Systems | Development | Analytics | API | Testing

As API management continues to evolve alongside the adoption of microservices, IoT, and Kubernetes, selecting the right gateway architecture becomes critical. While WSO2 now offers Bijira, a SaaS-based API management platform, this article focuses exclusively on the self-managed deployment options tailored for on-premises, private cloud, and customer-managed public cloud environments.

The EU AI Act is a new law changing how organisations develop and deploy AI-powered solutions worldwide. Complying with it is a chance for organisations to stand out and build trust with customers through responsible AI use — all while continuing to innovate. As predicted by McKinsey and others back in 2023, AI (specifically generative AI) has become a key part of daily business operations across many industries.

Imagine you own a car. It’s reliable, runs smoothly and gets you where you need to go. But one day, you realize you need a GPS navigation system for better routes. What do you do? Would you redesign the entire car just to integrate GPS, or would you simply install a GPS device on the dashboard? Of course, the smarter choice is to add the GPS instead of modifying the car’s built-in system. This is exactly how a Kotlin Extension Function works.

Mock data is the backbone of modern software development and testing. It allows developers to simulate real-world scenarios without relying on production data, ensuring security, efficiency, and reliability. Whether you’re testing APIs, building UIs, or stress-testing databases, mock data helps you isolate components, accelerate development, and catch bugs early.

If you have the pleasure of working with a Rails app that uses a lot of data like logs, events, and metrics, you’ve probably run into performance issues at some point due to large tables. Deleting high quantities of rows can bring your database server to its knees or slow down queries to unacceptable latencies. PostgreSQL table partitioning is an excellent solution to these sorts of problems.

Data visualization is one of the most important capabilities of any business intelligence (BI) and analytics solution. It helps people translate complex data into a visual context, like a chart or a graph, identify trends numbers alone can't easily reveal, and discover hidden patterns in your dashboard. Data visualization also provides a wealth of additional benefits for data analysis, such as enabling easier understanding of the correlation between operations and results.

Assertion errors in Java are like your code's internal alarm system. When an AssertionError goes off, it signals that a fundamental assumption you made about your program's state is no longer true. It's your code telling you, “Hey, this isn't supposed to happen!" Unlike exceptions that might handle predictable runtime issues (like a file not found), an AssertionError specifically flags a breakdown in your code's internal logic or design assumptions.

Today, we're excited to officially release the Asgardeo MCP Server, enabling developers to securely manage their Asgardeo organizations using natural language—right from their favorite code editors like VS Code, Claude Desktop, Cursor, Windsurf, and other MCP-compatible clients. Asgardeo already supports Login Flow AI and Branding AI, making it easier to build secure, customized login and registration experiences using plain language.

The rise of large language models (LLMs) and AI-powered applications brings incredible potential, but also poses significant security challenges. These applications have gotten much more useful with the emergence of agentic approaches and the ability to call out to different libraries, systems, and most importantly, to different APIs in order to take actions. They have moved from being a question answering resource to being able to do work, shop on your behalf, book travel, and update code.

Long polling and WebSockets are two common techniques for delivering realtime data. While both have been used successfully in production systems, they differ significantly in how they perform, scale, and integrate into modern architectures. This guide compares long polling vs WebSockets to help engineering teams and technical decision-makers choose the right approach for delivering realtime experiences reliably and at scale.