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Monday, 25 August 2025

Which Node.js framework is best for building a scalable social media site?

 Building a scalable social media site with Node.js requires a framework that supports high traffic, real-time updates, and efficient data handling. Here are some of the best Node.js frameworks for this purpose:

Recommended Frameworks
  1. Express.js
    • Overview: Express.js is a lightweight and flexible framework, ideal for building scalable web applications. It's widely used and has a large community of developers.
    • Features: Supports middleware, routing, and template engines. It's minimalistic, making it easy to learn and use.
    • Use Cases: Suitable for web and mobile app development, including social media platforms.
    • Companies Using It: Netflix, IBM, Accenture, Uber, Walmart15.
  2. NestJS
    • Overview: NestJS is a progressive Node.js framework built on TypeScript. It offers a modular architecture, dependency injection, and strong typing, making it perfect for complex applications.
    • Features: Supports real-time communication and is scalable. It's ideal for building enterprise-level applications.
    • Use Cases: Great for APIs, microservices, and real-time applications, including social media platforms.
    • Companies Using It: Not explicitly listed, but popular among enterprise developers56.
  3. Sails.js
    • Overview: Sails.js is a full-stack framework that supports real-time applications. It's built on top of Express and includes features like data modeling and routing.
    • Features: Offers built-in support for databases like MySQL and MongoDB. It's suitable for real-time applications.
    • Use Cases: Ideal for building scalable, real-time web applications, including social media platforms.
    • Companies Using It: Not explicitly listed, but popular for real-time applications56.
  4. Adonis.js
    • Overview: Adonis.js is a full-featured MVC framework that supports TypeScript. It's designed for building scalable and maintainable applications.
    • Features: Includes ORM, real-time communication support, and a strong focus on security.
    • Use Cases: Suitable for complex web applications, including social media platforms.
    • Companies Using It: Not explicitly listed, but popular among developers for its robust features36.
Real-Time Communication
For real-time features like live updates or online status, consider using libraries like Socket.IO or Pusher alongside your chosen framework. These libraries enable real-time communication between the server and client.
Example with Express.js and Socket.IO
Here's a simple example using Express.js and Socket.IO to display real-time online status:
javascript
const express = require('express'); const app = express(); const server = require('http').createServer(app); const io = require('socket.io')(server); let onlineUsers = {}; io.on('connection', (socket) => {  console.log('User connected');  // Handle user login and update online status  socket.on('login', (userId) => {    onlineUsers[userId] = socket.id;    io.emit('updateOnlineStatus', onlineUsers);  });  // Handle user logout and update online status  socket.on('logout', (userId) => {    delete onlineUsers[userId];    io.emit('updateOnlineStatus', onlineUsers);  });  socket.on('disconnect', () => {    for (const userId in onlineUsers) {      if (onlineUsers[userId] === socket.id) {        delete onlineUsers[userId];        io.emit('updateOnlineStatus', onlineUsers);      }    }  }); }); server.listen(3000, () => {  console.log('Server listening on port 3000'); });
Conclusion
Choosing the best framework depends on your specific needs:
  • Express.js for lightweight and flexible applications.
  • NestJS for complex, enterprise-level applications with strong typing.
  • Sails.js or Adonis.js for full-stack, real-time applications.
Each framework has its strengths, and integrating real-time communication libraries can enhance your social media platform's functionality.

Monday, 2 December 2019

Most Influential Articles 2019 At Towards Data Science



Amazing content from Towards Data Science community 2019:


Turn Python Scripts into Beautiful ML Tools

Introducing Streamlit, an app framework built for ML engineers

Everything a Data Scientist Should Know About Data Management*

(*But Was Afraid to Ask)

Introduction to Decision Intelligence

A new discipline for leadership in the AI era

Becoming a Level 3.0 Data Scientist

Want to be a Junior, Senior, or Principal Data Scientists? Find out what you need to do to navigate the Data Science Career Game.

Extreme Rare Event Classification using Autoencoders in Keras

In this post, we will learn how to implement an autoencoder for building a rare-event classifier. We will use a real-world rare event dataset

The Next Level of Data Visualization in Python

How to make great-looking, fully-interactive plots with a single line of Python

Beginner’s Guide to Machine Learning with Python

Machine Learning, a prominent topic in Artificial Intelligence domain, has been in the spotlight for quite some time now.

12 Things I Learned During My First Year as a Machine Learning Engineer

Being your own biggest sceptic, the value in trying things which might not work and why communication problems are harder than technical problems.

Using the latest advancements in deep learning to predict stock price movements

In this notebook I will create a complete process for predicting stock price movements.

Understanding Random Forest

How the Algorithm Works and Why it Is So Effective

Data Science is Boring

How I cope with the boring days of deploying Machine Learning

10 Simple hacks to speed up your Data Analysis in Python

Tips and Tricks, especially in the programming world, can be very useful.

The Actual Difference Between Statistics and Machine Learning

No, they are not the same. If machine learning is just glorified statistics, then architecture is just glorified sand-castle construction.

A beginner’s guide to Linear Regression in Python with Scikit-Learn

There are two types of supervised machine learning algorithms: Regression and classification.

Thursday, 7 June 2012

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