Data & Integration
How to Design an Idempotency Key Strategy So Retried API Requests Never Double-Process
A practical guide to designing idempotency keys so retried API calls never double process orders, payments, or webhook events.
Articles
Expert insights on web development, AI integration, automation, and business technology.
How to Review AI-Generated Code Without Rubber-Stamping It
AI-generated code looks clean and passes tests, which makes it easy to approve too fast. Here's a review approach built for how it actually fails.
Web Development
How to Version an API Without Breaking the Clients Already Using It
Shipping a breaking API change without a plan turns every client into a support ticket. Here is how to version an API so old clients keep working.
How to Build a Dead Letter Queue for Data Automation Jobs That Keep Failing
Retrying a failing job forever just hides the problem. Here is how to build a dead letter queue that captures failures for review instead of losing.
Web Development
How to Build Resumable File Uploads That Survive Flaky Connections
Most upload flows restart from zero after one dropped connection. Here's how to design chunked uploads that resume instead of punishing users.
Web Development
How to Design a Toast and Notification System That Doesn't Overwhelm Users
Most notification systems fail because every alert looks equally urgent. Here's how to design timing, stacking, and accessibility that actually work.
How to Give an AI Coding Assistant Enough Context Without Blowing the Token Budget
AI coding assistants perform worse when overloaded with context. Here is how to decide what actually belongs in the token budget.
Business Technology
How to Calculate the Real ROI of Automating a Manual Process
A practical framework for calculating automation ROI that accounts for the costs finance actually asks about, not just the obvious labor savings.
Data & Integration
How to Build a Change Data Capture Pipeline Without Locking Your Production Database
Polling and nightly batch jobs both fall apart at scale. Here is how log based change data capture keeps downstream systems fresh without locking anything.