• [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. Engineering

# Engineering

Talk tech with tips and tutorials from builders at Kong and the Kong Community.

[‹Prev](/blog/engineering/page/3)‹Prev[1](/blog/engineering)1…[3](/blog/engineering/page/3)34[5](/blog/engineering/page/5)5…[22](/blog/engineering/page/22)22[Next›](/blog/engineering/page/5)Next›

# Transforming Kong Logs for Ingestion into Your Observability Stack

[Engineering](/blog/tag/engineering)EngineeringNovember 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

# Terraform Your Way to the Cloud with Konnect Dedicated Cloud Gateways

[Engineering](/blog/tag/engineering)EngineeringApril 16, 2025

Imagine a world where you could deploy your API gateways across any cloud, enforce enterprise-grade policies, and meet compliance standards all within a single Terraform apply. Most teams think about infrastructure as code only in terms of spinning up VMs, networking components, databases, or maybe…

Declan Keane

# 6 Reasons Why Kong Insomnia Is Developers' Preferred API Client

[Engineering](/blog/tag/engineering)EngineeringAugust 8, 2025

Picture this: you’re in the zone — debugging logic, writing endpoints, testing integrations. But suddenly you’re yanked out of flow: copy pasting cURL commands, flipping between environments, chasing down the right API keys, and juggling half a dozen tools just to make a simple change. It’s clunky…

Juhi Singh

# Level Up Your Digital Health Platform with Kong, SMART on FHIR, Okta

[Engineering](/blog/tag/engineering)EngineeringSeptember 2, 2025

The healthcare industry is buzzing about FHIR (Fast Healthcare Interoperability Resources). Pronounced “fire,” this widely adopted data standard has been revolutionizing how healthcare information is exchanged. But building a truly modern, secure, and scalable digital health platform takes more…

Biswa Mohanty

# Securing Enterprise AI: OWASP Top 10 LLM Vulnerabilities Guide

[Engineering](/blog/tag/engineering)EngineeringJuly 31, 2025

Organizations are going all-in on large language models (LLMs), with research finding 72% anticipate increased LLM spending in the coming year (and about 40% are already investing more than $250,000 USD per year). As enterprises rapidly adopt LLMs to transform customer experiences, automate…

Michael Field

# Federated Deployments with Control Plane Groups

[Engineering](/blog/tag/engineering)EngineeringSeptember 24, 2025

In this blog post, we'll talk about the significant challenge of managing and governing a growing number of APIs across multiple teams in an organization — and how Control Plane Groups are a clear solution to avoid the chaos of inconsistent policies and operational bottlenecks. Scaling your API…

Declan Keane

# 10 Ways Microservices Create New Security Challenges

[Engineering](/blog/tag/engineering)EngineeringOctober 1, 2025

The Challenge : API calls make up a massive 71% of all web traffic, yet many organizations still rely on traditional security tools designed for monolithic architectures. The Risk : Organizations face an average of 421 APIs to manage, with machine learning discovering 30.7% more API endpoints than…

Mike Bilodeau

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

[Engineering](/blog/tag/engineering)EngineeringOctober 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

# AI Guardrails: Ensure Safe, Responsible, Cost-Effective AI Integration

[Engineering](/blog/tag/engineering)EngineeringAugust 25, 2025

As enterprises increasingly embed AI and Large Language Models (LLMs) into their digital experiences, enforcing robust AI guardrails becomes paramount to safeguard users, protect data, manage operational costs, and comply with regulatory and ethical standards. Think of AI guardrails as essential…

Jason Matis

# Separating Control and Data Planes in Kong

Kong Logo
[Engineering](/blog/tag/engineering)EngineeringMarch 28, 2018

Starting with Kong CE 0.13 and the upcoming EE 0.32, it is possible to separate control and data planes in a Kong cluster. So what are those planes? The control plane is how we instrument the system (pushing configs, fetching logs), whereas the data plane is the traffic that is actually being…

Thijs Schreijer

# Reducing Deployment Risk: Canary Releases and Blue/Green Deployments with Kong

Kong Logo
[Engineering](/blog/tag/engineering)EngineeringJune 20, 2018

When we build software, it's critical that we test and roll-out the software in a controlled manner. To make sure this happens, we make use of available tools and best practices to make sure that the software works as intended. We conduct code reviews, execute all the possible unit, integration,…

Thijs Schreijer

# So You’ve Decided to Transition to Microservices, What Now?

So You’ve Decided to Transition to Microservices, What Now?
[Engineering](/blog/tag/engineering)EngineeringJune 26, 2018

This is the second of two blogs examining considerations for transitioning to a microservices-based architecture. For more information, check out our e-book Blowing Up the Monolith: Adopting a Microservices-Based Architecture . In our previous blog, we outlined the five questions we must consider…

Mike Bilodeau

# Built-in Health Checks for High Availability Microservices

Highly-Available-Microservices
[Engineering](/blog/tag/engineering)EngineeringJune 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

# Kong CE 0.14 Feature Review - Nginx Injected Directives

Kong Logo
[Engineering](/blog/tag/engineering)EngineeringJuly 12, 2018

As part of our series helping you get up to speed on the new features released in Kong CE 0.14 , we want to dive into one of our most exciting and long-awaited features - Dynamic Injection for Nginx Directives. This new feature enables Kong users to easily exercise greater control over their Nginx…

Mike Bilodeau

# Service Mesh - A New Pattern, Not A New Technology?

Kong Logo
[Engineering](/blog/tag/engineering)EngineeringAugust 15, 2018

Over the past few months, you may have noticed the explosion of industry chatter and articles surrounding service mesh and the future of software architecture. These discussions have been highly polarizing, with tribes forming around specific vendors. While this partisan trend is to be expected,…

Marco Palladino
[‹Prev](/blog/engineering/page/3)‹Prev[1](/blog/engineering)1…[3](/blog/engineering/page/3)34[5](/blog/engineering/page/5)5…[22](/blog/engineering/page/22)22[Next›](/blog/engineering/page/5)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