Systems | Development | Analytics | API | Testing

Managing data across hybrid systems while meeting regulatory requirements is a growing challenge for businesses. Here's what you need to know.

The key to securing large language models (LLMs) lies in adopting a Zero‑Trust framework. This approach ensures that every interaction - whether from users, devices, or applications - is verified, authenticated, and authorized. With the rise of LLMs in enterprise environments, traditional security models no longer suffice. Here's how DreamFactory's Gateway helps implement Zero‑Trust principles effectively.

In software development and automated testing, consistency really matters. One of the most frustrating barriers that developers and QA engineers encounter is a little something we call flaky tests: tests that pass or fail at random times with no changes to the code. These googly eyed tests tend to do the most damage and can produce unreliable results which erodes trust in the testing function and can even cause release cycles to slow down especially in the architectural context of CI/CD pipelines.

We’re excited to announce the beta support for Mesh Manager in the Konnect Terraform Provider — a new tool that brings the power of infrastructure-as-code to Kong’s Service Mesh management platform. This provider enables engineering teams to declaratively manage Konnect Mesh resources using HashiCorp Terraform.

We're happy to announce the 3.5 release of Kong Ingress Controller (KIC). This release includes the graduation of combined services to General Availability, support for connection draining, as well as the start of deprecating support for some Ingress types as we help move customers to the Kubernetes Gateway API. Let’s get into more details about these!

Most software testing tends to follow a defined plan, with test cases listed in written form. However, sometimes the quickest way to find bugs is to use the application without any scripts in front of you, basically like a real user would do. This is the essence of Ad Hoc Testing. Ad Hoc Testing is an informal and mostly unstructured testing technique where you are relying purely on your brain and instincts instead of documentation.

Historically, software development clearly separated business and IT roles. Business teams defined the business requirements, while IT teams built digital experiences (e.g., customer-facing applications) based on these requirements. There was a continuous feedback loop where business teams reviewed and provided feedback, and IT teams made necessary changes until the digital experience was public-ready.

APIs are critical for connecting modern systems, but building them manually is slow and complex. This is where automated API generation platforms have become so appealing. By replacing tedious, manual coding with streamlined workflows, these platforms can take vast and complex data sources and turn them into secure, manageable APIs almost instantly. The result: faster innovation, tighter security, and much lower operating overhead.

Choosing the appropriate development tool can either improve or inhibit your coding efficiency. Two tools that can confuse developers are Cline and Cursor because they are intended for different use cases in the software development lifecycle. Developer’s must understand the difference between Cline vs Cursor so that they can improve their workflow and select the appropriate tool for their project requirements.