AI Commerce Lab
Engineering
5 posts in this category, newest first.
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Magento to Shopify: A Migration Decision Guide
When does replatforming make sense? We break down cost, timeline, risk, and the technical factors that actually matter.
Communication and Alignment: Solving Common Partnership Challenges in Tech
Partner communication problems are usually missing-artifact problems, not personality problems. A decision with no ADR, an interface with no OpenAPI contract, and an SLA with no number are what actually produce the friction teams misdiagnose as an alignment issue.
Strategies for Successfully Managing Large-Scale Web Development Projects
Large-scale web projects fail on environment boundaries and release gates, not missing stand-ups. This piece covers monorepo vs. polyrepo trade-offs, trunk-based development, CI/CD gate structure, and code review standards — grounded in Google's SRE book and engineering practices, not generic PM advice.
Cloud-Based Development Environments: Advantages for Web Developers
devcontainer.json turned cloud dev environments from a vendor product into a portable spec that GitHub Codespaces and VS Code both implement. Covers Features, Docker Compose support, secrets handling, idle timeouts, and why Gitpod comparisons need a 2025 update.
Mitigating Downtime: Advanced Techniques for Managing High Traffic Events
Managing a traffic spike runs on SRE fundamentals: error budgets that quantify acceptable risk, liveness/readiness probes that catch real failure, canary and blue-green deploys with tested rollback, and graceful degradation using real HTTP status codes instead of an all-or-nothing outage.
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