Field Notes from the Build
When Merchants Return: Lifecycle Resilience for Multi-Tenant Shopify POS + Hydrogen
Gabriel RichardsArchitecture gets you to launch. Lifecycle resilience keeps merchants productive when they return, reinstall, or hit interrupted setup, without assuming yesterday’s tenant state is still ready.
What Is GTM Engineering? Connecting Performance Marketing, Automation and Revenue Systems
Gabriel RichardsGTM Engineering, go-to-market engineering, connects performance marketing, supervised automation, and revenue systems so measurement, landing paths, and CRM handoffs tell one story.
Designing Recoverable Shopify Syncs: From Failed Batches to Targeted Retries
Willem LuijtReliable Shopify integrations need more than background jobs and retries. This article explains how object-level recovery messages, safe GraphQL slicing, and focused test coverage make inventory, metafield, and variant synchronization easier to diagnose and recover.
Green Scans Aren’t Enough: What Expert Accessibility Audits Catch That Tools Miss
Gabriel RichardsAutomated WCAG scanners can go green while screen-reader shoppers still hit dead ends. Here’s how an expert Converge Accessibility WCAG 2.2 audit, paired with remediation on Hydrogen storefronts, surfaces what SortSite, axe, and Lighthouse miss, and how to triage vendor-owned gaps.
Inventory-Aware Shopify Sync: Making “Available to Try” Location Data More Reliable
A Symfony-based ecommerce middleware enhancement uses both STORIS condition codes and positive on-hand inventory to publish reliable “Available to Try” location IDs to Shopify variant metafields.
Keeping Shopify Checkout QA Reliable When the Platform Changes Underneath You
Willem LuijtShopify checkout is a moving dependency. This project shows how resilient end-to-end browser tests can absorb interface changes, such as consent overlays and new required fields, without weakening validation of the shipping logic customers rely on.
Keeping Newsletter Consent Honest in CRM: Sync, Signed Webhooks, and MCP Draft Gates
Gabriel RichardsHow we keep CRM marketingOptIn as the source of truth for newsletters, syncing contacts, verifying signed webhooks, and gating MCP send tools behind confirm:true so agents draft while humans keep send authority.
Migrate Magento to Shopify Without Losing SEO (2026)
How to migrate Magento to Shopify without losing SEO in 2026: full 301 redirect mapping, content parity, structured data, and post-launch monitoring steps.
Modernizing an Insurance Data Model Without a Big-Bang Migration
Angel A. HernandezA practical approach to evolving auto-insurance data: introduce dedicated tables for new policies, retain legacy records as-is, and migrate APIs, reporting, and search in controlled phases.
Building GDPR Resilience Into a Multi-Tenant Shopify App
Gabriel RichardsPrivacy compliance in a multi-tenant Shopify application is not just about receiving a webhook. It requires reliable, repeatable data-erasure workflows that remain safe during concurrent database activity, merchant provisioning, and high-volume demo resets.
Giving AI Agents Real Employee Identity With MCP OAuth
Gabriel RichardsShared API keys make agent actions anonymous. Here is how we unified Google Workspace SSO with an MCP OAuth 2.1 authorization server so remote agent harnesses act as signed-in employees, with attribution, consent, and automation still available when humans are not in the loop.
Magento to Shopify Migration Timeline 2026: Key Factors
Magento to Shopify migration timelines vary with catalog size, integrations, and customization, see what actually controls the schedule in 2026.