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Amazon Cloud Developers
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Amazon Cloud Developers

Official technical community of Amazon Cloud. Shares practical AI/ML, big data, database, modern app development, IoT content, offers comprehensive learning resources, hosts regular developer events, and continuously empowers developers.

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Recent Articles

Latest from Amazon Cloud Developers

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Amazon Cloud Developers
Amazon Cloud Developers
Mar 3, 2026 · Cloud Computing

Designing a Resilient Direct Connect Architecture to Ensure Business Continuity

This guide explains how to build a highly resilient AWS Direct Connect network—distinguishing redundancy from true resilience, modeling failure and maintenance scenarios, applying AS‑Path prepend and route withdrawal, deploying a maximum‑resilience topology with dual connections per location, enabling BFD for sub‑second fault detection, and regularly testing failover—to keep critical workloads online during planned windows or unexpected incidents.

AWS Direct ConnectBFDBGP
0 likes · 14 min read
Designing a Resilient Direct Connect Architecture to Ensure Business Continuity
Amazon Cloud Developers
Amazon Cloud Developers
Mar 2, 2026 · Artificial Intelligence

How AgentCore Uses Multi‑Agent AI to Turn E‑commerce Data into Actionable Insights

The article explains how enterprises can overcome the "massive data, scarce insight" paradox in e‑commerce by adopting a multi‑agent architecture built on LangGraph and Amazon Bedrock AgentCore, detailing the system’s layered design, state management, end‑to‑end QBR report generation, and production‑grade deployment steps.

AgentCoreAmazon BedrockLangGraph
0 likes · 21 min read
How AgentCore Uses Multi‑Agent AI to Turn E‑commerce Data into Actionable Insights
Amazon Cloud Developers
Amazon Cloud Developers
Feb 26, 2026 · Artificial Intelligence

How Amazon Device Farm + MCP Server Boost Mobile AI Testing Efficiency by 98%

The article analyses how integrating Amazon Device Farm with the Model Context Protocol (MCP) creates a cloud‑native AI‑driven mobile testing pipeline that eliminates manual steps, cuts test execution time by 98%, reduces costs by 91%, and expands device coverage from a handful to over fifty real devices.

AI testingAmazon Device FarmEfficiency
0 likes · 13 min read
How Amazon Device Farm + MCP Server Boost Mobile AI Testing Efficiency by 98%
Amazon Cloud Developers
Amazon Cloud Developers
Feb 12, 2026 · Big Data

Stop Struggling with Flink Monitoring: Strands Agents Provide AI‑Driven Analysis & Optimization

The article explains how traditional Flink monitoring suffers from scattered metrics, manual root‑cause analysis, and lack of actionable advice, and introduces a cloud‑native system built on Strands Agents and Amazon Bedrock that automatically collects metrics, performs LLM‑powered analysis, generates optimization recommendations, and interacts with users via natural‑language dialogue and real‑time streaming output.

AI monitoringAmazon BedrockApache Flink
0 likes · 12 min read
Stop Struggling with Flink Monitoring: Strands Agents Provide AI‑Driven Analysis & Optimization
Amazon Cloud Developers
Amazon Cloud Developers
Feb 10, 2026 · Artificial Intelligence

How RAG‑MCP Cuts Prompt Tokens by Up to 74% While Boosting Accuracy

This article presents a rigorous, multi‑dimensional evaluation of the RAG‑MCP framework versus a full‑tool MCP approach on Amazon Bedrock, showing up to 74% token reduction, higher tool‑selection accuracy, lower latency, and better scalability for large tool sets.

Amazon BedrockLLMPrompt Optimization
0 likes · 21 min read
How RAG‑MCP Cuts Prompt Tokens by Up to 74% While Boosting Accuracy
Amazon Cloud Developers
Amazon Cloud Developers
Feb 9, 2026 · Cloud Computing

How a NAT Gateway Fixes Asymmetric Routing for UDP in AWS Architectures

Using Amazon Global Accelerator, NLB, and Direct Connect can cause asymmetric routing that blocks UDP traffic, but adding a NAT gateway and adjusting route tables creates symmetric paths, restores bidirectional UDP communication, and scales with multi‑IP support, albeit with added cost.

AWSAsymmetric RoutingCloud Networking
0 likes · 12 min read
How a NAT Gateway Fixes Asymmetric Routing for UDP in AWS Architectures
Amazon Cloud Developers
Amazon Cloud Developers
Feb 6, 2026 · Artificial Intelligence

Three Generative BI Solutions That Turn Complex Data Analysis into Simple Conversations

Generative Business Intelligence combines large language models with traditional BI to let users query, analyze, and visualize data through natural language, and Amazon offers three distinct solutions—QuickSight, Redshift, and a Bedrock‑based RetailBI—each tailored to different technical levels and business scenarios.

AWSAmazon QuickSightAmazon Redshift
0 likes · 11 min read
Three Generative BI Solutions That Turn Complex Data Analysis into Simple Conversations
Amazon Cloud Developers
Amazon Cloud Developers
Feb 5, 2026 · Cloud Computing

How to Build a Fast, Accurate AI‑Powered Knowledge Base with Amazon OpenSearch and DeepSeek

This article walks through using Amazon OpenSearch Service’s vector search and ML connector together with the DeepSeek large language model to create a low‑cost, high‑efficiency enterprise knowledge base, covering architecture, step‑by‑step deployment, RAG pipeline configuration, and conversational search extensions.

Amazon OpenSearchDeepSeekRAG
0 likes · 17 min read
How to Build a Fast, Accurate AI‑Powered Knowledge Base with Amazon OpenSearch and DeepSeek