• [Why Kong ](/company/why-kong)Why Kong
  • _API & AI CONNECTIVITY TECHNOLOGIES_
    The Unified API and AI Platform
    []
    API ManagementAI ManagementEvent ManagementMonetization
    Migration Services
    API Advisory Services + Forward Deployed EngineersNEW
    • RUNTIMES
    • [API Gateway ](/products/kong-gateway)API Gateway
    • [AI Gateway HOT](/products/kong-ai-gateway)AI Gateway HOT
    • [Event Gateway ](/products/event-gateway)Event Gateway
    • [Service Mesh ](/products/kong-mesh)Service Mesh
    • [Context Mesh ](/products/kong-konnect/features/context-mesh)Context Mesh
    • [Kong Operator ](/products/kong-operator)Kong Operator
    • CORE SERVICES
    • [MCP Registry NEW](/products/mcp-registry)MCP Registry NEW
    • [API Service Catalog ](/products/kong-konnect/features/api-service-catalog)API Service Catalog
    • [APIOps & Automation ](/products/apiops-automation)APIOps & Automation
    • APPS & AI AGENTS
    • [Developer Portal ](/products/kong-konnect/features/developer-portal)Developer Portal
    • [Usage Billing & Metering ](/products/kong-konnect/features/usage-based-metering-and-billing)Usage Billing & Metering
    • [Observability ](/products/kong-konnect/features/api-observability)Observability
    • [KAi Agent ](/products/kong-konnect/features/kai-ai-agent)KAi Agent
    DEVELOPER TOOLS
    [Insomnia ](https://insomnia.rest/)Insomnia [Plugins ](https://developer.konghq.com/plugins/)Plugins [Volcano ](https://volcano.dev/)Volcano [Kong MCP ](https://developer.konghq.com/konnect-platform/konnect-mcp/)Kong MCP [Documentation ](https://docs.konghq.com/)Documentation [Open Source ](/community)Open Source
      • FOR PLATFORM TEAMS
      • [Developer Platform ](/solutions/building-developer-platform)Developer Platform
      • [Kubernetes and Microservices ](/solutions/build-on-kubernetes)Kubernetes and Microservices
      • [Observability ](/solutions/observability)Observability
      • [Service Mesh Connectivity ](/solutions/service-mesh-connectivity)Service Mesh Connectivity
      • [Kafka Event Streaming ](/solutions/kafka-stream-api-management)Kafka Event Streaming
      • FOR EXECUTIVES
      • [AI Connectivity ](/ai-connectivity)AI Connectivity
      • [Open Banking ](/solutions/open-banking)Open Banking
      • [Legacy Migration ](/solutions/legacy-api-management-migration)Legacy Migration
      • [Platform Cost Reduction ](/solutions/api-platform-consolidation)Platform Cost Reduction
      • [Kafka Cost Optimization ](/solutions/reduce-kafka-cost)Kafka Cost Optimization
      • [API Monetization ](/solutions/api-monetization)API Monetization
      • [AI Monetization ](/solutions/ai-monetization)AI Monetization
      • [AI FinOps ](/solutions/ai-cost-governance-finops)AI FinOps
      • FOR AI TEAMS
      • [Agent Gateway ](/agent-gateway)Agent Gateway
      • [AI Governance ](/solutions/ai-governance)AI Governance
      • [AI Security ](/solutions/ai-security)AI Security
      • [Token Cost Management ](/solutions/ai-cost-optimization-management)Token Cost Management
      • [Agentic Infrastructure ](/solutions/agentic-ai-workflows)Agentic Infrastructure
      • [MCP Production ](/solutions/mcp-production-and-consumption)MCP Production
      • [MCP Traffic Gateway ](/solutions/mcp-governance)MCP Traffic Gateway
      • FOR DEVELOPERS
      • [Mobile App API Development ](/solutions/mobile-application-api-development)Mobile App API Development
      • [GenAI App Development ](/solutions/power-openai-applications)GenAI App Development
      • [API Gateway for Istio ](/solutions/istio-gateway)API Gateway for Istio
      • [Decentralized Load Balancing ](/solutions/decentralized-load-balancing)Decentralized Load Balancing
      • BY INDUSTRY
      • [Financial Services ](/solutions/financial-services-industry)Financial Services
      • [Healthcare ](/solutions/healthcare)Healthcare
      • [Higher Education ](/solutions/api-platform-for-education-services)Higher Education
      • [Insurance ](/solutions/insurance)Insurance
      • [Manufacturing ](/solutions/manufacturing)Manufacturing
      • [Retail ](/solutions/retail)Retail
      • [Software & Technology ](/solutions/software-and-technology)Software & Technology
      • [Transportation ](/solutions/transportation-and-logistics)Transportation
    NEW
    Kong for Startups
    Apply for $100k credits & 50% off AI Gateway
  • [Pricing ](/pricing)Pricing
      • DOCUMENTATION
      • [Kong Konnect ](https://developer.konghq.com/konnect/)Kong Konnect
      • [Kong Gateway ](https://developer.konghq.com/gateway/)Kong Gateway
      • [Kong Mesh ](https://developer.konghq.com/mesh/)Kong Mesh
      • [Kong AI Gateway ](https://developer.konghq.com/ai-gateway/)Kong AI Gateway
      • [Kong Event Gateway ](https://developer.konghq.com/event-gateway/)Kong Event Gateway
      • [Kong Insomnia ](https://developer.konghq.com/insomnia/)Kong Insomnia
      • [Plugin Hub ](https://developer.konghq.com/plugins/)Plugin Hub
      • EXPLORE
      • [Blog ](/blog)Blog
      • [Customer Stories ](/customer-stories)Customer Stories
      • [Learning Center ](/blog/learning-center)Learning Center
      • [eBooks ](/resources/e-book)eBooks
      • [Reports ](/resources/reports)Reports
      • [Demos ](/resources/demos)Demos
      • [Videos ](/resources/videos)Videos
      • EVENTS
      • [API + AI Summit ](/events/conferences/api-ai-summit)API + AI Summit
      • [Webinars ](/events/webinars)Webinars
      • [User Calls ](/events/user-calls)User Calls
      • [Workshops ](/events/workshops)Workshops
      • [Meetups ](/events/meetups)Meetups
      • [See All Events ](/events)See All Events
      • FOR DEVELOPERS
      • [Get Started ](https://developer.konghq.com/)Get Started
      • [Community ](/community)Community
      • [Certification ](/academy/certification)Certification
      • [Training ](https://education.konghq.com)Training
      • COMPANY
      • [About Us ](/company)About Us
      • [We're Hiring! ](/company/careers)We're Hiring!
      • [Press Room ](/company/press-room)Press Room
      • [Contact Us ](/company/contact-us)Contact Us
      • [Kong Partner Program ](/partners)Kong Partner Program
      • [Enterprise Support Portal ](https://support.konghq.com/s/)Enterprise Support Portal
      • [Documentation ](https://developer.konghq.com)Documentation
    REGISTER NOW
    API + AI Summit 2026
    Sept 30 - Oct 1, 2026 | Los Angeles
  • [](/search)
  • [Login](https://cloud.konghq.com/login)Login
  • [Book Demo](/contact-sales)Book Demo
  • [Get Started](/products/kong-konnect/register)Get Started
[Blog](/blog)Blog
  • [AI Gateway ](/blog/tag/ai-gateway)AI Gateway
  • [AI Security ](/blog/tag/ai-security)AI Security
  • [AIOps ](/blog/tag/aiops)AIOps
  • [API Security ](/blog/tag/api-security)API Security
  • [API Gateway ](/blog/tag/api-gateway)API Gateway
|
    • [API Management ](/blog/tag/api-management)API Management
    • [API Development ](/blog/tag/api-development)API Development
    • [API Design ](/blog/tag/api-design)API Design
    • [Automation ](/blog/tag/automation)Automation
    • [Service Mesh ](/blog/tag/service-mesh)Service Mesh
    • [Insomnia ](/blog/tag/insomnia)Insomnia
    • [Event Gateway ](/blog/tag/event-gateway)Event Gateway
    • [View All Blogs ](/blog/page/1)View All Blogs
We're Entering the Age of AI Connectivity [Read more](/blog/news/the-age-of-ai-connectivity)Read moreProducts & Agents:
    • [Kong AI Gateway](/products/kong-ai-gateway)Kong AI Gateway
    • [Kong API Gateway](/products/kong-gateway)Kong API Gateway
    • [Kong Event Gateway](/products/event-gateway)Kong Event Gateway
    • [Kong Metering & Billing](/products/kong-konnect/features/usage-based-metering-and-billing)Kong Metering & Billing
    • [Kong Insomnia](/products/kong-insomnia)Kong Insomnia
    • [Kong Konnect](/products/kong-konnect)Kong Konnect
  • [Documentation](https://developer.konghq.com)Documentation
  • [Book Demo](/contact-sales)Book Demo
  1. Home
  2. Blog
  3. Observability

# Observability

The latest news and announcements about Kong, our products, and our ecosystem, as well as voices from across our community.

# The Architecture Decision Your Multi-Agent System Will Live With

[Agentic AI](/blog/tag/agentic-ai)Agentic AIAugust 13, 2026

Most teams building multi-agent systems hit the same wall at roughly the same point. The prototype works. Agents chain together, tasks complete, the demo impresses the room. Then someone asks: "What happens when this runs a thousand times a day? What happens when an agent calls an external API…

Hugo Guerrero

# Your AI Agent Knows What. It Doesn't Know Why.

[Agentic AI](/blog/tag/agentic-ai)Agentic AIMay 19, 2026

This is part of a three-part series. For the full story, see Building the Agentic Commit Log and The Case for Kafka as the Agent's Memory Layer . There's a reason we don't find our keys by scanning every room like a security camera. We replay the tape. We remember the groceries, the front…

Hugo Guerrero

# Kong Mesh 2.14: Finer Zone Proxy Control and Tighter Security

[Kong Mesh](/blog/tag/kong-mesh)Kong MeshJune 23, 2026

Kong Mesh 2.14 delivers important improvements for multi-zone customers, with expanded policy support for zone proxies, new SNI-based matching for cross-zone and external-service traffic, stronger default security settings, and better observability through OpenTelemetry and Grafana dashboards. What…

Justin Davies

# AI Agent Integration: Gartner Research Confirms Need for AI Control Layer

[Agentic AI](/blog/tag/agentic-ai)Agentic AIMay 8, 2026

Three-quarters of enterprises are now piloting or deploying AI agents. But here’s the problem: actually integrating those agents with enterprise applications is proving to be one of the hardest parts of the whole endeavor. That’s the core finding of a recent Gartner research note, How to Integrate…

Heather Halenbeck

## Subscribe to Kong’s newsletter

Stay ahead of API and AI Gateway trends. Get expert insights, technical guides, and best practices delivered to your inbox.

## step-0

# Kong A2A and MCP Metrics: Visibility and Governance for AI Tool Adoption at Scale

[AI Gateway](/blog/tag/ai-gateway)AI GatewayApril 23, 2026

Scaling LLM and agentic AI adoption from pilot programs to enterprise-wide deployments is a massive logistical rollout. As AI and agentic usage grow, so does a nagging question for leadership: Are agents using the right tools to get the job done? While raw infrastructure metrics might tell you if a…

Amit Shah

# The Incessant AI Death Knell

[Governance](/blog/tag/governance)GovernanceApril 8, 2026

Every few weeks, the AI-adjacent internet crowns a new corpse. SaaS is dead. OpenAI is dead. The IDE is dead. Humans writing code is dead. The structure is always the same: take a real observation, strip it of all nuance, and toll the death knell to feed the hype train. Rinse and repeat. The…

Michael Field

# AI Observability: Monitoring and Troubleshooting Your LLM Infrastructure

[Observability](/blog/tag/observability)ObservabilityFebruary 27, 2026

Your traditional monitoring dashboards may show perfect infrastructure health, but that doesn't guarantee your large language model (LLM) application is running correctly. AI observability is the crucial fourth pillar that adds behavioral telemetry to detect and troubleshoot unique issues like…

Kong

# Announcing Solace as Kong’s Newest Premium Technology Partner

[API Management](/blog/tag/api-management)API ManagementFebruary 10, 2026

Kong is excited to announce Solace as the newest member of our Premium Technology Partner Program, a program designed to deliver high-quality, reliable integrations that provide real business value for customers. Together, Kong and Solace unify API-driven and real-time data movement into a single,…

Cindy Maurice

# AI Voice Agents with Kong AI Gateway and Cerebras

[AI Gateway](/blog/tag/ai-gateway)AI GatewayNovember 24, 2025

The integration of next-generation AI workloads — from large language models (LLMs) to speech-to-text and text-to-speech — demands a powerful, secure, and scalable infrastructure. This is especially true for building advanced AI voice agents, which rely on seamless, natural, and highly efficient…

Claudio Acquaviva

# Expanded Observability, Orchestration, and Security with Kong Gateway 3.13

[Kong Gateway Enterprise](/blog/tag/kong-enterprise)Kong Gateway EnterpriseDecember 18, 2025

Discover expanded OpenTelemetry support, full cloud-native authentication, powerful Datakit orchestrations, and PCI DSS 4.0 attestation for Kong Konnect and Cloud Gateways. As API ecosystems grow more complex, maintaining visibility and security shouldn't be a hurdle. Kong Gateway 3.13 simplifies…

Amit Shah

# Transforming Kong Logs for Ingestion into Your Observability Stack

[API Gateway](/blog/tag/api-gateway)API GatewayNovember 3, 2022

As a Solutions Engineer here at Kong, one question that frequently comes across my desk is “how can I transform a Kong logging plugin message into a format that my insert-observability-stack-here understands, (e.g., ELK, Loki, Splunk, etc.)?” In this blog, I’m going to show you how to easily…

Damon Sorrentino

# The Observability Gap: Why API and AI Monitoring Must Converge Now

[Governance](/blog/tag/governance)GovernanceSeptember 25, 2025

Disruptive businesses are understandably rushing to deploy AI-native applications alongside traditional API infrastructure. However, managing observability across both domains (API and AI) while keeping a tab on performance visibility and operational control remains a pressing challenge. AI…

Alex Drag

# From Chaos to Control: How Kong AI Gateway Streamlined My GenAI Application

[AI Gateway](/blog/tag/ai-gateway)AI GatewayOctober 6, 2025

In this post, Kong Champion Sachin Ghumbre shares his journey of transforming a complex GenAI application from a state of operational challenges to streamlined control. Discover how Kong AI Gateway provided the enterprise-grade governance needed to secure, optimize, and scale his GenAI solution,…

Sachin Ghumbre

# Securing, Observing, and Governing MCP Servers with Kong AI Gateway

[AI Gateway](/blog/tag/ai-gateway)AI GatewayApril 24, 2025

The explosion of AI-native applications is upon us. With each new week, massive innovations are being made in how AI-centric applications are being built. There are a variety of tools developers need to consider, be it supplying live contextual data via the Model Context Protocol (MCP) or…

Greg Peranich

# Introducing Konnect Debugger: Get Unprecedented API Traffic Visibility

[Kong Konnect](/blog/tag/kong-konnect)Kong KonnectJuly 22, 2025

We're excited to announce the general availability of Konnect Debugger, formerly known as Active Tracing during its tech preview phase. This powerful debugging and observability solution in Kong Konnect has evolved from a focused tracing tool into a comprehensive debugging platform. Konnect Debugge…

Veena Rajarathna

# Built-in Health Checks for High Availability Microservices

Highly-Available-Microservices
[Microservices](/blog/tag/microservices)MicroservicesJune 27, 2018

Developers are turning to microservices in greater numbers to help break through the inflexibility of old monolithic applications. Microservices offer many benefits, including separation of concerns, team autonomy, fault tolerance, and scaling across multiple regions for high availability. Learn…

Hisham Muhammad
1[2](/blog/tag/observability/page/2)2[3](/blog/tag/observability/page/3)3[Next›](/blog/tag/observability/page/2)Next›

## See AI Gateway in action

Secure your AI infrastructure with prompt guards, PII sanitization, and centralized governance. Control LLM costs with token-based rate limiting and semantic routing across providers.

[Get a Demo](/contact-sales)Get a Demo

## step-0

    • Company
    • [About Kong ](/company)About Kong
    • [Customers ](/customer-stories)Customers
    • [Careers ](/company/careers)Careers
    • [Press ](/company/press-room)Press
    • [Events ](/events)Events
    • [Contact ](/company/contact-us)Contact
    • [Pricing ](/pricing)Pricing
      •    * [Terms](/legal/terms-of-use)
      •    * [Privacy](/legal/privacy-policy)
      •    * [Trust and Compliance](https://trust.konghq.com/)
    • Platform
    • [Kong AI Gateway ](/products/kong-ai-gateway)Kong AI Gateway
    • [Kong Konnect ](/products/kong-konnect)Kong Konnect
    • [Kong Gateway ](/products/kong-gateway)Kong Gateway
    • [Kong Event Gateway ](/products/event-gateway)Kong Event Gateway
    • [Kong Insomnia ](/products/kong-insomnia)Kong Insomnia
    • [Documentation ](https://developer.konghq.com)Documentation
    • [Book Demo ](/contact-sales)Book Demo
    • Compare
    • [AI Gateway Alternatives ](/performance-comparison/ai-gateway-alternatives)AI Gateway Alternatives
    • [Kong vs Apigee ](/performance-comparison/kong-vs-apigee)Kong vs Apigee
    • [Kong vs AWS ](/performance-comparison/kong-vsaws)Kong vs AWS
    • [Kong vs IBM ](/performance-comparison/ibm-api-connect-vs-kong)Kong vs IBM
    • [Kong vs Mulesoft ](/performance-comparison/kong-vs-mulesoft)Kong vs Mulesoft
    • [Kong vs Postman ](/performance-comparison/kong-vs-postman)Kong vs Postman
    • [Kong vs LiteLLM ](/performance-comparison/kong-vs-litellm)Kong vs LiteLLM
    • Explore More
    • [Kong for Startups ](/solutions/startup-program)Kong for Startups
    • [Open Banking API Solutions ](/solutions/open-banking)Open Banking API Solutions
    • [API Governance Solutions ](/solutions/api-governance)API Governance Solutions
    • [Istio API Gateway Integration ](/solutions/istio-gateway)Istio API Gateway Integration
    • [Kubernetes API Management ](/solutions/build-on-kubernetes)Kubernetes API Management
    • [API Gateway: Build vs Buy ](/campaign/secure-api-scalability)API Gateway: Build vs Buy
    • Open Source
    • [Kong Gateway ](https://developer.konghq.com/gateway/install/)Kong Gateway
    • [Kuma ](https://kuma.io/)Kuma
    • [Insomnia ](https://insomnia.rest/)Insomnia
    • [Kong Community ](/community)Kong Community

Kong enables the connectivity layer for the agentic era – securely connecting, governing, and monetizing APIs and AI tokens across any model or cloud.

  • English
  • Japanese
  • Frenchcoming soon
  • Spanishcoming soon
  • Germancoming soon
[Everything is 200 OK](https://status.konghq.com/)
© Kong Inc. 2026
Interaction mode