Toptal Blog

The Toptal Blog is the top hub for developers, designers, management consultants, executives, and entrepreneurs, featuring key technology updates, tutorials, freelancer resources, and management insights.

Share
Share
Toptal core team members share their experience, expertise, and perspectives on the Toptal Edge Blog

Featured in

World-class articles, delivered weekly.

By entering your email, you are agreeing to our privacy policy.

NLP for Sentiment Analysis: How It Works and Why It Matters for Business

Discover why sentiment analysis is becoming a core enterprise capability, with modern NLP techniques providing a deeper understanding of the customer experience than ever before.

15-minute readContinue Reading
Bruno Barbosa Miranda

Bruno Barbosa Miranda

Originally a medical doctor, Bruno is now an experienced data scientist and machine learning (ML) engineer delivering advanced models for enterprise clients including PepsiCo and Microsoft. Most recently, Bruno worked as a senior ML engineer at Google. He is currently pursuing a PhD in computer science.

Building Faster Prefix Search With the Trie Data Structure

Returning suggestions after every keystroke is expensive when a system stores millions of entries. Find out how the trie data structure narrows each search and the most effective ways to build a working implementation in Java.

25-minute readContinue Reading
Menderes Fatih Guven

Menderes Fatih Guven

Menderes is a software developer with nearly three decades of experience. A Java specialist, he’s held senior engineering roles at global enterprises including Amazon and Yahoo, where he built and optimized key features and platform services. Menderes earned a master’s degree in business administration from Maltepe University.

How to Create a WordPress Plugin: A Step-by-Step Development Guide

PHP skills are needed to build a WordPress plugin, but that’s only the beginning. Learn how to plan, develop, test, secure, package, and publish plugins using current WordPress best practices.

16-minute readContinue Reading
Nicholas Sullivan

Nicholas Sullivan

Nicholas is a web developer specializing in custom WordPress plugin and theme creation. His clients include leading multinationals like John Deere and the Marriott Vacation Club, alongside a broad range of healthcare, fintech, and marketing ventures.

What Does a CFO Do? The Evolving Role and Responsibilities

The modern CFO is more than just the organization’s financial steward. They are a strategic partner who helps leaders navigate uncertainty and allocate capital with confidence.

11-minute readContinue Reading
Jan Griesel

Jan Griesel

Jan is a fractional CFO and chartered accountant who helps startups and growth-stage companies strengthen their financial operations. With expertise in financial modeling, budgeting and forecasting, cash-flow management, and investor reporting, his work equips founders with the financial insight they need to make confident decisions as their businesses scale.

What Is an Agile Coach? Key Responsibilities and Business Impact

Navigate the evolving world of Agile coaching with this comprehensive guide. From responsibilities and skills to business impact, explore what the role looks like today and what it takes to succeed.

16-minute readContinue Reading
Antonia McCullough

Antonia McCullough

Antonia is a project management expert with more than 20 years experience across project management, Agile transformation, and organizational coaching. She has held senior roles at a number of enterprise organizations including McKinsey & Co, The New York Times, Yahoo, and IBM, guiding leaders and teams through change while embedding sustainable Agile practices. Antonia holds the Certified Scrum Professional and Project Management Professional certifications, alongside advanced credentials such as Enterprise Agile Coach.

How Capital Budgeting Guides Smarter Investment Decisions

Major capital investments are often difficult to reverse, so organizations need a disciplined process for getting them right. This guide introduces a five-step framework for evaluating opportunities and making more informed investment decisions.

17-minute readContinue Reading
Animesh Saxena

Animesh Saxena

Animesh is a corporate finance and investment consultant focused on helping organizations make sound financial decisions and deploy capital effectively. With experience spanning private equity investing and fractional CFO leadership, he has advised companies and investors across the US, UK, Middle East, and Asia on acquisitions and long-term growth strategies.

PyTorch vs. TensorFlow: Differences, Performance, and How to Choose

This comprehensive guide explores how PyTorch and TensorFlow shape deep-learning work in 2026, from experimentation and model design to production workflows, ecosystem tooling, and infrastructure considerations.

22-minute readContinue Reading
Nicolas Piro

Nicolas Piro

Nicolas Piro is a data scientist and AI engineer with more than 15 years of experience across e-commerce, healthcare, and industrial applications. He specializes in deep learning, large-scale model deployment, and applied research, with extensive hands-on work using PyTorch, TensorFlow, and modern compiler-based optimization tools.

The Complete Guide to Writing Effective Software Design Documents

A software design document turns high-level requirements into a technical blueprint before coding starts. This SDD guide offers writing tips, explains key sections, and flags common pitfalls.

19-minute readContinue Reading
Erdinc Mutlu

Erdinc Mutlu

Erdinc is a software engineer with 28 years of experience in backend, SQL, and Python development. He’s proficient in Go, ANSI C, and C++, with extensive work in microservices, APIs, cloud platforms, and distributed systems. His experience spans fintech, payments, cryptocurrencies, and AWS and GCP environments, and includes partnering with multinational companies such as Gartner, HSBC, and Sky TV.

React SEO Best Practices: Proven Strategies to Optimize React Apps

React and SEO don’t have to clash. Learn where React apps struggle with search visibility and how rendering strategies like SSR and static generation help crawlers see your content.

21-minute readContinue Reading
Ranier Montalbo

Ranier Montalbo

Ranier is a senior developer with extensive experience building enterprise web and mobile applications using React and React Native. He has worked across a range of industries, including as a Unity 3D game developer building gameplay systems, content tools, and automation scripts. He has experience in AngularJS, the Google Maps API, and Flask back ends and currently works at AWS on React-focused development projects.

World-class articles, delivered weekly.

By entering your email, you are agreeing to our privacy policy.

Join the Toptal® community.