# Apigee **URL:** https://discuss.google.dev/c/google-cloud/cloud-apigee/104.md [Latest](https://discuss.google.dev/latest.md) · [Categories](https://discuss.google.dev/categories.md) · [Tags](https://discuss.google.dev/tags.md) --- ## [Open-source installer to promote Apigee proxies, KVMs, target servers and products across OPDK and SaaS](https://discuss.google.dev/t/open-source-installer-to-promote-apigee-proxies-kvms-target-servers-and-products-across-opdk-and-saas/406452)
**Author:** [@kalyan\_inturi](https://discuss.google.dev/u/kalyan_inturi)\ **Replies:** 2\ **Last updated:** [November 13, 2026, 1:39pm UTC](https://discuss.google.dev/t/open-source-installer-to-promote-apigee-proxies-kvms-target-servers-and-products-across-opdk-and-saas/406452 "2026-11-13T13:39:43Z")
Hi all, One thing that kept costing me time with Apigee was promoting configuration and API artifacts between environments, especially because OPDK and SaaS behave differently (KVM updates are a good example). I have o… --- ## [Apigee Bytes: November 2026 Edition 🦃](https://discuss.google.dev/t/apigee-bytes-november-2026-edition/412955)
**Author:** [@AlexET](https://discuss.google.dev/u/AlexET)\ **Replies:** 0\ **Last updated:** [November 11, 2026, 7:00pm UTC](https://discuss.google.dev/t/apigee-bytes-november-2026-edition/412955 "2026-11-11T19:00:37Z")
Welcome, Apigee enthusiasts! :waving\_hand: Here is the November Edition of the Apigee Bytes newsletter. We have lots of updates for you. We hope you enjoy reading all of it! :writing\_hand:t3: Kevin & Alexandra :rocket: … --- ## [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… --- ## [AI tokenomics in action: Enforcing tiered token budgets with Apigee | Community TechTalk recording](https://discuss.google.dev/t/ai-tokenomics-in-action-enforcing-tiered-token-budgets-with-apigee-community-techtalk-recording/404727)
**Author:** [@AlexET](https://discuss.google.dev/u/AlexET)\ **Replies:** 1\ **Last updated:** [November 6, 2026, 9:09pm UTC](https://discuss.google.dev/t/ai-tokenomics-in-action-enforcing-tiered-token-budgets-with-apigee-community-techtalk-recording/404727 "2026-11-06T21:09:02Z")
Hello Apigee Community! :waving\_hand: In our latest TechTalk, Apigee Customer Engineer Tarun Abraham explores how to make LLM token usage and dollar spend predictable across enterprise teams. He demonstrates how to posi… --- ## [Community Tech Talk: Community Q&A Live: Answering Your Forum Questions - Nov 20](https://discuss.google.dev/t/community-tech-talk-community-q-a-live-answering-your-forum-questions-nov-20/290063)
**Author:** [@AlexET](https://discuss.google.dev/u/AlexET)\ **Replies:** 3\ **Last updated:** [November 4, 2026, 10:49pm UTC](https://discuss.google.dev/t/community-tech-talk-community-q-a-live-answering-your-forum-questions-nov-20/290063 "2026-11-04T22:49:11Z")
The recording and materials are now available for our latest community session, Community Q&A Live: Answering Your Forum Questions, featuring Google Cloud Customer Engineer, Matt Hartmann. In this 30-minute session, Mat… --- ## [Security for AI workloads with Model Armor | Community TechTalk on Nov 19, 2026](https://discuss.google.dev/t/security-for-ai-workloads-with-model-armor-community-techtalk-on-nov-19-2026/410774)
**Author:** [@AlexET](https://discuss.google.dev/u/AlexET)\ **Replies:** 0\ **Last updated:** [November 3, 2026, 4:37pm UTC](https://discuss.google.dev/t/security-for-ai-workloads-with-model-armor-community-techtalk-on-nov-19-2026/410774 "2026-11-03T16:37:10Z")
How is your engineering team protecting production LLM endpoints against prompt injection, jailbreaks, and malicious inputs? Implementing proactive security guardrails is essential for safe enterprise AI adoption. On Th… --- ## [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… --- ## [Architecting High Performance AI Gateways: Semantic Routing and Antigravity Governance in Apigee | Community TechTalk recording](https://discuss.google.dev/t/architecting-high-performance-ai-gateways-semantic-routing-and-antigravity-governance-in-apigee-community-techtalk-recording/408563)
**Author:** [@AlexET](https://discuss.google.dev/u/AlexET)\ **Replies:** 0\ **Last updated:** [October 27, 2026, 1:20am UTC](https://discuss.google.dev/t/architecting-high-performance-ai-gateways-semantic-routing-and-antigravity-governance-in-apigee-community-techtalk-recording/408563 "2026-10-27T01:20:45Z")
Hello Apigee Community! :waving\_hand: In our latest TechTalk, Apigee Technical Solutions Consultant Saravanakumar Rajagopal explores how to replace rigid static paths with lightweight helper models to dynamically classi… --- ## [From prompt to production: End-to-end AI workflows in Apigee | Community TechTalk recording](https://discuss.google.dev/t/from-prompt-to-production-end-to-end-ai-workflows-in-apigee-community-techtalk-recording/406545)
**Author:** [@AlexET](https://discuss.google.dev/u/AlexET)\ **Replies:** 2\ **Last updated:** [October 26, 2026, 7:33am UTC](https://discuss.google.dev/t/from-prompt-to-production-end-to-end-ai-workflows-in-apigee-community-techtalk-recording/406545 "2026-10-26T07:33:02Z")
Hello Apigee Community! :waving\_hand: In our latest TechTalk, Apigee South EMEA Manager & Barista, Luis Cuellar explores how to take generative AI workloads from prompt to production. He demonstrates how to leverage Api… --- ## [⏺ 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… --- ## [Troubleshooting why my MCP tools are not appearing correctly when using Apigee’s MCP Discovery Proxy template, despite configuring the YAML specification and deploying the proxy](https://discuss.google.dev/t/troubleshooting-why-my-mcp-tools-are-not-appearing-correctly-when-using-apigee-s-mcp-discovery-proxy-template-despite-configuring-the-yaml-specification-and-deploying-the-proxy/403596)
**Author:** [@Arpit\_Bahadure](https://discuss.google.dev/u/Arpit_Bahadure)\ **Replies:** 1\ **Last updated:** [October 12, 2026, 9:14pm UTC](https://discuss.google.dev/t/troubleshooting-why-my-mcp-tools-are-not-appearing-correctly-when-using-apigee-s-mcp-discovery-proxy-template-despite-configuring-the-yaml-specification-and-deploying-the-proxy/403596 "2026-10-12T21:14:03Z")
Hi everyone, I’m working on an MCP implementation using Apigee and need some help understanding the MCP Discovery Proxy configuration. My current setup: I created a custom MCP proxy named ABC using the Configure MCP… --- ## [Apigee Hybrid Enterprise Subscription - Environments Count](https://discuss.google.dev/t/apigee-hybrid-enterprise-subscription-environments-count/402886)
**Author:** [@oriolbarsolswo](https://discuss.google.dev/u/oriolbarsolswo)\ **Replies:** 3\ **Last updated:** [October 12, 2026, 4:36pm UTC](https://discuss.google.dev/t/apigee-hybrid-enterprise-subscription-environments-count/402886 "2026-10-12T16:36:37Z")
Hi all, We run Apigee hybrid under a Subscription 2024 plan Enterprise. We’re trying to confirm whether our hybrid environments count toward the plan’s Active environments entitlement, and the documentation doesn’t answ… --- ## [Error: Container start failed with Error: wait exceeded](https://discuss.google.dev/t/error-container-start-failed-with-error-wait-exceeded/400726)
**Author:** [@supriyokumar274](https://discuss.google.dev/u/supriyokumar274)\ **Replies:** 3\ **Last updated:** [October 8, 2026, 8:03am UTC](https://discuss.google.dev/t/error-container-start-failed-with-error-wait-exceeded/400726 "2026-10-08T08:03:00Z")
using apigee emulator 2.0.0 and 2.0.1 and also lower version i am getting Error: Container start failed with Error: wait exceeded though the docker is alreadyrunning background but emulator is not running in vscode --- ## [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… --- ## [Apigee Bytes: September 2026 Edition 🍂](https://discuss.google.dev/t/apigee-bytes-september-2026-edition/402482)
**Author:** [@AlexET](https://discuss.google.dev/u/AlexET)\ **Replies:** 0\ **Last updated:** [October 7, 2026, 6:19pm UTC](https://discuss.google.dev/t/apigee-bytes-september-2026-edition/402482 "2026-10-07T18:19:59Z")
Welcome, Apigee enthusiasts! :waving\_hand: Welcome to this month’s edition of Apigee Bytes, bringing you the latest product updates, releases, and community contributions. We are proud to share that Apigee has been reco… --- ## [Setting up apigee local dev](https://discuss.google.dev/t/setting-up-apigee-local-dev/343246)
**Author:** [@supriyokumar274](https://discuss.google.dev/u/supriyokumar274)\ **Replies:** 16\ **Last updated:** [October 6, 2026, 4:09pm UTC](https://discuss.google.dev/t/setting-up-apigee-local-dev/343246 "2026-10-06T16:09:31Z")
i am trying to setup apigee with local docker i am using 1.15.2 emulator version once i am trying to install the emulator it started the docker image which i can see but in vscode i am getting below error : Error: Could… --- ## [SSE with GCP API Gateway](https://discuss.google.dev/t/sse-with-gcp-api-gateway/264245)
**Author:** [@acim](https://discuss.google.dev/u/acim)\ **Replies:** 2\ **Last updated:** [September 25, 2026, 5:45pm UTC](https://discuss.google.dev/t/sse-with-gcp-api-gateway/264245 "2026-09-25T17:45:39Z")
We run our services on CloudRun and use API Gateway for ingress and authentication. In one of our new applications we are using SSE to communicate between the backend and the frontend but this is not working. Frontend it… --- ## [Infrastructure: local setup](https://discuss.google.dev/t/infrastructure-local-setup/399340)
**Author:** [@kelvingl](https://discuss.google.dev/u/kelvingl)\ **Replies:** 2\ **Last updated:** [September 25, 2026, 2:21pm UTC](https://discuss.google.dev/t/infrastructure-local-setup/399340 "2026-09-25T14:21:19Z")
Hi, how are you? I’m creating some Terraform and Crossplane modules, and I’d like to know how to set up a local lab to test the creation of org, environment, and envgroups. Is there a similar “ministack” for GCP that s… --- ## [DefaultFaultRules with a condition - Is the Apigee documentation mistaken?](https://discuss.google.dev/t/defaultfaultrules-with-a-condition-is-the-apigee-documentation-mistaken/398852)
**Author:** [@JAAO](https://discuss.google.dev/u/JAAO)\ **Replies:** 2\ **Last updated:** [September 22, 2026, 10:46pm UTC](https://discuss.google.dev/t/defaultfaultrules-with-a-condition-is-the-apigee-documentation-mistaken/398852 "2026-09-22T22:46:45Z")
According to Apigee documentation, DefaultFaultRules can have a condition. Not the steps inside, but the DefaultFaultRule itself. However this code will always be executed, regardless of the condition never bein… --- ## [Apigee Emulator runtime not getting started](https://discuss.google.dev/t/apigee-emulator-runtime-not-getting-started/193769)
**Author:** [@ABN](https://discuss.google.dev/u/ABN)\ **Replies:** 2\ **Last updated:** [September 22, 2026, 8:02pm UTC](https://discuss.google.dev/t/apigee-emulator-runtime-not-getting-started/193769 "2026-09-22T20:02:48Z")
Hi Community, I have installed apigee emulator in my local VS Code and while i am trying to start the container , its getting timed out to start the runtime. VS code says “Runtime is not up” message . In the docker cont… --- ## [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… --- ## [MCP Discovery Proxy deployment never completes on evaluation orgs (2 regions, 4 attempts, runtime 1-18-0-apigee-4)](https://discuss.google.dev/t/mcp-discovery-proxy-deployment-never-completes-on-evaluation-orgs-2-regions-4-attempts-runtime-1-18-0-apigee-4/398030)
**Author:** [@Eric1450](https://discuss.google.dev/u/Eric1450)\ **Replies:** 3\ **Last updated:** [September 21, 2026, 6:22am UTC](https://discuss.google.dev/t/mcp-discovery-proxy-deployment-never-completes-on-evaluation-orgs-2-regions-4-attempts-runtime-1-18-0-apigee-4/398030 "2026-09-21T06:22:01Z")
Summary: On two freshly provisioned Apigee evaluation organizations (asia-east1 and us-central1), every MCP Discovery Proxy deployment stays in Provisioning for 38–55 minutes and then fails with MCP just-in-time provisio… --- ## [⏺ Gouvernance des agents : maîtriser l'autorisation des tools MCP avec Google Apigee | Enregistrement du Community TechTalk](https://discuss.google.dev/t/gouvernance-des-agents-maitriser-lautorisation-des-tools-mcp-avec-google-apigee-enregistrement-du-community-techtalk/398242)
**Author:** [@AlexET](https://discuss.google.dev/u/AlexET)\ **Replies:** 0\ **Last updated:** [September 18, 2026, 9:07pm UTC](https://discuss.google.dev/t/gouvernance-des-agents-maitriser-lautorisation-des-tools-mcp-avec-google-apigee-enregistrement-du-community-techtalk/398242 "2026-09-18T21:07:08Z")
Bonjour la communauté Apigee ! :waving\_hand: Dans notre dernier TechTalk, Christophe Lalevée explore comment sécuriser l’interopérabilité des agents d’intelligence artificielle via le Model Context Protocol (MCP). Il dé… --- ## [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… --- ## [Modernizing a Utility API Platform with Google Apigee](https://discuss.google.dev/t/modernizing-a-utility-api-platform-with-google-apigee/387931)
**Author:** [@purnanga](https://discuss.google.dev/u/purnanga)\ **Replies:** 4\ **Last updated:** [September 10, 2026, 1:46pm UTC](https://discuss.google.dev/t/modernizing-a-utility-api-platform-with-google-apigee/387931 "2026-09-10T13:46:03Z")
Lessons from a multi-year transformation across governance, networking, developer experience, and platform operations In 2023, I began helping a large regulated utility in the United States move from a legacy API gate… --- ## [Apigee Bytes: July & August 2026 Edition ☁](https://discuss.google.dev/t/apigee-bytes-july-august-2026-edition/395899)
**Author:** [@AlexET](https://discuss.google.dev/u/AlexET)\ **Replies:** 0\ **Last updated:** [September 9, 2026, 6:45am UTC](https://discuss.google.dev/t/apigee-bytes-july-august-2026-edition/395899 "2026-09-09T06:45:48Z")
Welcome, Apigee enthusiasts! :waving\_hand: Summer is winding down, school is back in session, and we are diving headfirst into a brand-new season of innovation. Whether you are returning from a relaxing break or kept the… --- ## [Is Application Integration Target supported in the Apigee Local Emulator (VS Code)?](https://discuss.google.dev/t/is-application-integration-target-supported-in-the-apigee-local-emulator-vs-code/394828)
**Author:** [@RizkAhmed](https://discuss.google.dev/u/RizkAhmed)\ **Replies:** 2\ **Last updated:** [September 8, 2026, 4:03am UTC](https://discuss.google.dev/t/is-application-integration-target-supported-in-the-apigee-local-emulator-vs-code/394828 "2026-09-08T04:03:45Z")
Hi everyone, I’m currently working with Apigee Local development in VS Code using the Cloud Code extension and the Apigee Emulator. I am trying to build and test an API Proxy that connects to Google Cloud Application In… [Next page](https://discuss.google.dev/c/google-cloud/cloud-apigee/104.md?page=1)