Field notes

Anonymised notes from Magento, Adobe Commerce, and Odoo engagements. Specifics are abstracted; the patterns are real.

Patterns we see across engagements

Founder-led work on Magento, Adobe Commerce, and Odoo for retail and e-commerce teams. The notes below abstract away client identifiers; the technical and operational patterns are what we actually saw.

AI-Powered Testing for Large EU Retailer

Large EU Retailer Retail
Challenge

Reduce deployment time and defects while maintaining quality across a complex e-commerce platform with thousands of test scenarios.

Solution

Implemented AI-generated functional test suite using advanced LLMs to automatically create, maintain, and execute comprehensive test scenarios.

Technologies Used
Adobe Commerce AI/LLM Selenium Jest GitHub Actions

"The AI-generated test suite transformed our QA process. We deploy faster with more confidence than ever before."

Head of QA, Large EU Retailer
Results
40%
Faster deployment time
30%
Reduction of defects
5x
More test coverage
80%
Less manual testing effort

Custom B2B Platform with Personalized Experience

Industrial Equipment Manufacturer B2B Manufacturing
Challenge

Create a modern B2B platform with personalized product catalogs, complex pricing rules, and real-time SAP integration.

Solution

Built custom B2B platform with PWA frontend for mobile-first experience and Golang microservices handling SAP integration and personalization engine.

Technologies Used
PWA React Golang SAP Integration PostgreSQL Redis

"The personalized product lists and seamless SAP integration have revolutionized how our B2B customers order from us."

Director of Digital Commerce, Industrial Manufacturer
Results
100%
Mobile-friendly experience
Real-time
SAP data synchronization
Personalized
Product lists per customer
50%
Increase in order value

Fashion Retailer Platform Migration

Leading UK Fashion Brand Fashion & Apparel
Challenge

Migrate from legacy Magento 1 to Adobe Commerce while maintaining 100% uptime during peak season.

Solution

Implemented a phased migration strategy with custom data migration tools and performance optimization.

Technologies Used
Adobe Commerce Golang AWS Redis Elasticsearch

"The migration was flawless. We saw immediate improvements in performance and our customers love the new experience."

CTO, Fashion Retailer
Results
3x
Faster page load times
45%
Increase in conversion rate
Zero
Downtime during migration
60%
Reduction in infrastructure costs

Patterns we look for across engagements

Stable

Production behaviour after stabilisation

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