Shell Functions as Lambda: The Complete Journey to Sub-25ms Cold Starts
From pure Bash to optimized runtime layers: how systematic experimentation led to the perfect architecture for shell-based Lambda functions
Read more →Notes on minimal infrastructure, composable modules, and pragmatic automation.
"Write it down. Share the reasoning. Show the work."
From pure Bash to optimized runtime layers: how systematic experimentation led to the perfect architecture for shell-based Lambda functions
Read more →Real-world benchmarking reveals surprising Lambda performance insights: when container images beat ZIP packages and why raw TCP sockets halve cold start times
Read more →How to run your Lambda functions locally in an environment identical to AWS using Docker and the Lambda Runtime Interface Emulator
Read more →A reusable Terraform foundation for consistent tagging, environments, and shared context across modules.
Read more →Sometimes you just want to see what's happening without opening another browser tab.
Read more →How a simple browser automation project revealed the need for a direct API Gateway to SNS proxy module
Read more →Deep dive into Lambda runtime performance showing when shell's 20ms overhead becomes negligible and cold start performance dominates
Read more →Two focused Terraform modules that make event analytics almost trivial - from thousands of automation events to actionable dashboards
Read more →Learn how to set up cross-account OpenSearch snapshots using Terraform and CloudPosse modules for robust data migration and backup strategies.
Read more →How we solved the browser automation performance problem with intelligent tier routing and achieved 10x performance improvements
Read more →How a well-crafted Makefile transforms Lambda development from a collection of manual steps into a seamless, parameterized workflow
Read more →Building a production-ready serverless image processing pipeline using shell scripts, AWS Lambda, and S3 event triggers - achieving 87% memory efficiency and sub-200ms cold starts.
Read more →The story behind QM4IL - why we built our own email API when MailSlurp became too expensive for our booking bots
Read more →Real serverless performance comparison: shell scripts vs Node.js in AWS Lambda. 50% faster response times, 75% less memory, 90% faster cold starts.
Read more →How turning your router into an API unlocks voice-controlled networking
Read more →The foundational mechanics of turning local code into remote execution
Read more →Complete guide: bash script to production API with AWS Lambda. Authentication, monitoring, and scaling included - no frameworks required.
Read more →How I turned my router's web interface into a REST API using nothing but shell scripts and Lambda layers
Read more →How to choose the right level of complexity for your serverless functions
Read more →Why the most boring solution is often the most powerful
Read more →How choosing the 'wrong' tool gave me 2x performance and 90% less memory usage
Read more →The cloudless computing approach: shell-first infrastructure, composable tools, and local development that scales to production.
Read more →Building infrastructure like Lego blocks - each piece does one thing well
Read more →Pre-built Lambda layers with statically-linked binaries for shell-based functions
Read more →Production-ready AWS Lambda custom runtime for shell scripts. 90% faster cold starts, 75% smaller images than Node.js runtime.
Read more →Learn terraform module design patterns for reusable, composable infrastructure. Real examples from production systems.
Read more →5 minutes from idea to production API - removing friction between having an idea and seeing it work in production
Read more →Why treating cloud services like utilities changes everything
Read more →The full ql48 evolution story
Read more →How lambda-shell-runtime is 75% smaller than official runtimes
Read more →Complete guide to AWS Lambda cold start optimization using custom runtimes. Real benchmarks showing 90% improvement over standard runtimes.
Read more →Comparing serverless frameworks vs shell-first approach. Performance benchmarks, cost analysis, and developer experience comparison.
Read more →How working with black boxes teaches clean boundaries, and why chaos forces disciplined design
Read more →How ECS Task Protection enables zero-downtime deployments and prevents message loss
Read more →