Toptal Engineering Expert
A Complete Guide to Testing React Hooks
A relatively recent addition to React, hooks have already changed React development for the better through improved code readability and state management. But how do we test them?
In this article, Toptal React Developer Avi Aryan outlines why it is crucial to test hooks and introduces us to his React Hooks testing routine.

Avi Aryan
Avi is a full-stack engineer with expertise in JavaScript, Python, and Go. He is a multiple-time Google Summer of Code mentor and specializes in React development, modern web applications, and contributing to open-source projects.
Launching a Spring Boot Application Programmatically
Starting a Spring Boot application in the command line is as simple as it gets. But what if we want to run our application from another Java program?
In this article, Toptal Java Developer Igor Delac demonstrates how you can start a Spring Boot app programmatically using just a few lines of code.

Igor Delac
Igor is an enthusiastic and skilled professional with extensive experience in Java development, system administration, and more.
Serializing Complex Objects in JavaScript
The Tanagra.js library is designed to be simple and lightweight, and it currently supports Node.js and ES6 classes. The main implementation supports JSON, and an experimental version supports Google Protocol Buffers.

Luke Wilson
Luke has 12 years of experience as an engineer, team lead, and scrum master.
Optimizing Retailer Revenue With Sales Forecasting AI
Retailers often face supply and demand issues that cause them to miss out on potential sales or tie up a lot of money in overstocked products.
In this article, Toptal Data Scientist Ahmed Khaled explains how retailers can boost revenues and cut costs with sales forecasts backed by artificial intelligence.

Ahmed Khaled
Ahmed is a senior data scientist who solves clients’ problems using state-of-the-art, data-driven solutions. With expertise in NLP, Python, machine learning, and data visualization, he designs, implements, and deploys end-to-end data science solutions to optimize outcomes, automate processes, and enhance decision-making. He has worked with both small and large-scale businesses across multiple industries including healthcare and construction.
K8s/Kubernetes: AWS vs. GCP vs. Azure
Kubernetes (“K8s”) won the battle of container orchestration tools. Now AWS, Azure, and Google Cloud each offer a managed Kubernetes version. How do they compare?

Guillaume Dury
Guillaume is a DevOps engineer who specializes in improving automation to help engineers deliver faster. He mastered Docker and Kubernetes while working for startups in Hong Kong, then launched his own cloud consulting company, and now serves as a senior site reliability engineering manager at Cisco’s Duo Security.
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Embeddings in Machine Learning: Making Complex Data Simple
Working with non-numerical data can be challenging, even for seasoned data scientists. To make good use of such data, it needs to be transformed. But how?
In this article, Toptal Data Scientist Yaroslav Kopotilov will introduce you to embeddings and demonstrate how they can be used to visualize complex data and make it usable.

Yaroslav Kopotilov
Yaroslav is a data scientist with experience in business analysis, predictive modeling, data visualization, data orchestration, and deployment.
How to Build a Node.js Error-handling System
Node.js developers often find themselves working with chaotic code that’s anything but clean. This can obviously cause productivity issues and outright errors.
In this article, Toptal Full-stack Developer Jay Huang will introduce you to error-handling in Node.js and demonstrate how you can build a robust error-handling system yourself.

Jay Huang
Jay is a full-stack developer with extensive experience in computer science. He specializes in JavaScript but is also proficient in Django, RoR, GraphQL, and SQL.
Full User Authentication and Access Control: A Laravel Passport Tutorial, Pt. 1
Setting up authentication and state in a stateless API context might seem somewhat problematic. But Laravel Passport gives developers a clean, straightforward way to add OAuth 2.0 to an app’s API.

Layo Folaranmi
Layo is a software engineer focused on full-stack web development, with extensive experience with PHP, JavaScript, Laravel, and Vue.js.
Building an Android POS App That Can’t Be Closed
It’s not every day that a client asks a developer to create a mobile app that cannot be closed, but this can be a crucial feature for Point of Sale (POS) devices.
In this article, Toptal Software Developer Tudor Filip Stupariu demonstrates how he built an Android POS app that can’t be closed.

Tudor Filip Stupariu
Tudor is a full-stack software developer focused on JavaScript. He created numerous mobile and web apps, as well as server-side apps.
The Many Applications of Gradient Descent in TensorFlow
TensorFlow is one of the leading tools for training deep learning models. Outside that space, it may seem intimidating and unnecessary, but it has many creative uses—like producing highly effective adversarial input for black-box AI systems.

Alan Reiner
Alan’s ML expertise covers visual target recognition models for missile defense systems, real-time NLP, and financial evaluation tools.
Using Kotlin for Back-end Development: A Quick Overview
Kotlin has features that make it an ideal language for back-end development. Learn what these features are and how you can use them to create high-performing systems.

Boldizsar Akos Mezei
Boldizsar is a Java/Scala back-end developer who has worked at Morgan Stanley on a group of microservices.
Modern Web Scraping With Python and Selenium
Web scraping has been around since the early days of the World Wide Web, but scraping modern sites that heavily rely on new technologies is anything but straightforward.
In this article, Toptal Software Developer Neal Barnett demonstrates how you can use Python and Selenium to scrape sites that employ a lot of JavaScript, iframes, and certificates.

Neal Barnett
Neal is a senior consultant and database expert who brings a wealth of knowledge and more than two decades of experience to the table.
SQL Indexes Explained, Pt. 1
Properly used, an SQL database index can be so effective that it might seem like magic. But the following series of exercises will show that underneath, the logic of most SQL indexes—and wielding them correctly—is quite straightforward.

Mirko Marović
Mirko designs and develops massive, extreme-workload databases. He also trains software developers on databases and SQL.
Don’t Build, Integrate: A Guide to CRM Integration
Customer Relationship Management systems provide businesses with more clarity and information about customer behavior, helping boost sales, retain existing customers, and attract new ones.
In this article, Toptal Software Developer Leif Gensert outlines the basic challenges of CRM integration and explains what you can do to make the process as efficient and frictionless as possible.

Leif Gensert
Leif has a decade of experience in back-end development using Ruby and Elixir. He’s worked for both large consulting firms and early-stage startups. His side projects and open source contributions ensure he is always up-to-date on the latest tech.
Create a WhatsApp Chatbot, Not an App
Feedback on an enterprise web app prompted an experiment. Could a WhatsApp chatbot replace it? Would people like it better? Would it be more useful?

Aminadav Glickshtein
Aminadav has 20 years of professional experience. Having started coding at the age of seven, programming is like a native language to him.
Interview: The Promise of Intel oneAPI and Direct Parallel C++
What if developers could use the same code, tools, and libraries on a CPU, GPU, or an AI accelerator? Intel’s oneAPI initiative aims to do just that by offering a unified programming model across multiple hardware architectures.
Toptal Technical Editor Nermin Hajdarbegovic discusses oneAPI’s genesis and future with Sanjiv M. Shah, VP of Intel’s Architecture, Graphics and Software Group.

Nermin Hajdarbegović
A veteran tech writer, Nermin helped create online publications covering everything from the semiconductor industry to cryptocurrencies.
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