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Cloud Computing

AWS, serverless, and cloud infrastructure

Build a RAG Agent with AWS Bedrock and CDK

Building a RAG agent on AWS Bedrock + Knowledge Bases + OpenSearch Serverless with CDK in TypeScript — architecture, IAM wiring, automated ingestion, and the chat UI.

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Amazon Bedrock Knowledge Bases: Anatomy and the Confluence-Shaped Question

A platform-engineer read of what a Bedrock Knowledge Base actually is, which data sources and vector stores are first-class, and why the console default rarely fits a small corpus.

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Kafka or Event Bus? Signals That Push You Off SNS/SQS/EventBridge

Named signals that justify a Kafka migration from a managed event bus, and a four-phase outbox-anchored playbook to move without rip-and-replace.

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Deploying AWS Bedrock AgentCore with CDK: a quickstart

A CDK guide for deploying a minimal Strands agent on AgentCore Runtime — parameterized stack, arm64 build, deploy and invoke, and the IAM and Marketplace prerequisites you need before the first call.

aws-bedrockai-agentsaws-cdk+3
Set Up Claude as a PR Reviewer with the Official GitHub Action

A hardened, paste-ready setup for adding Anthropic's claude-code-action to a GitHub repo, with the security and cost knobs spelled out for production use.

claudegithub-actionscode-review+4
Five AWS Lambda Anti-Patterns TypeScript Developers Bring From Monoliths

DI containers, monolithic SDKs, god-handlers, top-level secret fetches, and heavy ORMs - what they cost on cold start, and the functional shape that replaces them.

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Deploying a WASM Image-Resize Module to Cloudflare Workers

An exploration of whether a Rust + WASM image-resize handler fits inside Cloudflare Workers' binary-size, memory, and CPU ceilings before the POC runs.

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Event Fan-Out to Isolated Consumer Accounts: Zero-Touch Producer, Per-Domain Ownership

A platform-engineering default for multi-team AWS orgs: one event, many consumers, each in its own account with its own SQS and DLQ, fan-out lives in the event bus layer.

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wasmCloud + NATS: Why the Event Bus Is Where Lock-In Really Lives

An exploration thesis: vendor lock-in in event-driven systems lives in the bus topology, not the runtime; wasmCloud and NATS turn the bus into a portable primitive worth investigating.

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AWS Cognito + Verified Permissions for SaaS Authorization1/1

A deep dive into building SaaS authorization with AWS Cognito and Verified Permissions. Covers Cedar policy language, multi-tenant patterns, JWT token flow, cost analysis, and common mistakes with TypeScript examples.

authorizationawscognito+4
AWS Control Tower Multi-Account Strategy: From Landing Zone to Enterprise Governance

A practical guide to designing and implementing AWS Control Tower multi-account strategy covering OU structure, SCPs, RCPs, Account Factory for Terraform, IAM Identity Center, and centralized security architecture.

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Building a Scalable GitHub Actions Platform for a Large-Scale Microservices Architecture

A practical guide to building an org-level shared GitHub Actions platform covering architecture decisions, security governance, adoption strategy, and the 7 biggest mistakes we made along the way.

github-actionsci-cddevops+5
DynamoDB Rate Limiting: Strategies for Single Table Design at Scale

Practical strategies to prevent and handle DynamoDB throttling in Single Table Design applications. Covers partition key design, write sharding, capacity modes, DAX caching, retry patterns, and CloudWatch monitoring for high-throughput systems.

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MCP Advanced Patterns: Skills, Workflows, Integration, and RBAC

Enterprise-grade patterns for Model Context Protocol implementations including tool composition, multi-agent orchestration, role-based access control, and production observability.

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AI Integration Levels for Enterprises: A Decision Framework from SaaS to Fine-Tuning

A practical 6-level framework for enterprise AI integration decisions. Learn when to use ChatGPT, RAG, MCP agents, or fine-tuning, with special focus on PII handling and finance sector compliance requirements.

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Running Bun and Alternative JavaScript Runtimes on AWS Lambda

Technical implementation guide for running Bun and Deno on AWS Lambda using custom runtimes, with real performance benchmarks, cost analysis, and production deployment patterns.

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Edge Computing with AWS: CloudFront Functions vs Lambda@Edge

A comprehensive technical guide to choosing and implementing AWS edge computing solutions for global applications with practical examples and cost optimization strategies.

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Amazon Cognito Deep Dive: Beyond Basic Authentication

A comprehensive technical guide to Amazon Cognito's advanced features including custom authentication flows, federation patterns, multi-tenancy architectures, migration strategies, and production-grade security implementation.

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AWS Secrets Manager & Parameter Store: Security Best Practices

A comprehensive technical guide comparing AWS Secrets Manager and Systems Manager Parameter Store, demonstrating when to use each service with real-world implementation patterns.

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Caching Strategies: From Local Memory to Distributed Systems

A comprehensive guide to implementing caching strategies across multiple tiers, from in-memory application caches to distributed Redis clusters and CDN edge caching. Learn when to use cache-aside vs write-through patterns, how to choose between ElastiCache and MemoryDB, and how to prevent cache stampede in production.

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AWS Cost Optimization Toolkit - Practical Strategies for Production Workloads

A comprehensive guide to reducing AWS costs by 40-70% through systematic optimization using native AWS services, automation, and proven implementation patterns.

awscost-optimizationfinops+5
Mozilla SOPS: GitOps-Native Secret Encryption That Actually Works

A comprehensive guide to Mozilla SOPS for managing encrypted secrets in Git repositories. Learn age encryption, AWS CDK patterns, AWS Lambda integration, and production-ready security strategies for serverless workflows.

sopsgitopsterraform+9
AWS AppSync & GraphQL: Building Production-Ready Real-time APIs

A comprehensive guide to building scalable real-time APIs with AWS AppSync, covering JavaScript resolvers, subscription filtering, caching strategies, and infrastructure as code patterns.

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Platform Engineering: Building Internal Developer Platforms That Developers Actually Want to Use

A practical guide to building Internal Developer Platforms (IDPs) using golden paths, self-service infrastructure, and product thinking. Covers Backstage, Port, AWS services, metrics beyond DORA, and common pitfalls.

platform-engineeringdeveloper-experiencebackstage+5
SNS/SQS Cross-Account Fan-Out: Building Multi-Account Event Distribution in AWS

Learn how to implement secure cross-account event distribution using Amazon SNS and SQS. Covers IAM policies, KMS encryption, AWS CDK implementation, and common pitfalls from real-world deployments.

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FinOps for AI Workloads: Managing LLM Costs in Production

Token-based pricing creates unique cost challenges for production LLM applications. Learn systematic optimization strategies including prompt caching, model routing, and token budgets to reduce costs by 60-80% without sacrificing quality.

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Testing Serverless Applications: A Practical Strategy Guide

Learn how to build a comprehensive testing strategy for AWS Lambda, API Gateway, DynamoDB, and Step Functions with practical patterns for fast feedback and production reliability.

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AWS Messaging Services: SQS vs SNS vs EventBridge - A Decision Framework

Stop choosing based on features; choose based on your communication pattern. A practical guide to selecting between SQS, SNS, and EventBridge with working CDK examples and cost analysis.

aws-sqsaws-snsaws-eventbridge+5
AWS Step Functions Deep Dive: Building Resilient Workflow Orchestration

Master AWS Step Functions for production-ready serverless workflows. Learn Standard vs Express workflows, Distributed Map processing, error handling patterns, callback integration, and cost optimization strategies with working CDK examples.

aws-step-functionsaws-cdkserverless+4
Building Production-Ready AI Agents with AWS Bedrock AgentCore

Learn how AWS Bedrock AgentCore solves the infrastructure challenges of deploying agentic AI at scale - from prototype to production with runtime, memory, gateway, and multi-agent coordination.

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Amazon Aurora: Understanding AWS's Cloud-Native Database

Comprehensive guide to Aurora architecture, cost analysis, and when to choose it over RDS. Includes migration strategies, performance characteristics, and real-world decision frameworks.

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Breaking Through CloudFormation's 500 Resource Barrier: Practical Strategies for Large-Scale Infrastructure

Exploring proven strategies to overcome CloudFormation's 500 resource limit using nested stacks, cross-stack references, SSM Parameter Store, and microstack architecture with real TypeScript CDK examples and decision frameworks.

aws-cdkcloudformationinfrastructure-as-code+4
DynamoDB Single-Table Design: A Comprehensive Modeling Guide

Master DynamoDB single-table design with practical patterns for modeling relationships, choosing between GSI and LSI, optimizing with DAX, and avoiding common pitfalls in production NoSQL systems.

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AWS CDK Code Organization: Service-Based vs Domain-Based Architecture Patterns

Learn when to use service-based, domain-based, feature-based, or layer-based organization patterns in AWS CDK projects. Includes decision frameworks, working examples, and migration strategies for maintainable infrastructure code.

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AWS CDK Functional Patterns: Building Reusable, Error-Free Infrastructure Configurations

Learn how functional programming patterns - factory functions, higher-order functions, and composition - transform AWS CDK from a CloudFormation generator into a type-safe, reusable infrastructure toolkit that prevents configuration drift and runtime errors.

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Choosing IoT Messaging Protocols for Logistics: MQTT, AMQP, ZeroMQ, CoAP, and DDS Compared

A comprehensive technical comparison of messaging protocols for IoT logistics applications. Learn when to use MQTT, AMQP, ZeroMQ, CoAP, or DDS for fleet tracking, cold chain monitoring, and real-time device communication.

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OpenTelemetry Fundamentals: A Beginner's Guide to Modern Observability

A comprehensive beginner's guide to OpenTelemetry covering traces, metrics, and logs with practical implementation examples, common pitfalls, and a detailed terminology glossary.

opentelemetryobservabilitydistributed-tracing+5
CloudEvents SDK for TypeScript: Standardizing Events in Serverless Architectures

A practical guide to using the CloudEvents specification and TypeScript SDK in serverless projects. Learn how to create, parse, and validate standardized events across AWS Lambda, EventBridge, and other event-driven systems.

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Cost-Effective Private Server Setup with VPS, Dokploy, and Cloudflared

A practical guide to setting up a secure, affordable private server using VPS, Dokploy for deployments, and Cloudflared tunnels for secure access without exposing ports

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Building CRM Systems with Event-Driven Architecture

A practical guide to implementing customer relationship management using event sourcing, CQRS, and event-driven patterns for marketing automation and consent management

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Traefik 101: Modern Reverse Proxy with Auto-Discovery

A practical introduction to Traefik for developers familiar with nginx. Learn core concepts, setup examples, and when to choose Traefik over traditional reverse proxies.

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Lambda Layer Versioning Strategies for Multi-Environment Deployments

Practical approaches to managing Lambda Layer versions across dev, staging, and production environments with AWS CDK, including automated deployment pipelines and rollback strategies.

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Next.js Deployment Alternatives to Vercel: A Comprehensive Guide

A comprehensive guide to deploying Next.js applications beyond Vercel, with practical cost analysis, implementation details, and migration strategies for production environments

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Building Ephemeral Preview Environments with AWS CDK and Serverless

Learn to build automated preview environments using AWS CDK, Lambda, and GitHub Actions for seamless PR testing and review workflows

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AWS CDK Link Shortener Part 5: Scaling & Long-term Maintenance5/5

Multi-region deployment, database scaling strategies, disaster recovery patterns, and long-term maintenance approaches. Practical patterns for production systems at scale and architectural decisions for long-term success.

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AWS CDK Link Shortener Part 4: Production Deployment & Optimization4/5

Multi-environment deployment strategies, performance optimization at scale, and cost management. Production insights and lessons learned with proper monitoring and incident response patterns.

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AWS CDK Link Shortener Part 3: Advanced Features & Security3/5

Implementing custom domains, bulk operations, URL expiration, and comprehensive security measures. Defense-in-depth protection strategies for production link shortener services.

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API Versioning with AWS CDK: A Production Case Study

A technical case study on implementing multi-version APIs in production. Failed approaches, working solutions, and CDK patterns for managing API evolution.

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AWS CDK Link Shortener Part 1: Project Setup & Basic Infrastructure2/5

Setting up a production-grade link shortener with AWS CDK, DynamoDB, and Lambda. Real architecture decisions, initial setup, and lessons learned from building URL shorteners at scale.

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AWS CDK Link Shortener Part 2: Core Functionality & API Development1/5

Building the redirect engine, analytics collection, and API Gateway configuration. Real performance optimizations and debugging strategies from handling millions of daily redirects.

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AWS Fargate 101: When Your Containers Don't Need a Babysitter4/4

A practical guide to AWS Fargate from someone who's managed too many EC2 instances. Learn when serverless containers make sense and when they don't.

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AWS Fargate 102: The Patterns Nobody Tells You About3/4

Advanced Fargate patterns learned from running production workloads. From cost optimization to stateful containers, here's what the docs won't tell you.

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AWS Fargate 103: Production Lessons That'll Save You Hours2/4

Production incidents from running Fargate at scale. Memory leaks, ENI limits, subnet failures, and debugging techniques that work.

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AWS Fargate 104: Deploying with CDK, Terraform, and SAM1/4

How to deploy Fargate effectively with different IaC tools. Practical patterns, common gotchas, and what works best for each approach.

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AWS Lambda Cold Start Optimization: Production Lessons Learned4/4

Real-world strategies for optimizing AWS Lambda cold starts, covering runtime selection, provisioned concurrency, and practical optimization techniques from production environments.

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AWS Lambda Memory Allocation and Performance Tuning: The Complete Guide3/4

Master AWS Lambda performance tuning with real production examples. Learn memory optimization strategies, CPU allocation principles, benchmarking techniques, and cost analysis frameworks through practical insights.

aws-lambdaserverlessperformance+4
AWS Lambda Production Monitoring and Debugging: Proven Strategies2/4

Comprehensive production monitoring and debugging strategies for AWS Lambda based on real-world incident response, featuring CloudWatch metrics, X-Ray tracing, structured logging, and effective alerting patterns.

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AWS Lambda Advanced Patterns and Cost Optimization: The Complete Production Guide1/4

Master advanced AWS Lambda patterns including Lambda Layers, VPC configuration, cross-account execution, and comprehensive cost optimization strategies. Real-world migration experiences and architectural decisions from production Lambda usage.

aws-lambdaserverlesscost-optimization+6
AWS Lambda Sub-10ms Optimization: A Complete Guide

Achieve sub-10ms response times in AWS Lambda through runtime selection, database optimization, bundle size reduction, and caching strategies. Real benchmarks and production lessons included.

awslambdaperformance+7
AWS Lambda + S3 Signed URLs: A Practical Solution for Large File Uploads

A practical approach to handling large file uploads using S3 signed URLs instead of Lambda proxies. Complete implementation with CDK, security considerations, and lessons learned from production experience.

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Building AWS Serverless with TypeScript: Hard-Won Lessons from Lambda at Scale

Why I moved from Express.js to Lambda, the costly mistakes I made along the way, and the TypeScript patterns that saved my team thousands in AWS bills.

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Dead Letter Queue Strategies: Production-Ready Patterns for Resilient Event-Driven Systems

Comprehensive guide to DLQ strategies, monitoring, and recovery patterns. Real production insights on circuit breakers, exponential backoff, ML-based recovery, and anti-patterns to avoid.

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Death of the Factory Pattern: How We Eliminated 40% of Our Node.js Code with Pure Functions

After removing all factories, services, and dependency injection from our Node.js microservices, we shipped 3x faster with 65% fewer bugs. Here's why functions beat classes for event-driven architectures.

event-drivenfunctional-programminglambda+3
From Monolith to Event-Driven Functions: A Node.js Architecture Evolution Guide

A practical guide to evolving Node.js monoliths into event-driven serverless functions, with real migration strategies, architectural patterns, and lessons from a complete transformation.

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Multi-Account AWS Architecture: Event-Driven Systems at Scale

Learn multi-account AWS architecture patterns for building resilient event-driven systems. Explore account structure, EventBridge routing, cross-service communication, and operational challenges in distributed systems.

awseventbridgemulti-account+5
OpenTelemetry in React Native: Building Production-Ready Observability

A comprehensive guide to implementing OpenTelemetry in React Native applications with Firebase integration and enterprise APM solutions for production monitoring.

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Migrating from Serverless Framework to AWS CDK: Part 1 - Why Make the Switch?6/6

Explore the motivations behind migrating from Serverless Framework to AWS CDK, including licensing changes, architectural advantages, and when CDK becomes the better choice for your serverless applications.

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Migrating from Serverless Framework to AWS CDK: Part 2 - Setting Up Your CDK Environment5/6

Learn how to structure a CDK project for serverless applications, configure TypeScript for Lambda development, and establish patterns that ease migration from Serverless Framework.

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Migrating from Serverless Framework to AWS CDK: Part 3 - Lambda Functions and API Gateway4/6

Deep dive into migrating Lambda functions, API Gateway configurations, request validations, and error handling from Serverless Framework to AWS CDK with practical examples.

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Migrating from Serverless Framework to AWS CDK: Part 4 - Database and Environment Management3/6

Master DynamoDB migrations, environment variable management, secrets handling, and VPC configurations when moving from Serverless Framework to AWS CDK.

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Migrating from Serverless Framework to AWS CDK: Part 5 - Authentication, Authorization, and IAM2/6

Implement robust authentication with Cognito, API Gateway authorizers, and fine-grained IAM policies when migrating from Serverless Framework to AWS CDK.

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Migrating from Serverless Framework to AWS CDK: Part 6 - Migration Strategies and Best Practices1/6

Execute a smooth migration from Serverless Framework to AWS CDK with proven strategies, testing approaches, rollback procedures, and performance optimization techniques.

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Zod + OpenAPI + AWS Lambda: How Documentation Drift Led Me to Schema-First Development

How a 'simple' API change broke an enterprise client integration overnight, why documentation drift causes real problems, and a practical system that generates OpenAPI specs from Zod schemas automatically.

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