "dark",
  true
);

const updatedProfile = updateTheme(initialProfile, "light");
const finalProfile = toggleNotifications(updatedProfile);

console.log(initialProfile); // Original state unchanged
console.log(finalProfile);   // New state with updates

Practical Example: File Operations

Here's how to handle necessary side effects in file operations using functional programming:

// Separate pure business logic from side effects
const createUserData = (user) => ({
  id: user.id,
  name: user.name,
  createdAt: new Date().toISOString()
});

const createLogEntry = (error) => ({
  message: error.message,
  timestamp: new Date().toISOString(),
  stack: error.stack
});

// Side effect handlers (kept at the edges of the application)
const writeFile = async (filename, data) => {
  const serializedData = JSON.stringify(data);
  await fs.promises.writeFile(filename, serializedData);
  return data;
};

const appendFile = async (filename, content) => {
  await fs.promises.appendFile(filename, content);
  return content;
};

// Usage with composition
const saveUser = async (user) => {
  const userData = createUserData(user);
  return writeFile('users.json', userData);
};

const logError = async (error) => {
  const logData = createLogEntry(error);
  return appendFile('error.log', JSON.stringify(logData) + '\n');
};

Handling Side Effects with Functional Programming

  1. Pure Functions
   // Pure function - same input always gives same output
   const calculateTotal = (items) => 
     items.reduce((sum, item) => sum + item.price, 0);

   // Side effect wrapped in a handler function
   const processPurchase = async (items) => {
     const total = calculateTotal(items);
     await saveToDatabase(total);
     return total;
   };
  1. Function Composition
   const pipe = (...fns) => (x) => 
     fns.reduce((v, f) => f(v), x);

   const processUser = pipe(
     validateUser,
     normalizeData,
     saveUser
   );
  1. Data Transformation
   const transformData = (data) => {
     const addTimestamp = (item) => ({
       ...item,
       timestamp: new Date().toISOString()
     });

     const normalize = (item) => ({
       ...item,
       name: item.name.toLowerCase()
     });

     return data
       .map(addTimestamp)
       .map(normalize);
   };

Testing Pure Functions

Testing becomes much simpler with pure functions:

describe('User Profile Functions', () => {
  const initialProfile = createUserProfile(
    'Alice',
    'alice@example.com',
    'dark',
    true
  );

  test('updateTheme returns new profile with updated theme', () => {
    const newProfile = updateTheme(initialProfile, 'light');

    expect(newProfile).not.toBe(initialProfile);
    expect(newProfile.preferences.theme).toBe('light');
    expect(initialProfile.preferences.theme).toBe('dark');
  });

  test('toggleNotifications flips the notifications setting', () => {
    const newProfile = toggleNotifications(initialProfile);

    expect(newProfile.preferences.notifications).toBe(false);
    expect(initialProfile.preferences.notifications).toBe(true);
  });
});

Final Thoughts

Functional programming offers powerful tools for managing side effects:

  • Keep core logic pure and predictable
  • Handle side effects at the edges of your application
  • Use composition to combine functions
  • Return new data instead of modifying existing state

These practices lead to code that's easier to test, understand, and maintain.


How do you handle side effects in your functional code? Share your approaches in the comments!

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