# \#apigee **URL:** https://discuss.google.dev/tag/apigee/65.md [Latest](https://discuss.google.dev/latest.md) · [Categories](https://discuss.google.dev/categories.md) · [Tags](https://discuss.google.dev/tags.md) --- ## [Layered LLM guardrails on Apigee: Static rules, Model Armor and NeMo Guardrails](https://discuss.google.dev/t/layered-llm-guardrails-on-apigee-static-rules-model-armor-and-nemo-guardrails/412532)
**Author:** [@welylau](https://discuss.google.dev/u/welylau)\ **Replies:** 0\ **Last updated:** [November 10, 2026, 7:28am UTC](https://discuss.google.dev/t/layered-llm-guardrails-on-apigee-static-rules-model-armor-and-nemo-guardrails/412532 "2026-11-10T07:28:49Z")
Layered LLM guardrails on Apigee: Static rules, Model Armor and NeMo Guardrails Heads-up: This article and the demo include prompts with offensive or disruptive language and real attack payloads. They’re there only to de… --- ## [Latam Webinar: Desarrollo de APIs sin Fricción con Antigravity y Apigee](https://discuss.google.dev/t/latam-webinar-desarrollo-de-apis-sin-friccion-con-antigravity-y-apigee/409596)
**Author:** [@FabiolaCruz](https://discuss.google.dev/u/FabiolaCruz)\ **Replies:** 0\ **Last updated:** [October 30, 2026, 4:49pm UTC](https://discuss.google.dev/t/latam-webinar-desarrollo-de-apis-sin-friccion-con-antigravity-y-apigee/409596 "2026-10-30T16:49:51Z")
¡Hola a la comunidad de desarrolladores y arquitectos de Latam! Gestionar múltiples servicios y asegurar un ciclo de vida de APIs sin fricciones puede convertirse en un desafío complejo para los equipos de ingeniería. A… --- ## [Building an adaptive AI gateway with Apigee for stateful multi-agent workloads](https://discuss.google.dev/t/building-an-adaptive-ai-gateway-with-apigee-for-stateful-multi-agent-workloads/409133)
**Author:** [@Tarun\_Abraham](https://discuss.google.dev/u/Tarun_Abraham)\ **Replies:** 0\ **Last updated:** [October 28, 2026, 10:43pm UTC](https://discuss.google.dev/t/building-an-adaptive-ai-gateway-with-apigee-for-stateful-multi-agent-workloads/409133 "2026-10-28T22:43:47Z")
TL;DR: Single-turn prompt routing cuts LLM serving costs by over 70% for stateless Q&A, but multi-agent systems introduce new stateful challenges. Once your agents run multi-turn loops, you face compounding context bloat… --- ## [⏺ Shift-Left API Development: Automated Testing & CI/CD with the Apigee Emulator | Community TechTalk recording](https://discuss.google.dev/t/shift-left-api-development-automated-testing-ci-cd-with-the-apigee-emulator-community-techtalk-recording/399438)
**Author:** [@AlexET](https://discuss.google.dev/u/AlexET)\ **Replies:** 6\ **Last updated:** [October 13, 2026, 11:13am UTC](https://discuss.google.dev/t/shift-left-api-development-automated-testing-ci-cd-with-the-apigee-emulator-community-techtalk-recording/399438 "2026-10-13T11:13:22Z")
Hello Apigee Community! :waving\_hand: In our latest TechTalk, Google Cloud Apigee Specialist Customer Engineer Nigel Walters demonstrates how to implement shift-left testing workflows for Apigee API proxies. Nigel expla… --- ## [Tutorial: Automated Testing of Apigee Proxies and Deployments with the Apigee Emulator](https://discuss.google.dev/t/tutorial-automated-testing-of-apigee-proxies-and-deployments-with-the-apigee-emulator/398593)
**Author:** [@tyayers](https://discuss.google.dev/u/tyayers)\ **Replies:** 1\ **Last updated:** [October 8, 2026, 5:46am UTC](https://discuss.google.dev/t/tutorial-automated-testing-of-apigee-proxies-and-deployments-with-the-apigee-emulator/398593 "2026-10-08T05:46:07Z")
Tutorial: Automated Testing of Apigee Proxies and Deployments with the Apigee Emulator Tutorial: Automated Testing of Apigee Proxies and Deployments with the Apigee Emulator Welcome to the hands-on tutorial for automatin… --- ## [Dynamic Model Routing with Apigee X](https://discuss.google.dev/t/dynamic-model-routing-with-apigee-x/398881)
**Author:** [@madhans](https://discuss.google.dev/u/madhans)\ **Replies:** 0\ **Last updated:** [September 22, 2026, 9:48am UTC](https://discuss.google.dev/t/dynamic-model-routing-with-apigee-x/398881 "2026-09-22T09:48:44Z")
Dynamic Model Routing with Apigee X TL;DR: Enterprise Generative AI deployments face a cost-performance trade-off. Static model selection either wastes budget or compromises quality. This document presents an Intelligen… --- ## [Apigee Trace Viewer for Fast & Easy Trace Parsing](https://discuss.google.dev/t/apigee-trace-viewer-for-fast-easy-trace-parsing/398006)
**Author:** [@tyayers](https://discuss.google.dev/u/tyayers)\ **Replies:** 0\ **Last updated:** [September 18, 2026, 4:20am UTC](https://discuss.google.dev/t/apigee-trace-viewer-for-fast-easy-trace-parsing/398006 "2026-09-18T04:20:53Z")
Apigee Trace Viewer Tutorial: Capturing & Analyzing Proxy Traces This guide provides end-to-end instructions for capturing API proxy debug traces in both Google Cloud Apigee X (or Hybrid) and the local Apigee Emulator, e… --- ## [Connecting Gemini Enterprise Agent Runtime to Apigee](https://discuss.google.dev/t/connecting-gemini-enterprise-agent-runtime-to-apigee/396198)
**Author:** [@joel\_gauci](https://discuss.google.dev/u/joel_gauci)\ **Replies:** 2\ **Last updated:** [September 17, 2026, 8:42am UTC](https://discuss.google.dev/t/connecting-gemini-enterprise-agent-runtime-to-apigee/396198 "2026-09-17T08:42:49Z")
Executive Summary: The Enterprise AI Paradox As enterprises race from experimental generative AI pilots into production-grade autonomous agent systems, infrastructure and security architects face a major challenge: how d… --- ## [Securing WebSockets for Agentic & Real-Time Architectures](https://discuss.google.dev/t/securing-websockets-for-agentic-real-time-architectures/397036)
**Author:** [@joel\_gauci](https://discuss.google.dev/u/joel_gauci)\ **Replies:** 0\ **Last updated:** [September 14, 2026, 11:32am UTC](https://discuss.google.dev/t/securing-websockets-for-agentic-real-time-architectures/397036 "2026-09-14T11:32:15Z")
Securing WebSockets for Agentic & Real-Time Architectures: Private Southbound Connectivity from Apigee X to Cloud Run via PSC and Regional ILB In modern cloud-native and Agentic AI architectures, traditional request/resp… --- ## [Apigee Migration Assessment Tool: Run Source Assessment Without a Target Environment](https://discuss.google.dev/t/apigee-migration-assessment-tool-run-source-assessment-without-a-target-environment/392559)
**Author:** [@h-kopalle](https://discuss.google.dev/u/h-kopalle)\ **Replies:** 0\ **Last updated:** [August 26, 2026, 3:57pm UTC](https://discuss.google.dev/t/apigee-migration-assessment-tool-run-source-assessment-without-a-target-environment/392559 "2026-08-26T15:57:58Z")
What is this About? The Apigee Migration Assessment Tool has a flag called --skip-target-validation that lets you run a full source assessment on your existing Apigee Edge or OPDK environment without needing access to th… --- ## [Calling all builders and cloud architects! 🚀 Final call for SVL event](https://discuss.google.dev/t/calling-all-builders-and-cloud-architects-final-call-for-svl-event/391549)
**Author:** [@FabiolaCruz](https://discuss.google.dev/u/FabiolaCruz)\ **Replies:** 0\ **Last updated:** [August 21, 2026, 4:20pm UTC](https://discuss.google.dev/t/calling-all-builders-and-cloud-architects-final-call-for-svl-event/391549 "2026-08-21T16:20:31Z")
We’re putting the final touches on our upcoming The AI Evolution in Sunnyvale, Sept 9. Seats are filling up fast, if you’re looking to get under the hood of modern cloud architecture and generative AI, this is where you … --- ## [Apigee AI Horizon Paris 2026: Accelerating the AI Agent Era 🇨🇵](https://discuss.google.dev/t/apigee-ai-horizon-paris-2026-accelerating-the-ai-agent-era/391150)
**Author:** [@AlexET](https://discuss.google.dev/u/AlexET)\ **Replies:** 0\ **Last updated:** [August 19, 2026, 11:47pm UTC](https://discuss.google.dev/t/apigee-ai-horizon-paris-2026-accelerating-the-ai-agent-era/391150 "2026-08-19T23:47:27Z")
The artificial intelligence revolution is moving faster than ever, and at its core, a strong API infrastructure remains the ultimate catalyst for enterprise success. To successfully scale, secure, and monetise your nex… --- ## [Securing agent MCP tool governance using Apigee | Community TechTalk recording](https://discuss.google.dev/t/securing-agent-mcp-tool-governance-using-apigee-community-techtalk-recording/387371)
**Author:** [@AlexET](https://discuss.google.dev/u/AlexET)\ **Replies:** 2\ **Last updated:** [August 14, 2026, 10:04pm UTC](https://discuss.google.dev/t/securing-agent-mcp-tool-governance-using-apigee-community-techtalk-recording/387371 "2026-08-14T22:04:55Z")
Hello Apigee Community! :waving\_hand: In our latest TechTalk, Apigee Customer Engineer Tarun Abraham explores how to eliminate the architectural blindspot inherent in Model Context Protocol (MCP) traffic. He demonstrate… --- ## [Troubleshooting API Proxy Performance Issues in Apigee Hybrid: Real-Time Cassandra Read Latency Diagnosis](https://discuss.google.dev/t/troubleshooting-api-proxy-performance-issues-in-apigee-hybrid-real-time-cassandra-read-latency-diagnosis/385820)
**Author:** [@joel\_gauci](https://discuss.google.dev/u/joel_gauci)\ **Replies:** 0\ **Last updated:** [July 29, 2026, 12:41pm UTC](https://discuss.google.dev/t/troubleshooting-api-proxy-performance-issues-in-apigee-hybrid-real-time-cassandra-read-latency-diagnosis/385820 "2026-07-29T12:41:17Z")
When developing and maintaining API platforms with Apigee Hybrid, ensuring sub-millisecond response times is a top priority for technical architects and API developers. However, when an API proxy experiences performance … --- ## [De gestor de API a puerta de enlace de IA: cómo Apigee simplifica la gobernabilidad en la era de los agentes](https://discuss.google.dev/t/de-gestor-de-api-a-puerta-de-enlace-de-ia-como-apigee-simplifica-la-gobernabilidad-en-la-era-de-los-agentes/382286)
**Author:** [@LCuellar](https://discuss.google.dev/u/LCuellar)\ **Replies:** 0\ **Last updated:** [July 17, 2026, 3:55pm UTC](https://discuss.google.dev/t/de-gestor-de-api-a-puerta-de-enlace-de-ia-como-apigee-simplifica-la-gobernabilidad-en-la-era-de-los-agentes/382286 "2026-07-17T15:55:19Z")
La adopción masiva de modelos de lenguaje de gran tamaño (LLM) ha desbloqueado capacidades de automatización sin precedentes, pero también ha expuesto vulnerabilidades críticas en la infraestructura empresarial. El reto … --- ## [Apigee API Hub to MCP Registry Tutorial](https://discuss.google.dev/t/apigee-api-hub-to-mcp-registry-tutorial/381058)
**Author:** [@tyayers](https://discuss.google.dev/u/tyayers)\ **Replies:** 0\ **Last updated:** [July 14, 2026, 1:46pm UTC](https://discuss.google.dev/t/apigee-api-hub-to-mcp-registry-tutorial/381058 "2026-07-14T13:46:13Z")
There are a couple of ways to make MCP server information discoverable by clients - either by the MCP Registry protocol, or the recently announced ARD Agentic Resource Discovery Specification, which includes not only MCP… --- ## [Apigee AI Gateway Introduction](https://discuss.google.dev/t/apigee-ai-gateway-introduction/377814)
**Author:** [@AlexET](https://discuss.google.dev/u/AlexET)\ **Replies:** 0\ **Last updated:** [July 3, 2026, 5:57pm UTC](https://discuss.google.dev/t/apigee-ai-gateway-introduction/377814 "2026-07-03T17:57:47Z")
Hey Community, check out this bonus video from Tyler Ayers, featuring a short introduction to the Apigee AI Gateway architecture along with a short demo! :thought\_balloon: Plan your next step with a Google… --- ## [Powering Gemini Enterprise with Apigee APIs | Community TechTalk (Recording)](https://discuss.google.dev/t/powering-gemini-enterprise-with-apigee-apis-community-techtalk-recording/367125)
**Author:** [@AlexET](https://discuss.google.dev/u/AlexET)\ **Replies:** 2\ **Last updated:** [June 27, 2026, 12:23am UTC](https://discuss.google.dev/t/powering-gemini-enterprise-with-apigee-apis-community-techtalk-recording/367125 "2026-06-27T00:23:40Z")
Hello Apigee Community! :waving\_hand: In our latest TechTalk, Nigel Walters (Apigee Customer Engineer) explores how to position Apigee as a centralized governance layer for Gemini Enterprise. He demonstrates how to trea… --- ## [Extending Agent Gateway Capabilities with Apigee | Community TechTalk (Recording)](https://discuss.google.dev/t/extending-agent-gateway-capabilities-with-apigee-community-techtalk-recording/367124)
**Author:** [@AlexET](https://discuss.google.dev/u/AlexET)\ **Replies:** 1\ **Last updated:** [June 8, 2026, 5:09pm UTC](https://discuss.google.dev/t/extending-agent-gateway-capabilities-with-apigee-community-techtalk-recording/367124 "2026-06-08T17:09:01Z")
Are you ready to secure your autonomous AI agents for production? Transitioning from a prototype to an enterprise-grade agentic workflow requires more than just connecting LLMs—it demands a robust gateway architecture th… --- ## [Sending OpenTelemetry spans from Apigee hybrid to Dynatrace](https://discuss.google.dev/t/sending-opentelemetry-spans-from-apigee-hybrid-to-dynatrace/92222)
**Author:** [@ncardace](https://discuss.google.dev/u/ncardace)\ **Replies:** 4\ **Last updated:** [June 3, 2026, 2:50pm UTC](https://discuss.google.dev/t/sending-opentelemetry-spans-from-apigee-hybrid-to-dynatrace/92222 "2026-06-03T14:50:27Z")
Introduction A common enterprise requirement for production deployments, especially in the Financial Services and Telecommunication industries, is to instrument the API gateway with Business Activity Monitoring. Its obj… --- ## [Mobile Device Flow implementation for Apigee X/Hybrid | Community TechTalk (Recording)](https://discuss.google.dev/t/mobile-device-flow-implementation-for-apigee-x-hybrid-community-techtalk-recording/337009)
**Author:** [@AlexET](https://discuss.google.dev/u/AlexET)\ **Replies:** 1\ **Last updated:** [May 27, 2026, 4:15pm UTC](https://discuss.google.dev/t/mobile-device-flow-implementation-for-apigee-x-hybrid-community-techtalk-recording/337009 "2026-05-27T16:15:23Z")
Discover how to securely connect AI agents to backend services in headless or input-constrained environments. In this session Joel Gauci explores the OAuth 2.0 Device Authorization Grant (RFC 8628), demonstrating how Api… --- ## [Webinar | May 19 | Best of GCP Next 26: Leveraging Apigee & Gemini Enterprise Agent Platform](https://discuss.google.dev/t/webinar-may-19-best-of-gcp-next-26-leveraging-apigee-gemini-enterprise-agent-platform/359956)
**Author:** [@FabiolaCruz](https://discuss.google.dev/u/FabiolaCruz)\ **Replies:** 2\ **Last updated:** [May 22, 2026, 8:32pm UTC](https://discuss.google.dev/t/webinar-may-19-best-of-gcp-next-26-leveraging-apigee-gemini-enterprise-agent-platform/359956 "2026-05-22T20:32:13Z")
Did you miss Apigee Next 26? Join our webinar on May 19th to see how a world class agent platform and API management platform combine to provide essential governance and security. We will cover how to plan for the future… --- ## [Apigee MCP Tool Authorization at Scale: Building Your AI & MCP Control Tower | Community TechTalk (Recording)](https://discuss.google.dev/t/apigee-mcp-tool-authorization-at-scale-building-your-ai-mcp-control-tower-community-techtalk-recording/362361)
**Author:** [@AlexET](https://discuss.google.dev/u/AlexET)\ **Replies:** 0\ **Last updated:** [May 13, 2026, 6:46pm UTC](https://discuss.google.dev/t/apigee-mcp-tool-authorization-at-scale-building-your-ai-mcp-control-tower-community-techtalk-recording/362361 "2026-05-13T18:46:32Z")
Hello Apigee Community! :waving\_hand: Are you ready to scale your AI initiatives while maintaining absolute security and fine-grained access control? Moving agents into enterprise production requires a central “Control … --- ## [Productizing AI: Transforming APIs into Governed Agentic Tools on the Google Cloud Agentic Platform | Community TechTalk (Recording)](https://discuss.google.dev/t/productizing-ai-transforming-apis-into-governed-agentic-tools-on-the-google-cloud-agentic-platform-community-techtalk-recording/359236)
**Author:** [@AlexET](https://discuss.google.dev/u/AlexET)\ **Replies:** 0\ **Last updated:** [May 6, 2026, 10:11pm UTC](https://discuss.google.dev/t/productizing-ai-transforming-apis-into-governed-agentic-tools-on-the-google-cloud-agentic-platform-community-techtalk-recording/359236 "2026-05-06T22:11:02Z")
Hello Apigee Community, Are you ready to move your AI initiatives from experimental prototypes to production-ready agentic tools? Building a reliable AI agent requires more than just a model; it requires a governed arch… --- ## [Upgrading Apigee OPDK 4.51 to 4.53 with OS Modernization](https://discuss.google.dev/t/upgrading-apigee-opdk-4-51-to-4-53-with-os-modernization/348221)
**Author:** [@RakeshTalanki](https://discuss.google.dev/u/RakeshTalanki)\ **Replies:** 0\ **Last updated:** [April 10, 2026, 3:16pm UTC](https://discuss.google.dev/t/upgrading-apigee-opdk-4-51-to-4-53-with-os-modernization/348221 "2026-04-10T15:16:40Z")
Upgrading Apigee OPDK 4.51 to 4.53 with OS Modernization 1. Introduction and Core Strategy This post outlines the official, supported methodology to upgrade your Apigee Edge for Private Cloud (OPDK) platform from version… --- ## [Powering Retail Agents with ADK, UCP & Apigee X | Community TechTalk (Recording)](https://discuss.google.dev/t/powering-retail-agents-with-adk-ucp-apigee-x-community-techtalk-recording/347606)
**Author:** [@AlexET](https://discuss.google.dev/u/AlexET)\ **Replies:** 0\ **Last updated:** [April 8, 2026, 4:11pm UTC](https://discuss.google.dev/t/powering-retail-agents-with-adk-ucp-apigee-x-community-techtalk-recording/347606 "2026-04-08T16:11:21Z")
Learn how to build a secure, governed “Chat-to-Checkout” experience using Apigee X and Gemini. In this session, Maria Liampoti and Tyler Ayers explore the Universal Commerce Protocol (UCP), demonstrating how Apigee acts … --- ## [Apigee X Spaces - API Developer with Custom Developer Admin Role](https://discuss.google.dev/t/apigee-x-spaces-api-developer-with-custom-developer-admin-role/184723)
**Author:** [@kurtkanaskie](https://discuss.google.dev/u/kurtkanaskie)\ **Replies:** 4\ **Last updated:** [April 7, 2026, 10:17pm UTC](https://discuss.google.dev/t/apigee-x-spaces-api-developer-with-custom-developer-admin-role/184723 "2026-04-07T22:17:53Z")
Spaces Overview Apigee Spaces is a new Role Based Access Control feature that allows API proxies, Shared Flows and API Products to be associated with a “Space”. A Space acts as a container for the resources and allows us… --- ## [Modernizing and Decoupling Event Ingestion: Apigee as a Gateway for Google Cloud Pub/Sub](https://discuss.google.dev/t/modernizing-and-decoupling-event-ingestion-apigee-as-a-gateway-for-google-cloud-pub-sub/343195)
**Author:** [@welylau](https://discuss.google.dev/u/welylau)\ **Replies:** 0\ **Last updated:** [March 25, 2026, 8:03am UTC](https://discuss.google.dev/t/modernizing-and-decoupling-event-ingestion-apigee-as-a-gateway-for-google-cloud-pub-sub/343195 "2026-03-25T08:03:55Z")
Modernizing and Decoupling Event Ingestion: Apigee as a Gateway for Google Cloud Pub/Sub In modern cloud-native architectures, the ability to decouple producers from consumers is critical for building resilient, “fire-an… --- ## [Introducing strofa.io: The New AI-Powered Apigee X & Hybrid Development & Management Tool | Community TechTalk (Recording)](https://discuss.google.dev/t/introducing-strofa-io-the-new-ai-powered-apigee-x-hybrid-development-management-tool-community-techtalk-recording/330779)
**Author:** [@AlexET](https://discuss.google.dev/u/AlexET)\ **Replies:** 2\ **Last updated:** [March 4, 2026, 12:41am UTC](https://discuss.google.dev/t/introducing-strofa-io-the-new-ai-powered-apigee-x-hybrid-development-management-tool-community-techtalk-recording/330779 "2026-03-04T00:41:20Z")
Discover Stroa.io, the AI-powered IDE revolutionizing Apigee X and Hybrid development. Learn to automate complex proxy creation, simplify cluster operations, and validate APIs using local emulators and advanced AI bluepr… --- ## [How to create a new app credential for an existing app with the Apigee API](https://discuss.google.dev/t/how-to-create-a-new-app-credential-for-an-existing-app-with-the-apigee-api/333001)
**Author:** [@tyayers](https://discuss.google.dev/u/tyayers)\ **Replies:** 0\ **Last updated:** [February 20, 2026, 8:09am UTC](https://discuss.google.dev/t/how-to-create-a-new-app-credential-for-an-existing-app-with-the-apigee-api/333001 "2026-02-20T08:09:41Z")
The question came up in some recent discussions that the documentation for the generateKeyPair API method is not entirely clear how the post data should be structured to create a new credential for an existing developer … [Next page](https://discuss.google.dev/tag/apigee/65.md?match_all_tags=true&page=1&tags%5B%5D=apigee)