Systems | Development | Analytics | API | Testing

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.

TypeScript interface definitions are critical in maintaining type safety when a JavaScript application is being created. They enable developers to define object structures and help ensure consistent development in a project. Understanding, using, and maintaining interfaces in TypeScript is important in proving to be beneficial to development regardless of project size – whether it is an enterprise application or a small JS app – giving you an experience and quality of code that will be superb.

Automated Test Equipment (ATE) serves as a key component of electronic system reliability and performance across industry. While hardware – test fixtures, signal generators, probes – may garner attention, it is software that produces the ‘brilliance’ of intelligence, accuracy, and scalability.

We're excited to introduce a major update to the Choreo CLI: support for the Model Context Protocol (MCP). This enhancement brings conversational AI capabilities into your development workflow, enabling you to manage your Choreo environment using natural language commands.