Systems | Development | Analytics | API | Testing

This article originally appeared on SD Times on May 30, 2025. We’re sharing it here for our audience who may have missed it. The headlines are seductive: AI will replace developers. Coding is dead. Ship 10x faster with half the team. It’s the kind of hype that grabs attention and fuels confusion.

Due to artificial intelligence and Large Language Models, having streamlined data communication, easy access and easy discovery is now more important than ever. Many people are unaware of it, but the llms.txt file is very important and key to what happens in the machine learning and web sectors. With this plain text file, websites and platforms can interact with LLMs, giving metadata that can impact the way AI indexes, interprets and generates their content.

Ever deployed code only to watch everything crash? We’ve all experienced that sinking feeling ,which is exactly why testing matters so much. While most developers understand that testing is vital, two important approaches : unit testing and regression testing are frequently confused, despite serving completely different functions. In this blog, we’ll clear up the confusion, examine their core methodologies, and how tools like Keploy can automate and enhance your testing processes.

Automation can make cloud migration faster, cheaper, and safer. It reduces migration time by 50%-80%, lowers costs by up to 30%, and minimizes risks like data loss and downtime. Manual migrations often fail due to human error, complexity, and unforeseen expenses. Here's how automation solves these challenges.

How we architected a responsive, HTTP-aware scale-to-zero mechanism to improve resource efficiency across cloud native workloads in Choreo. Cloud platforms promise elasticity, but achieving true efficiency, especially for idle or sporadically used services, requires more than just horizontal scaling. At Choreo, we set out to rethink how workloads behave when they're not actively serving requests.

In the field of software quality assurance, there are two types of testing often referenced, smoke testing and regression testing. While they are both vital to software quality, each has its own unique functions and overlaps in the software development cycle. This post explores the differences between smoke testing vs regression testing, and when and how to effectively implement each.

We're continuing our efforts to make Kong Gateway Operator (KGO) the preferred way to install, upgrade, scale, and manage a Kong Gateway or Kubernetes Ingress — whether you’re managing from Kong Konnect or Kubernetes. With this latest release, we're: As ever, we’re continuously addressing issues raised by the community. You’ll find the complete list of improvements in the KGO changelog.

Cross-database queries with REST APIs make it easier to access and analyze data stored in multiple databases without physically moving it. Here's why this matters: What it Does: It allows you to query different databases (e.g., PostgreSQL, MongoDB, MySQL) through a single interface. Why it Works: REST APIs provide a secure and standardized way to connect databases, enabling seamless data integration. Key Benefits: Challenges include performance issues, data format inconsistencies, and security risks.

Your business isn’t slowing down, and neither can your API strategy. For teams navigating digital transformation and laying the groundwork for AI-readiness, APIs sit at the core. Yet for many organizations, the challenge isn’t why APIs matter – it’s how to deliver them consistently, securely, and at scale. Bridging the gap between strategy and execution is what sets forward-looking teams apart.

Want secure, AI-ready data access? DreamFactory's Role-Based Access Control (RBAC) system simplifies managing who can access what in your databases and APIs. Why it matters: Poor data management causes 1 in 3 AI projects to fail. Breaches by insiders cost $4.99 million on average, yet only 24% of AI projects include proper security. How DreamFactory helps: Assign roles to users, control access to specific data, and limit actions (like view vs. edit) without custom code.