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Community Articles This is your source for practical, in-depth articles from Google Cloud experts and product teams. Find actionable how-to guides, architecture patterns, and expert solutions that go beyond the documentation. Join the conversation by asking authors questions or sharing your insights directly on each post. Developer Device Platform Discuss Developer Device Platform features. Developer Device Platform (DDP) is a next-generation, commercial-grade suite for remote mobile device orchestration, testing, and real-time streaming Community News & Announcements Learn about the latest news related to the Google Cloud, like contests, challenges, and other events. Build with AI The forum to discuss building intelligent agents, leveraging generative AI models, training custom ML solutions with Vertex AI, and integrating pre-built AI APIs into your applications. Serverless Applications Discuss deploying and managing applications on serverless platforms, including best practices for event-driven architectures, scaling, and cost optimization. Compute Infrastructure Discuss virtual machines on Compute Engine and Bare Metal Solutions, including OS choices, machine types, GPUs, and best practices for workload migration and optimization. Database Discuss all aspects of Google Clouds managed database services, including Cloud SQL (MySQL, PostgreSQL, SQL Server), Spanner, Bigtable, Firestore, and Memorystore, as well as database design, migration, performance tuning, and security. Data Analytics Discuss processing and analyzing large datasets with BigQuery, Dataflow, Dataproc, and Pub/Sub, including building scalable data pipelines, ETL/ELT processes, stream analytics, and data governance. Integration Services Integrate, automate, and orchestrate with Google Clouds Integration Services. Find articles, videos, events, announcements, and a forum to connect around Application Integration, Integration Connectors, Workflows, Eventarc, Tasks & Scheduler. AI Infrastructure Discuss training, tuning and serving on IaaS with AI-optimized hardware, including tips for optimizing performance, working with popular and open ML frameworks, libraries, compilers and runtimes. Apigee Build, manage, and scale your APIs with Apigee. Your source for product updates, expert how-tos, and cant-miss events. Connect with the Apigee community to ask, learn, and share. Cloud Foundations & Onboarding Ask questions related to the fundamentals of managing your Google Cloud environment. Discuss account setup, IAM, security best practices, monitoring your services, and automating your infrastructure for reliability and efficiency. For direct billing support, refer to official Google Cloud support channels.

Topic		Replies	Views	Activity
InFocus This Month: Google Skills Arcade 2026 Community News & Announcements learning	[48481_2.png] [186298_2.png] [186762_2.png] [275720_2.png] [270337_2.png]	6	640	August 19, 2026
We need to download file from bacjend using apigeex and upload to GCS Apigee apigee-x , apigee-general	[13328_2.png] [159502_2.png] [60020_2.png]	2	67	August 19, 2026
Tutorial: OSS Kubernetes on GCE with NVIDIA B200 GPUs, DRA for GPU, DRANET (OSS) and Gemma 4 (31B) AI Infrastructure googler-article , compute-engine , infrastructure-general , graphics-processing-units-gpus , high-performance-computing-hpc	[145521_2.png]	0	22	August 19, 2026
Billion-scale vector search in GCP: The mathematics of ScaNN, HNSW, and anisotropic quantization Community Articles googler-article , agent-platform-embeddings-for-text , agent-platform , vector-search , learning A comprehensive, research-backed engineering deep-dive into the mathematics, backend architecture, and productionization of Vertex AI Vector Search. In the modern Generative AI stack, generating a high-quality embeddin…	[136664_2.png] [53_2.png] [270337_2.png]	1	131	August 19, 2026
Google Auth Platform OAuth configuration fails with tracking number Cloud Foundations & Onboarding oauth-app-verification	[275970_2.png]	0	10	August 19, 2026
Antigravity started refusing normal safe prompts Generative AI & Foundational Models antigravity	[271226_2.png] [275988_2.png]	1	102	August 19, 2026
Google Drive Connector v2: OAuth 2.0 JWT Bearer fails with JWT Subject / Domain-Wide Delegation Integration Services application-integration , integration-connectors	[191128_2.png] [86664_2.png] [159502_2.png] [4b63096fdf36ab74e921ba2fc6e4ad947c0ec431.svg] [275978_2.png]	5	108	August 19, 2026
Verification Center stuck: "Prepare for verification" disabled, Branding has no publish/verify button (Project: realtyworld-crm) Cloud Foundations & Onboarding oauth-app-verification	[275959_2.png]	0	15	August 19, 2026
OAuth branding verification stuck homepage content verified live, no Trust & Safety email received (Project: nestpane) Cloud Foundations & Onboarding oauth-app-verification	[275952_2.png]	0	11	August 19, 2026
Apigee OPDK 4.53.01 Multi-DC Cassandra Schema Split (system_schema.columns missing entries in DC1) Apigee private-cloud-deployment , apigee-general	[157683_2.png] [159502_2.png]	4	75	August 19, 2026
Unable to Import NotebookLM Content When Creating a New Prompt via Web Browser Generative AI & Foundational Models gemini	[275928_2.png]	0	17	August 19, 2026
Stuck in prepare for verification Cloud Foundations & Onboarding oauth-app-verification	[275671_2.png]	0	10	August 18, 2026
Why Your Voice Agent Needs Session Auditing (And How to Build It) Agents adk , live-stream-api	[266931_2.png]	0	18	August 18, 2026
Cassandra Schema disagreement while Management Servers start in 12 node OPDK installation 4.53.01 Apigee private-cloud-deployment , apigee-general	[157683_2.png] [159502_2.png]	1	26	August 18, 2026
OAuth brand verification stuck in instant-rejection loop findings provably false, checker appears to not refetch Cloud Foundations & Onboarding oauth-app-verification	[275697_2.png]	0	18	August 18, 2026
Issue Description: 503 Service Unavailable when calling Gemini API AI APIs gemini-cli	[185899_2.png] [275066_2.png] [272582_2.png]	2	86	August 18, 2026
Prepare for verification disabled, no Verify Branding button External + In production, branding complete (StrobeDesk) Cloud Foundations & Onboarding oauth-app-verification	[275750_2.png]	0	14	August 18, 2026
OAuth branding verification: both findings are factually incorrect on the live homepage (project byg-platform-502822) Cloud Foundations & Onboarding oauth-app-verification	[275847_2.png]	0	14	August 18, 2026
OAuth Verification Status Request: Sensitive Scope Review Pending Project (PII Removed by Staff) Cloud Foundations & Onboarding oauth-app-verification	[271839_2.png]	3	99	August 18, 2026
DMS MySQL migration fails with "waitid: no child processes" recurring across different configs Database database-migration-service	[275837_2.png]	0	20	August 18, 2026
Brand verification: name mismatch flag persists though consent screen and homepage match [Project: mydrive-459718] Cloud Foundations & Onboarding oauth-app-verification	[275809_2.png]	0	14	August 18, 2026
OAuth branding verification still shows app-name mismatch after fixes no Trust & Safety email Cloud Foundations & Onboarding oauth-app-verification	[275740_2.png]	0	18	August 18, 2026
OAuth branding verification stuck The app name shown on your OAuth consent screen does not match the app name on your homepage., no Trust & Safety email received Cloud Foundations & Onboarding oauth-app-verification	[275801_2.png] [274798_2.png]	1	24	August 18, 2026
EU Cyber Resilience Act (CRA - Regulation EU 2024/2847) Compute Infrastructure infrastructure-general	[131801_2.png]	1	27	August 18, 2026
Blocked by Automated GPU Quota Denials on Academic/Research Grant Cloud Foundations & Onboarding troubleshooting	[186363_2.png] [275189_2.png] [4b63096fdf36ab74e921ba2fc6e4ad947c0ec431.svg]	2	77	August 18, 2026
oAuth Stuck since March? Cloud Foundations & Onboarding oauth-app-verification	[275419_2.png]	0	13	August 18, 2026
Stuck in OAuth verification loop across multiple rounds requesting Trust & Safety escalation (project: meneris-ai) Cloud Foundations & Onboarding oauth-app-verification	[275756_2.png]	0	18	August 18, 2026
From prompt engineering to agentic workflow: Building intelligent systems on Dataproc Serverless part 1 Community Articles googler-article , agent-builder , data-analytics , dataproc In the world of Big Data, the journey from writing code to running a production Spark job has traditionally been a manual, multi-step marathon. Engineers often find themselves juggling Git commands, build tools like SBT,…	[146684_2.png] [53_2.png]	0	250	August 17, 2026
OAuth verification stuck in "too many requests" loop; Verification Centre wipes scope fields (PII Removed by Staff) Cloud Foundations & Onboarding oauth-app-verification	[275706_2.png]	0	20	August 17, 2026
Desktop OAuth PKCE exchange returns invalid_request after successful loopback callback, with no client secret Cloud Foundations & Onboarding troubleshooting	[275351_2.png]	0	20	August 17, 2026