The Procedure engineering blogEngineering insights
Engineering insights
from the trenches.
Deep-dives on AI, product development, and cloud infrastructure — written by the engineers building real production systems, not marketers.
30+
Technical deep-dives
3K+
Monthly readers
100%
Practitioner-sourced
DevOpsChoosing Long-Term Prometheus Storage in 2026: Thanos, Mimir, VictoriaMetrics, and What It Actually Costs to Run
DevOpsKubernetes Multi-Tenancy: A Decision Framework for SaaS and Platform Teams
DevOpsKubernetes Cost Optimization: Where Teams Lose Money (and How to Get It Back)
DevOpsMigrating from Istio Sidecar to Ambient Mode: What Actually Changes in Production
DevOpsDo You Need a Service Mesh on Kubernetes in 2026? A Practical Decision Framework
Mobile EngineeringReact Native Offline-First in 2026: WatermelonDB vs RxDB vs PowerSync
DevOpsHow to Build a Production-Grade Prometheus Monitoring Stack for Kubernetes
CultureInside a High-Autonomy Engineering Culture (With 82% Gen Z)
AI EngineeringHow to Build AI Agent Skills That Work in Production
AI EngineeringHow to Write One SKILL.md That Works in Claude Code, Cursor, and Other AI Agents
AI EngineeringAI Agent Skills Security: Prompt Injection and Supply Chain Risks You Should Know
AI EngineeringAI Agent Skills: Real Token Costs and 4 Failure Patterns From 17 Production Skills
Mobile EngineeringReact Native's New Architecture in Production: What Changes After You Migrate
Mobile EngineeringAdding Flutter to an Existing Native App: A Brownfield Migration Guide
Backend EngineeringPython Concurrency After the GIL: Threading, Asyncio, and Free-Threading in Practice
Frontend EngineeringAngular vs React for Enterprise Teams: An Honest Comparison from a Team That Ships Both
Backend EngineeringFixing Bad API Design: Lessons in Building Cleaner, More Maintainable APIs
Frontend DevelopmentMigrating Angular to Zoneless: Signals, Change Detection, and What Breaks in Large Codebases
Frontend DevelopmentNext.js vs React Router v7 vs Astro: Choosing the Right Framework for Your Next Project
Backend DevelopmentScaling Node.js in Production: Architecture Patterns for High-Traffic APIs
Backend DevelopmentBuilding Enterprise APIs with Node.js: NestJS Architecture Patterns for Teams
DevOpsPrometheus at Scale: Surviving 10 Million Active Time Series
Frontend DevelopmentReact in Production at Scale: Performance Patterns That Actually Work
DevOpsGitHub Actions Optimization: 3 Changes That Saved Us 45 Minutes Per Build
Frontend DevelopmentMigrating a Legacy Frontend to React: A Decision Framework for Engineering Leaders
Product DevelopmentDesign to Development Handoff: Best Practices That Actually Reduce Rework
Backend DevelopmentFastAPI vs Django vs Flask: Which Python Framework Should Your Team Actually Use?
Backend DevelopmentMigrating from .NET Framework: What Actually Changes, What Actually Breaks
Backend DevelopmentNode.js vs Python for Backend: Stop Choosing Based on Benchmarks
EngineeringFlutter vs React Native: Two Frameworks, Two Different Bets
AI EngineeringHow to Build a Production-Ready AI Music Generation Workflow Using n8n
CultureHow Procedure Earned Its Best Place to Work Certification After 8 Years of Building Culture
EngineeringBuilding App-Controlled RTL in React Native for Bilingual Applications
SShravani Khatri5 min
AI EngineeringThe Rise of AI Agents: How Modern Systems Observe, Decide, and Act
Backend DevelopmentRole-Based Access Control (RBAC) Explained: Your Guide to Secure, Scalable Access Management
Backend DevelopmentRethinking Django Audit Trails: Structured, Portable, and Database-Free
Backend DevelopmentTimezone-Aware Scheduling in Django + React: A Production-Ready Playbook
Backend DevelopmentDatabase Partitioning with LIST and HASH: A Real-World Example
AI EngineeringThe Complete Guide to Notion MCP: Connect Your Notion Workspace to AI Agents
AI EngineeringBeginner’s Guide to Model Context Protocol (MCP) for Smarter AI Systems
ObservabilityObservability 101: Logs, Metrics, Traces & Monitoring Modern Systems
Frontend DevelopmentScalable Frontend Architecture: A Step-by-Step Guide for Modern Web Apps
ObservabilityUser Experience Observability: Metrics, Errors, and Tools You Need to Know
Frontend DevelopmentHow to Prevent JavaScript Lag Using Web Workers
EngineeringMastering Expo EAS: Submit, OTA Updates, and Workflow Automation
EngineeringAutomate Mobile App Builds with Expo EAS (No CI Server Required)
CloudOptimizing MongoDB Array Updates: Strategies, Benchmarks & Best Practices
CloudEngineering Zero Downtime Database Migrations with AWS Aurora
AI EngineeringThe Streaming Backbone of LLMs: Why Server-Sent Events (SSE) Still Wins in 2026
Stay in the loop
Engineering notes, in your inbox.
One email when we publish something worth your time. No drip campaigns, no fluff — just deep technical writing from engineers who ship.
Let's build
Ready to Build Production
AI Systems?
Our team has deployed AI systems serving billions of requests. Let’s talk about your engineering challenges and how we can help.
No obligation
30-minute call
Engineers, not sales