Field Notes from the Build
How to Add CI Test Coverage to a Symfony Integration Middleware Without Losing Local Debugging
Gabriel RichardsWhen a Symfony middleware sits between your storefront and your ERP or order systems, every change carries cross-system risk. Here is how to collect fast coverage in CI with PCOV, publish JUnit and Cobertura reports, and keep Xdebug available for local debugging.
Automation Was the Easy Part: How We Built the Learning Loop
Gabriel RichardsSelf-improving should not mean unsupervised. A practical learning system improves because actions reliably create evidence that changes later decisions, while consequential authority remains governed.
Generating Proposals With Approved Evidence and Deterministic Pricing
Gabriel RichardsAI can write a proposal in seconds. The hard part is making sure every price came from an approved rule and every claim came from curated evidence. Here is how we built a proposal workflow where the model writes and code owns the commitments.
How to Build Paid Landing Pages That Preserve Organic SEO
Gabriel RichardsA practical framework for building paid-acquisition landing pages that align with search intent, protect organic site architecture, and give teams a reliable basis for campaign decisions.
Shopify Plus vs BigCommerce for Complex B2B Stores
Gabriel RichardsShopify Plus vs BigCommerce B2B: choose Shopify for shared retail operations or BigCommerce for quote-led buying. Compare ERP, checkout, and purchasing needs.
Best ERP systems for furniture retailers in 2026
Gabriel RichardsCompare the best ERP systems for furniture retailers. Start with STORIS for furniture workflows, then assess financial needs, integrations, and migration risks.
Best AI shopping assistant platforms for product catalogs 2026
Gabriel RichardsCompare the best AI shopping assistant platforms: Algolia for search-led discovery, plus options for custom advice, controlled workflows, and personalization.
How to Test Shopify GraphQL Catalog Admin API Beyond Happy-Path Responses
Gabriel RichardsA dependable catalog admin API needs tests for its schema, responses, filters, configuration rules, and database behavior. This approach uses layered GraphQL testing to catch regressions before they affect catalog operations.
How Furniture Retailers Should Choose a Web Development Partner
Gabriel RichardsLearn how furniture retailers should choose a web developer: prioritize operational fit, verify integrations, and define migration, testing, and support ownership.
Why Ecommerce Order Validation Belongs at the Integration Boundary
Gabriel RichardsOrder validation is a business control point in ecommerce integrations. Put it at the middleware boundary to prevent invalid updates from reaching downstream systems and to keep order rules visible, testable, and maintainable.
How to Choose the First Business Workflow for AI Automation
Gabriel RichardsChoose first AI automation workflow candidates with clear inputs, verifiable outputs, and human review. Learn how to assess risk, test handoffs, and measure value.
Why Ecommerce Middleware Tests Should Follow Data Domains, Not Task Inheritance
Gabriel RichardsAs ecommerce integrations grow beyond products and orders, test setup needs to recognize the data being synchronized. A data-domain approach helps middleware teams add new workflows without inheriting assumptions from unrelated task types.