Systems | Development | Analytics | API | Testing

In the world of software development, testing and debugging are two of the key components. These two key components are dedicated to different purposes. Before you prioritize between these two and know more about testing vs. debugging, you must have an in-depth knowledge of testing individually. Testing and debugging are essential for software development projects. This write-up will break down these two components, and you will receive insight into the comparisons and the factors related to them.

The promise of AI-driven development is undeniable – faster code, quicker releases, and unprecedented innovation. But here’s the catch: AI isn’t perfect, and the code it generates could be riddled with hidden flaws. In fact, within three years, over a third of all code will be AI-generated, and much of it may introduce more bugs into production than ever before.

Coverage Requirements Discovery (CRD) is a process in the U.S. healthcare system that aims to improve the efficiency and accuracy of prior authorization workflows in healthcare. It involves a healthcare provider's system (like an Electronic Health Record or EMR) communicating with a payer's system to determine the specific requirements for a particular service or procedure before it is delivered to a patient.

It sounds funny to know, but YAML stands for "YAML Ain’t Markup Language." Well, contrary to its unserious nomenclature, it’s considered a pretty widely used data serialization format known for good human readability and scalability. The theory becomes funnier when we realize that YML is simply a brief alternative to YAML, which has been done for some practical purposes.

NYC, often referred to as Istanbul’s command-line interface (CLI), is a powerful code coverage tool designed specifically for JavaScript testing. It works seamlessly with testing frameworks like Mocha, Jest, and Ava, making it an invaluable resource for developers looking to measure and improve the coverage of their tests. NYC not only tracks how much of your code is covered by your existing test suite but also provides detailed reports that help identify untested parts of your codebase.

Modern data systems demand flexibility, tool interoperability, and strong data integrity. Legacy formats often create barriers with rigid schemas, inefficient partitioning, and weak transactional guarantees. Apache Iceberg overcomes these limitations with a modular design that decouples metadata from data storage, enabling smooth-schema changes, efficient query pruning, and ACID compliance across engines. This article explores Iceberg’s technical foundations.

We’re excited to announce that BugSnag is now officially SmartBear Insight Hub. This evolution reflects the broadening of our capabilities beyond error monitoring to encompass full-stack observability with real-user monitoring, backend performance monitoring, and distributed tracing.

The development of SmartBear API Hub, powered by Swagger, represents a significant advancement in how teams manage, test, and optimize API workflows. Our journey to create a cohesive, unified suite – API Hub – required integrating standalone products into a single, robust ecosystem, establishing a seamless user experience that bridges workflows across each product.

Boomi, previously known as Dell Boomi, is a well-known software provider for enterprise integration. It manages all the information and data that needs to flow between different companies, systems, and applications. Boomi products are designed to offer the best possible performance with the lowest possible latency. However, not everyone can afford or has room in their budget for this particular product.

If your startup is planning to build an app, you're going to need an Application Programming Interface, better known as an "API." The role of an API is to give your app a set of directions so it can get all the information it needs to interact with your business. APIs are extremely valuable, but they can also be difficult to navigate. Here's a look at the 10 best APIs for start-ups that will ensure your business has the fundamental technology needed to be successful in 2025.