惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

F
Fortinet All Blogs
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
有赞技术团队
有赞技术团队
www.infosecurity-magazine.com
www.infosecurity-magazine.com
大猫的无限游戏
大猫的无限游戏
爱范儿
爱范儿
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
T
Threatpost
V
Visual Studio Blog
Apple Machine Learning Research
Apple Machine Learning Research
博客园 - Franky
人人都是产品经理
人人都是产品经理
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
The Cloudflare Blog
N
News and Events Feed by Topic
L
Lohrmann on Cybersecurity
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
酷 壳 – CoolShell
酷 壳 – CoolShell
V
V2EX
AWS News Blog
AWS News Blog
S
SegmentFault 最新的问题
T
Tailwind CSS Blog
Hugging Face - Blog
Hugging Face - Blog
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
Spread Privacy
Spread Privacy
J
Java Code Geeks
博客园 - 聂微东
T
Tor Project blog
宝玉的分享
宝玉的分享
博客园 - 叶小钗
Webroot Blog
Webroot Blog
博客园 - 【当耐特】
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
H
Heimdal Security Blog
Y
Y Combinator Blog
T
The Blog of Author Tim Ferriss
MongoDB | Blog
MongoDB | Blog
I
InfoQ
Security Latest
Security Latest
Martin Fowler
Martin Fowler
Hacker News: Ask HN
Hacker News: Ask HN
P
Privacy International News Feed
C
CERT Recently Published Vulnerability Notes
Latest news
Latest news
雷峰网
雷峰网
D
Darknet – Hacking Tools, Hacker News & Cyber Security
C
Cisco Blogs
H
Help Net Security
L
LINUX DO - 最新话题
L
LINUX DO - 热门话题

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Don’t Fail — They Drift Spilling beans for how i learn for exam😁"Reinforcement Learning Cheat Sheet" I Replaced Chrome with Safari for AI Browser Automation. Here's What Broke (and What Finally Worked) How Python Borrows Other People's Work The $40 Architecture: Processing 1 Billion API Requests with 99.99% Uptime Vibe Coding: A Workflow Guide (From Zero to SaaS) Most webhook security guides protect the wrong side. The scary part is delivery. Headless CMS for TanStack Start: Build a Blog with Cosmic EU Age Verification App "Hacked in 2 Minutes" — What Actually Happened Comfy Cloud’s delete function does not actually remove files Running AI Models on GPU Cloud Servers: A Beginner Guide Event-driven media intelligence with AWS Step Functions and Bedrock I scored 500 AI prompts across 8 quality dimensions — here's what broke How to Call Google Gemini API from Next.js (Free Tier, No Backend Needed) The Portal Protocol: Reclaiming Human Connection in the Age of AI How to Fix Your Team's Scattered Knowledge Problem With a Self-Hosted Forum Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud Designing Multi-Tenant Backends With Both Ownership and Team Access I Built a Neumorphic CSS Library with 77+ Components — Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cómo construí un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 🚀 I Built an Ethical Hacking Scanner Tool – Open Source Project I Replaced /usage and /context in Claude Code With a Single Statusline A Pythonic Way to Handle Emails (IMAP/SMTP) with Auto-Discovery and AI-Ready Design I Collected 8.9 Million Polymarket Price Points — Here's What I Found About How Markets Really Move EcoTrack AI — Carbon Footprint Tracker & Dashboard Everyone's Using AI. No One Agrees How. 5 self-hosted ebook managers worth trying in 2026 Building Your First AI Agent with LangChain: From Chatbot to Autonomous Assistant Common SOC 2 Failures (Real World) Stop Vibe-Checking Your AI App: A Practical Guide to Evals How to Use SonarQube and SonarScanner Locally to Level Up Your Code Quality Your Next To-Do App Is Dead — I Replaced Mine with an OpenClaw AI Sign a Nostr event in 60 lines of Python using coincurve — no nostr-sdk, no nbxplorer, no rust toolchain ITGC Audit Explained Like You’re in Big 4 Patch Tuesday abril 2026: Microsoft parcha 163 vulnerabilidades y un zero-day en SharePoint Stop scraping everything: a better way to track competitor price changes Listing on MCPize + the Official MCP Registry while routing payments OUTSIDE the marketplace — how I kept 100% of my x402 revenue Building an AI-Powered Risk Intelligence System Using Serverless Architecture Why We Ripped Function Overloading Out of Our AI Toolchain Testing AI-Generated Code: How to Actually Know If It Works SaaS Churn Is Killing Your Business. Here Is What to Do About It (Without a Support Team) The Speed of AI Is No Longer Linear - And Self-Improving Models Are Why How to Implement RBAC for MCP Tools: A Practical Guide for Engineering Teams From Standard Quote to Persuasive Proposal: AI Automation for Arborists I built a CLI that scaffolds complete multi-tenant SaaS apps Axios CVE-2025–62718: The Silent SSRF Bug That Could Be Hiding in Your Node.js App Right Now The dashboard that ended our friendship Data Pipelines Explained Simply (and How to Build Them with Python) The Hidden Cost of AI Systems Nobody Talks About. undefined vs undeclared, and how typeof behaves Switching from file-based jobs to NATS/Kafka in Rust without changing code io_uring Adventures: Rust Servers That Love Syscalls Why Agentic AI is Killing the Traditional Database The POUR principles of web accessibility for developers and designers Quantum Neural Network 3D — A Deep Dive into Interactive WebGL Visualization How To Install Caveman In Codex On macOS And Windows Automation Pipeline Reliability: Why Your Workflow Breaks When Nobody Is Watching I Built an 'Open World' AI Coding Agent — It Works From ANY Folder From Freelancing to Product: A Tech Service Company's SaaS Transformation China's AI Giants: Adding Tencent Hunyuan & ByteDance Doubao to AI University (74 Providers) On the Vibe Coders and Their Lies clerk: Auto-Summarize Your Claude Code Sessions AI Weekly — 2026/04/10–04/17 | The Model Lockdown Is Here, but the Toolchain Is the Real Battleground AI 週報 — 2026/04/10–2026/04/17 模型封鎖潮來了,但工具鏈才是真戰場 Maybe this is how Open-Source apps are born... 🚀 Fine-Tune LLMs with LoRA and QLoRA: 2026 Guide tRPC v11 + Next.js App Router: End-to-End Type Safety Without the Boilerplate ShadCN UI in 2026: Why I Stopped Installing Component Libraries and Started Owning My Components SaaS Billing in React Server Components: Stripe + Supabase Without a Single `useEffect` Join our DEV Weekend Challenge — $1,000 in Prizes Across TEN winners! Submissions Due April 20 at 6:59 AM UTC. Implementing FSRS Spaced Repetition in Flutter + Supabase — Adding Memory Science to an AI Learning App "I Texted My Localhost From the Train — Claude Code Fixed the Bug Before I Got Home" I Built a Sales Prep AI and It Went Deeper Than Expected Design to Code #2: One JSON, Eleven Outputs Solving the 100M-Row Problem: A Summary Table Pattern for High-Volume Push Notification Logs Flutter Web With Wasm: What Actually Changes For Developers I Built 50 Royalty-Free Soundtracks for My Side Project in a Weekend Using AI Music Generation The Vibe Coding Security Checklist: 7 Things to Check Before You Ship Stop Letting Googlebot Guess Fix Your React App's SEO Right Desconstruindo o Streaming do LinkedIn: Como Criar um Engine de Extração de Vídeo de Alta Performance com HLS e FFmpeg (EDA Part-1) EDA (Exploratory Data Analysis) Explained With Real Life — Why Looking at Your Data Is the Most Important Step in Machine Learning Brand Relationship Management at Scale: Our 4-Touch Outreach System for 200+ Brands Why String.fromEnvironment() Might Return an Empty String in Dart JGuardrails 1.0.0 — Hardening Java LLM Apps Against Jailbreaks, Toxicity, and Prompt Injection Plan and Schedule a Full Week of Threads Content From One Claude Conversation Coding Cat Oran Ep3, Five Tables Changed Everything Updated: BFF Pattern I'm done watching freelancers get buried by 200 proposals. So I'm building the alternative. This is my first post BFS Algorithm in Java Step by Step Tutorial with Examples Tracking LLM Pricing Monthly: An Open Dataset for 22 AI Models How We Measure Content ROI on a Comparison Site: Revenue Attribution Without Perfect Data Introducing Nova AI Ops: The AI-Native Operating System for SRE Teams I built a free desktop video downloader for Windows — Grabbit How Talkie OCR Helps Vision-Impaired & Dyslexic Users Read the World Around Them VRCFaceTracking安装和iPhone面捕配置教程,有bug Even CrowdStrike Can't See Your Agents The Automation Gold Rush: What n8n Workflows and Claude Are Opening Up for Developers Right Now
I Built My First Production AWS Project as a Career Changer
Maurice Murphy · 2026-05-26 · via DEV Community

Who Am I?

Hello, my name is Maurice Murphy and I’m a self-taught full-stack developer. With nearly a decade of experience building React, React Native and Node applications. I'm transitioning into Cloud Engineering and targeting AWS roles by Q3 2026. This is the first project in that journey. While I’ve worked with Amazon Web Services in the past (S3), this is by far the most extensive experience I’ve had with the platform thus far. While this is a portfolio project, my intentions are to create an end-to-end ecosystem all via AWS. The overarching goal cost efficiency, as well as, pure efficiency. This means only using services that are necessary for completing the task at hand. As someone who is studying for the SAA-C03, it is easy to get overwhelmed by the sheer amount of services provided by AWS. This is what I chose to build.

What Did I Make?

A diagram showcasing the architecture behind the URL Shortener
I built a serverless URL shortener, how it works is actually quite simple. The user copies a url, paste it the input field, they then get a short code back in return. From there, the user clicks the links and gets redirected to the desired destination. The services used were Lambda, API Gateway, DynamoDB, S3, and CloudFront. Honestly, the goal was not to reinvent the wheel, but to become more comfortable with creating systems and understanding infrastructure. Through my full-stack experience, I would unintentionally create somewhat complex systems. However, this project was my attempt at intentionally doing so.

What’s the purpose?

I chose Lambda for the API layer instead of running a server on EC2. This app doesn't need a server running 24/7, it only needs compute when someone shortens a URL or hits a short code. Lambda runs the Python function on demand, scales automatically, and costs essentially nothing at this traffic level. Although I'm somewhat new to Python, it was a welcomed experience to expand the coding knowledge.

For the database I chose DynamoDB over RDS. The access pattern here is simple, look up one short code, get one URL back. That's a single key lookup. NoSQL was the right decision for this app. I'm also very comfortable with NoSQL through my experiences with MongoDB/Mongoose, so I felt right at home with it.

As for the API Gateway, it was the only way to give Lambda a public HTTP endpoint. Lambda is simply a function with nothing else. The API Gateway connects my Lambda function to the internet. Without it, Lambda has no public address — nobody on the internet can reach it.

My react app is actually sitting in a S3 bucket. It is just four files total: an index.html, a CSS/JS assets folder, and two SVG images. The database interaction happens on the backend through API Gateway and Lambda, not in these static files. However, similar to Lambda, S3 needs to be connected to something for it to work properly. CloudFront provides security via HTTPS and OAC. OAC is particularly useful because it allows my S3 bucket to be entirely private. Everything was not smooth sailing and CloudFront (by far) was the one service that gave me the most headaches. That being said, it was not the only service that required tinkering.

Finally, I used IAM to give my account least privilege. This was my mindset when I scoped down IAM for Lambda to PutItem and GetItem on one specific DynamoDB table. Even if something went wrong with my Lambda function, the issue is contained to exactly those two operations on that one table. Nothing else in my AWS account is accessible.

Here’s Everything That Went Wrong

The first came before I wrote a single line of code. My IAM user, which I created specifically for this project, didn't have permission to create roles. The problem is, Lambda automatically creates an execution role when you create a function. My user did not have the required permission, iam:CreateRole. So the easy fix was to add the right permission via my Admin Account. The lesson there was to ensure that I check what permission my IAM user has before provisioning resources.

The second error was a simple region mismatch. I created my Lambda function in us-east-2, but my DynamoDB table was set in us-east-1. Since everything else was set in us-east-1, I just changed the Lambda region to that. That was not the only issue I faced with Lambda though. In fact, I was actually still having an issue writing to DynamoDB.

My third error was that the execution role only had CloudWatch logging permissions by default. I was forced to temporarily add full DynamoDB access, AmazonDynamoDBFullAccess. Once I was able to confirm everything worked, I replaced that permission with a custom policy scoped to exactly two actions: dynamodb:GetItem and dynamodb:PutItem. This is the concept of least privilege in action.

There’s also the boto3, the AWS SDK for Python, being set to the wrong region because I failed to explicitly define one. The fix was just passing region_name='us-east-1’ to boto3.resource(). Again, the fix was simple enough and honestly I should get into the practice of always hardcoding the region.

CORS was the most frustrating error to deal with by far. My React frontend on localhost was blocked from calling the API Gateway endpoint because the browser sends an OPTIONS preflight request before every cross-origin POST. API Gateway was returning 404 on OPTIONS because that route didn't exist. The fix required four separate steps. First, I added OPTIONS routes in API Gateway. Second, was adding CORS headers to every Lambda response. The third fix was adding an explicit OPTIONS handler in Lambda. Finally, it came down to scrapping and recreating the entire API Gateway when the deployment changes failed to take effect. CORS requires headers in both API Gateway AND Lambda. The preflight route must exist and Lambda must handle it explicitly.

Ultimately, CloudFront was the final hurdle. 403 errors kept coming up even after checking the bucket policy, which was correct. The problem was that I was using the S3 website endpoint opposed to the REST endpoint. The S3 website endpoint is not compatible with OAC. Upon switching to the REST endpoint, attaching the OAC correctly, and setting the Default root object to index.html, everything finally worked. The S3 bucket is now fully private. Only CloudFront can serve the files.

Each of these errors taught me far more than a tutorial or course could.

Here's What's Next

This is the first of three projects I'm building as part of my Cloud Engineering portfolio. The next one rebuilds this entire infrastructure using Terraform. Thus, no console clicking, everything defined as code.
Live demo: https://d1ft8ojjt95ptr.cloudfront.net/
GitHub: https://github.com/murphym757/serverless-url-shortener
I'm targeting Cloud/DevOps Engineering roles by Q3 2026 and currently studying for the AWS Solutions Architect Associate certification. If you're hiring or know someone who is, I'd love to connect.