Explore foundational guides unlocking key industry concepts and technologies.
A healthy API and a successful model call do not prove that an AI application produced a useful result. AI observability connects logs, metrics, and traces with evidence about behavior, retrieval, tool use, quality, safety, and token consumption. That combined view helps AI engineers explain what…
AI governance is an operating model organizations can use to keep AI systems accountable, safe, observable, and aligned with applicable requirements. It can combine decision rights, lifecycle processes, and technical controls across models, agents, tools, data, and APIs. [1] [2] [3] For enterprise…
Vendor lock-in is one of the most underestimated risks in enterprise technology. It starts with convenience and ends with dependency. And as organizations accelerate AI adoption, the problem is getting worse. What used to be a cloud infrastructure concern now extends to LLM providers, agentic…
APIs are the connective tissue of modern software and as the number and complexity of APIs grow, managing them efficiently becomes critical. That is where API gateways come in. An API gateway is the infrastructure layer that sits in front of your APIs to manage traffic, enforce security policies,…
AI agents are spreading across organizations rapidly. Each agent needs secure access to different Model Context Protocol (MCP) servers. Authentication becomes complex. Scaling creates bottlenecks. The dreaded "too many endpoints" problem emerges. You face a classic AI infrastructure headache. The…
AI agents are only as capable as the tools they can reach. When an agent needs to query a database, file a support ticket, or pull data from a CRM, it has to find the right tool, authenticate, and invoke it — all at runtime. The Model Context Protocol (MCP) standardizes how agents communicate…
Key takeaways - An MCP server is a lightweight process that exposes tools, resources, and prompts to AI applications over a standardized protocol. - It acts as the bridge between an LLM-powered client and an external system — a database, API, file system, or SaaS product. - The protocol…
The global financial services industry is undergoing a massive, API-driven revolution. With the global open banking market valued at $31.61 billion in 2024 and projected to grow to $135.17 billion by 2030, this shift is accelerating worldwide. This definitive guide explores the core APIs, the…
API endpoints process requests that power our digital world—from social feeds updating in real-time to enterprise systems syncing global inventories across continents. APIs comprise over 57% of Internet traffic, yet API endpoints often remain misunderstood. This leads to design inconsistencies,…
Apache Kafka powers real-time data at companies processing substantial event volumes daily. The new KRaft architecture makes getting started easier than ever. The platform handles massive data flows for more than 80% of Fortune 100 companies ( Apache Kafka ), according to the Apache Software…
Traditional API Gateways: Excellent for routing, auth, and microservice traffic; poor at AI workloads. Limitations: Can't track tokens, manage streaming responses, enforce content-level security, or use semantic caching. AI Gateways Purpose-built for LLMs with: Architecture Recommendation: Layered…
Technical debt is a sneaky hang-up that organizations and teams often ignore until it becomes unmanageable. It creeps in slowly, undermines your team’s productivity, and builds up until your product is hard to maintain and scale. Software systems and development cycles are increasingly being driven…
Picture this: It's 3 AM, and your phone erupts with alerts. Within minutes, you're drowning in a tsunami of notifications—hundreds of them—while your company's critical services hang by a thread. Your monitoring dashboard looks like a Christmas tree gone wrong, every light blinking red, and you…
Ever wonder how Netflix streams to millions of users without crashing? Or how Amazon powers billions of transactions daily? The secret sauce behind these scalable, resilient behemoths is microservices architecture. If you're a developer or architect wading into the complex world of distributed…
APIs are the digital lifelines powering modern applications, microservices, IoT devices, and everything in between. They act as the universal translators of data, ferrying information between diverse software platforms. API security encompasses the technologies, practices, and protocols dedicated…
The hype for Anthropic’s Model Context Protocol (MCP) has reached a boiling point. Everyone ( including Kong ) is releasing something around MCP to ensure they aren't seen as falling behind in the ever-changing AI landscape. However, in this mad dash, there remains confusion around MCP and what…