Why Soft Deletes Are Breaking Your SaaS Database (And How to Fix It) 🛑
The Soft Delete Trap In Laravel, enabling SoftDeletes is as easy as adding a trait to your Eloquent model and a deleted_at timestamp to your migration…
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I built 33 free browser gaming tools with Next.js, Here's what I learned about SEO and PageSpeed
A few days ago I launched toolsbracker.com — 33 free browser-based gaming benchmark tools. CPS test, reaction time, WPM test, aim trainer, memory test…
Escaping the Containment Trap: Building Agentic Contact Centers with Amazon Connect and Bedrock
If you look at the operational dashboards of most modern contact centers, the metrics often paint a comforting picture: high containment rates and def…
War Story: Saving $200k/Year on AWS by Migrating 50% of Workloads to Graviton4 with Terraform 1.10
In Q3 2024, our 14-person platform engineering team at a mid-sized fintech slashed annual AWS spend by $203,417 — a 34% reduction — by migrating 52% o…
n8n's 5 Hidden Workflow Patterns Nobody Teaches (186K Stars, But 90% Use It Wrong)
The Tool Nobody's Talking About (But Everyone Should Be) When I tell developers about n8n -- a workflow automation platform with over 186,000 GitHub s…
Cold Starts Are Dead
It never fails. Every time I talk about serverless, someone pushes back with the cold start argument. I still see it in forums, in blog comments, in a…
Supabase Edge Functions Complete Guide — Serverless APIs with Deno & TypeScript
Supabase Edge Functions Complete Guide — Serverless APIs with Deno & TypeScript Supabase Edge Functions run on the Deno runtime at the global edge…
How to Set Up Full-Text Search with Meilisearch 1.5 and Next.js 15 for Documentation
\n Documentation search is the silent killer of developer experience: 68% of users abandon docs sites that take more than 2 seconds to return search r…
Serverless Data Processing: Azure CosmoDB, Azure Functions, and Azure Service Bus
1. Introduction An event-driven architecture using Azure Cosmos DB, Azure Functions, and Azure Service Bus is the enterprise standard for designing hi…
Prisma Broke at 570 Models. I Rebuilt Its Generator in 500ms.
Prisma didn't slow down. It didn't degrade. It just… stopped working. RangeError: Cannot create a string longer than 0x1fffffe8 characters That's not …
Cloudflare R2 vs S3: Storage Costs for VPS Hosting
If you’re running a VPS and your object storage bill is starting to feel like a second server, cloudflare r2 vs s3 is the comparison that matters—beca…
How I Built Expiring Links With Zero Backend (React + TypeScript Only)
Most "expiring link" tools work the same way: generate a link, store the destination and expiry in a database, check the database on every click, redi…
GitHub Star Growth: 9 Levers That Compound in 2026
GitHub Star Growth: 9 Levers That Compound in 2026 GitHub star growth is rarely about luck. In 2026, the repos that keep compounding stars usually do …
Claude Code Regression: How to Diagnose and Fix the Recent Quality Drop
Anthropic's postmortem reveals three regressions in Claude Code: reasoning effort, context retention, and verbosity changes. Here's how to diagnose an…
Google Cloud NEXT '26 Writing Challenge: Dive In For Up To $1K!
Google Cloud NEXT '26 Writing Challenge: Dive In For Up To $1K! Google Cloud NEXT '26 is just around the corner — and with it comes the Writing Challe…
Win Big with the Google Cloud NEXT '26 Writing Challenge: $1,000 in Prizes Awaits!
Win Big with the Google Cloud NEXT '26 Writing Challenge: $1,000 in Prizes Awaits! Google Cloud’s annual NEXT '26 Writing Challenge is back — and with…
Why I Built a Native Mac App Instead of a Web App — and What I'd Do Differently
All tests run on an 8-year-old MacBook Air. When I decided to build a PDF tool, the obvious choice was a web app. I built a native Mac app instead. He…
Free Shopify Alternatives I Actually Set Up for Real Stores (Not Just Tested in a Sandbox)
TL;DR: The $39/month Basic plan isn't actually your problem. The problem is what happens three weeks after launch when you realize abandoned cart emai…
Code Story: Building a Recommendation Engine with TensorFlow 2.17 and Keras 2.17
In 2024, recommendation engines drove 35% of all e-commerce revenue, yet 68% of engineering teams struggle to deploy models that balance accuracy and …
Stop Getting Rate-Limited: Building Bulletproof LLM API Consumption Patterns
You know that feeling when your chatbot suddenly stops responding at 2 AM because you hit the rate limit on your LLM provider? Yeah, we've all been th…
Don't Open a Pull Request Yet
You want to contribute to open source, but you do not want to be that person. Not the one who opens a pointless pull request just to add their name to…
Supabase Edge Function Error Handling — Retries, Logging, and Idempotency
Supabase Edge Function Error Handling — Retries, Logging, and Idempotency Design patterns to prevent errors from being swallowed silently in productio…
Supabase Stripe — Implement Subscription Billing with Edge Functions
Supabase × Stripe — Implement Subscription Billing with Edge Functions Build a monthly subscription system with Stripe and Supabase Edge Functions. Ar…
Tutorial: Build Long-Term Memory in AI Agents with LangGraph and Mem0
This article was written by Adrian Payong (AI Consultant and Technical Writer) and edited by Shaoni Mukherjee (AI Technical Writer, DigitalOcean) Key …
Turning Manual Ops Into a 10-Minute Task
I once turned a 2-week manual data update process into a 10-minute automated pipeline by writing a PHP script that ingested a vendor spreadsheet, norm…
Multi-Model LLM Orchestration with OpenRouter
Multi-model LLM orchestration is the practice of routing AI requests to different models based on what each task needs — speed, cost, reasoning depth,…
Adding Semantic Search to Your Postgres App with pgvector
pgvector is a Postgres extension that adds vector storage and similarity search to an existing database, so you can run semantic queries directly agai…
What Is MCP and Why Should Developers Care?
MCP (Model Context Protocol) is an open standard that lets AI models connect to external tools and data sources through a single, consistent interface…
Designing Demos That Don’t Lie: A Demo Engineer’s Guide
There’s a special kind of dread that comes from watching a demo you know will never survive first contact with a real codebase. On the surface, it loo…
RAG vs MCP is the wrong debate — here's the right framing for production AI systems
The question I keep seeing in every AI engineering forum right now: "Should we use RAG or MCP?" It's the wrong question. And the fact that it's being …