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Two-Plane Observability on Google Cloud: Signal Contracts, Alert Policies and a Hexagonal Dispatcher

We stopped learning about production failures from other teams by splitting observability into two planes: telemetry that's always on, and notificat…

gogooglecloudobservabilityopentelemetry
Dev.to Oct 16, 2026, 14:15 UTC
EN

Horizontal Scaling Series — Part 1: MinIO and Shared Object Storage

When we horizontally scale an application, adding more instances is only part of the solution. We also need to consider where the application stores…

kubernetesgoogleclouddevelopmentsystemdesign
Dev.to Oct 16, 2026, 10:30 UTC
EN

EmbeddingGemma 2 on Cloud Run: an int8 CPU Service Against an NVIDIA L4

This article provides a step by step deployment guide for EmbeddingGemma 2 text embeddings to Google Cloud Run, on a CPU-only instance and on an NVI…

googlecloudgemmacloudrunmachinelearning
Dev.to Oct 13, 2026, 01:20 UTC
EN

Azure Container Apps vs Cloud Run: Which is Right for Your Deployment?

Introduction As cloud-native applications continue to gain traction, developers are increasingly looking for efficient ways to deploy their services…

azuregooglecloudcontainerappscloudrun
Dev.to Oct 7, 2026, 14:30 UTC
EN

Building an AI Search Visibility & Brand Analyzer with Gemini, BigQuery, and Google Search Grounding

AI Search Journey Lab — Part 3 of 7 Measuring how brands appear across AI search journeys using Gemini, Google Search grounding, deterministic visib…

aigeminibigquerygooglecloud
Dev.to Sep 29, 2026, 05:22 UTC
EN

How to Build a Real-Time Voice AI Agent with the Gemini Live API

This post was originally posted on X , by Annie Wang, Developer Relations Engineer, Google Cloud and Annie Cusack, Developer Marketing Manager, Goog…

voiceaiaigooglecloudgemini
Dev.to Sep 28, 2026, 22:22 UTC
EN

Monitoring Google's Edits to Your Business Profiles with Pub/Sub Notifications

To monitor Google's changes to your Business Profiles, subscribe your account to GOOGLE_UPDATE notifications through the My Business Notifications A…

apigooglecloudpythonmonitoring
Dev.to Sep 28, 2026, 21:31 UTC
EN

Search Journey Optimization with Gemini: From Query Fan-Out to Grounded Decisions

AI Search Journey Lab — Part 1 of 7 Building an explainable search-to-decision workflow with Gemini, Google Places, Google Search grounding, determi…

geminigooglecloudaiagents
Dev.to Sep 28, 2026, 21:29 UTC
EN

What Nobody Is Using in Your Google Cloud Projects, and What It Costs

This article provides a step by step guide to building a Google Cloud waste scanner from source, running it across every project your credentials ca…

googlecloudpythondevopsopensource
Dev.to Sep 22, 2026, 15:14 UTC
EN

Google's OAuth 'Testing' mode expires refresh tokens in 7 days. Publish the consent screen before you schedule anything.

TL;DR — If your Google Cloud OAuth consent screen is still in Testing , every refresh token it issues dies after seven days. That is documented beha…

aiclaudecodediscussgooglecloud
Dev.to Sep 16, 2026, 22:30 UTC
EN

ELT with Dataform on Google Cloud

This article was originally published on Medium (Google Cloud Community) . 1. Explanation of the use case presented in this article In a previous ar…

dataformbigquerygoogleclouddataengineering
Dev.to Sep 16, 2026, 16:29 UTC
EN

How to Engineer a Multi-Agent Pipeline for Production Reliability

We built a nine-agent pipeline that turns a natural language use case into working code, an interactive preview, and an implementation guide in unde…

aillmarchitecturegooglecloud
Dev.to Sep 14, 2026, 21:08 UTC
EN

FastMCP Is Now MCPServer: Migrating a Python MCP Server to the MCP SDK 2.x

This article provides a step by step migration guide for a Python MCP server from the MCP Python SDK 1.x ( FastMCP ) to 2.x ( MCPServer ), followed…

mcppythongooglecloudvllm
Dev.to Sep 11, 2026, 13:20 UTC
EN

Thirty Days to Migrate: When Your SaaS Depends on a Model That's About to Disappear

Originally published on my blog . On August 27, Google moved Gemini Omni 1.1 Flash, its video generation model, to general availability under the st…

aisaasprivacygooglecloud
Dev.to Sep 8, 2026, 16:13 UTC
EN

Your Google ADK Agent Has Four Places to Put Context. Choose Carefully.

The first version of an agent usually has one place for context: the prompt. The user request goes in. Conversation history goes in. Tool results, p…

aigooglecloudtypescriptarchitecture
Dev.to Sep 6, 2026, 16:07 UTC
EN

Kong AI Gateway 2.0 on Google Cloud: Securing GKE, Cloud Run, and Vertex AI(Agent Platform)

Most teams running on Google Cloud don't pick one compute model and stay there. Some services live on GKE because they need fine-grained control, si…

aigooglecloudkubernetessecurity
Dev.to Sep 4, 2026, 01:59 UTC
EN

Search Console for a subdomain fleet: own both property types

Background I run more than twenty sites on subdomains of a single domain — ocha. , coffee. , manga. , cve. , one per topic. They all publish daily,…

seogooglecloudwebdev
Dev.to Sep 3, 2026, 23:48 UTC
EN

Beyond the Demo: Architecting a Security-First AI Journal with Gemini

Most "AI-powered" side projects follow the same arc: a slick demo, a hardcoded API key, one shared database, zero auth boundaries — and it falls apa…

aigooglecloudfirebasewebdev
Dev.to Sep 2, 2026, 17:01 UTC
EN

How to Secure a Staging Environment With Google Cloud IAP

Every staging environment starts out reachable by anyone with the URL, and every team eventually notices that's a problem — a crawler indexes it, a…

googlecloudidentityawareproxyoauthsecurity
Dev.to Sep 1, 2026, 07:01 UTC
EN

Building FrameMill: Turning Hours of Gameplay Into an Editable First Cut

Written for the Gemini All Agentic AI Hackathon. A game stream can last four hours. The moments worth turning into a video might last only a few min…

aigogamedevgooglecloud
Dev.to Aug 31, 2026, 23:07 UTC
EN

How We Built EIR: A Secure Healthcare Agent Fleet on Google Cloud

For the past month, our team has been building EIR: Healthcare Agent Fleet , a secure multi-agent platform for patient access, recovery, scheduling,…

googlecloudgeminiaihealthcare
Dev.to Aug 31, 2026, 22:51 UTC
EN

TwoKeys: AI Agents Can Act, but Should They Decide?

I created this article for the purpose of entering the All Things Agentic Hackathon . An AI agent already has the API key. It can read the campaign,…

aihackathongooglegooglecloud
Dev.to Aug 31, 2026, 22:41 UTC
EN

Every company knows when it revoked access. None knows when access stopped.

Every company knows when it revoked access. None knows when access stopped. I built this for the All Things Agentic Hackathon , and I wrote this pos…

googlecloudtestingaihackathon
Dev.to Aug 31, 2026, 21:23 UTC
EN

The hardest part of a long-running agent job is knowing where it got to

I wrote this post for my entry to the All Things Agentic Hackathon. TLDR: I built a five-agent design team on Gemini (Including Gemini Flash 3.7 and…

allthingsagentichackathongooglecloudgeminigemma
Dev.to Aug 31, 2026, 20:54 UTC
EN

I Built an AI agent that is not allowed to decide anything

Most newborn deaths occur in the first week of life, and Day 3 is the single most critical window. By day three, the mother has been discharged from…

agentsaicloudgooglecloud
Dev.to Aug 31, 2026, 18:54 UTC
EN

Tunable CrashLoopBackOff in GKE: Accelerating AI/ML recovery and eliminating risky node hacks

In Kubernetes, few status messages are as familiar as CrashLoopBackOff . When a container exits unexpectedly, the kubelet steps in to prevent the fa…

kubernetesaigkegooglecloud
Dev.to Aug 31, 2026, 18:21 UTC
EN

Testing Google ADK TypeScript Agents Without Chasing Sentences

The fastest way to make an AI-agent test flaky is to assert the final sentence. You expect: I'll help you find hotels in Paris. The agent returns: S…

aitypescripttestinggooglecloud
Dev.to Aug 31, 2026, 16:45 UTC
EN

IRC-A: Building an Enterprise-Grade Zero-Trust Agent Gateway & Semantic Capability Mesh on Google Cloud

Executive Summary After years building mission-critical systems for Citibank and Bloomberg, I have learned one immutable law: the most expensive bug…

allthingsagentichackathonaiarchitecturegooglecloud
Dev.to Aug 31, 2026, 16:06 UTC
EN

MUSTER: Building Safer Enterprise AI Agents That Ask Less and Retry Less

AI agents are getting good enough to do real work inside companies. They can read documents, understand images, call tools, make decisions, and trig…

aigooglecloudgeminidevchallenge
Dev.to Aug 31, 2026, 14:06 UTC
EN

The difference between "mentioned" and "answered"

I built this for the All Things Agentic Hackathon (August 2026). Code: github.com/jwlai-cloud/intake . Set published: true in the front matter when…

googlecloudaipythonshowdev
Dev.to Aug 31, 2026, 07:58 UTC

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