From prompt to production: End-to-end AI workflows in Apigee | Community TechTalk on Oct 29, 2026

Google Cloud Apigee Events
1

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 Apigee’s declarative workflows to spin up a fully governed LLM gateway in minutes using basic environment variables.

:television: Watch the recording

:file_folder: Access the presentation slides

Core architectural pillars and protections :gear:

Deploying an enterprise AI gateway requires robust security and operational control without adding complexity. Luis highlighted four core pillars:

  • Rapid LLM gateway deployment: Using declarative configuration variables to set up and verify an Apigee LLM gateway instantly.

  • Active model defense & data protection: Layering Model Armor to block prompt injection, jailbreaks, and malicious inputs, alongside Cloud Data Loss Prevention (Cloud DLP) policies to automatically redact sensitive payload data in real time.

  • Access control and performance: Enforcing authentication, fine-grained authorization, execution quotas, rate limits, and intelligent response caching to manage cost and latency.

Key takeaways from the session :light_bulb:

Luis provided a technical walkthrough demonstrating how simple it is for developers and platform engineers—regardless of deep machine learning expertise—to configure an end-to-end AI workflow. The demo showed how Apigee intercepts LLM requests, applies real-time prompt protection and data redaction, enforces traffic policies, and safely handles agentic interactions before requests reach backend models.

Leave behind resources :books:

Next steps :chequered_flag:

:thought_balloon: Continue the conversation: How is your organization handling prompt security and token governance for your AI workflows? Share your architectural ideas or ask Luis your questions in the comments below!

:star: Share feedback: Help us shape future developer sessions by sharing your thoughts here → Feedback: Apigee Community TechTalks

:telephone_receiver: Explore further: Ready to architect your enterprise AI gateway strategy? Contact a Google Cloud sales specialist for custom guidance.

:megaphone: Stay tuned: Keep an eye on the forum for updates on our upcoming developer sessions → Google Cloud Apigee Community TechTalks

2 Likes
2

The link to register for the session does not seem to work.

3

I apologize for the inconvenience. Please try again and let us know if you encounter the same issue; it should be working now. We will see you this Thursday :smiley: