I Turned Shopify Objections Into Video Briefs With a Tiny YAML Schema
I was trying to make a short product video for a Shopify store whose customers kept asking one question: Will this actually work for my use case? My…
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AI Chatbot Order Status: Cutting WISMO for Small Shops
"Where is my order" is the highest-volume, lowest-risk question a small shop gets. Here is what a WISMO agent needs, the three answers that cover mo…
A Practical QA Loop for Shopify Translation Changes
When a product title or description changes in the source language, it is easy for the translated storefront to fall out of sync. I use this small r…
Building a Consent-Aware Shopify Web Pixel Extension
If you've only ever added tracking to Shopify by pasting a script into theme.liquid , building a Web Pixel extension feels strange the first time. Y…
How to Test a Shopify Store Across Accept, Reject, and GPC States
A practical workflow for testing Shopify pixels, cookies, app-injected tracking, consent behavior, GPC, and accessibility across real browser sessio…
Your webhook handler was slow, so Shopify sent it again
The server reboots at two on a Saturday morning for a security update, which is what it's supposed to do. The app doesn't come back, because nobody…
Rebuilding Shopify's Finances summary from the Admin GraphQL API, line by line
In May 2025 Shopify's admin replaced the printed Financial Summary with an on-screen Finances summary. So I built a page that reproduces it from the…
Experienced Developer Seeks Freelance Transition Strategies for Web Apps and Shopify/E-commerce Development
The Freelance Transition Challenge: Bridging the Portfolio Gap For experienced developers eyeing the freelance world, the absence of a dedicated por…
Building a Sub-Minute Cross-Platform Inventory Sync Engine with n8n, Shopify, WooCommerce & Airtable
Building a Sub-Minute Cross-Platform Inventory Sync Engine with n8n, Shopify, WooCommerce & Airtable Dual-channel e-commerce sounds great on a s…
We scanned 69 random Shopify stores for accessibility. 97% had detectable failures.
Most accessibility studies look at the biggest sites. We wanted ordinary Shopify stores, and not just home pages. Method: we shuffled the .com and .…
Shopify's ChatGPT and Claude Connectors: What They Expose and Where the Limits Are
If you build tools around AI assistants, or you are deciding whether to let one touch a production store, the useful question is not "does it work"…
Shopify Webhooks: Pick the Route, Then Create It
If you wire Shopify events into your own endpoint, a queue or a no-code tool, the interesting decisions are not in the admin form. They are in which…
Shopify Data in Databricks: A First Look at the New Lakeflow Connect Shopify Connector
Databricks now has a managed Shopify connector in Lakeflow Connect, released in Beta on September 22, 2026. It pulls products, orders, customers, in…
Shopify to GA4 without GTM: native events plus a server-side Measurement Protocol fallback
If you run a Shopify store, the GA4 setup question usually gets answered with "install Google Tag Manager." You don't need it. Shopify's Google &…
EU shop rules: what developers need to change this weekend
If you build or maintain online shops for EU customers, three rules changed this year, and one of them starts tomorrow, Sunday 27 September 2026 . H…
From Headless CMS to Shopify: What a CMS Migration Taught Me About Storefront Architecture
I've spent the last few years living inside headless CMS platforms: Contentful, Strapi, content modeling, migrations, and the React and Next.js fron…
One Shopify variant reported 999,999 units in stock — and it wasn't a bug
Every Shopify storefront publishes its full product catalog as public JSON. No login, no API key, no headless browser: GET https://<store-domain&…
Plugin count is a terrible way to size a WooCommerce migration. Here's the data.
Plugin count is the first number anyone quotes when sizing a WooCommerce to Shopify migration. "They're running 58 plugins, this is going to be a bi…
Designing Useful Support Answers for Pre-Purchase Questions
A customer-support assistant sits between changing store facts and a shopper who expects a clear answer. That makes the design problem closer to kno…
A Merchant-Controlled Architecture for AI Support
AI support becomes useful only when the operating rules behind it are explicit. The hard part is rarely writing a fluent reply; it is deciding which…
Google Merchant Center feed errors explained: the 12 rejections that block most products and how to fix each in the feed
Notes Google Merchant Center feed errors explained: the 12 rejections that block most products and how to fix each in the feed Andrej Lauko, ARLing…
Shopify's agent-commerce category filter doesn't filter. We checked 190 stores.
Since 2026 every Shopify storefront answers an agent-commerce endpoint at POST /api/ucp/mcp , advertised at GET /.well-known/ucp . Merchants did not…
3 Ways to Add Custom Color and Image Swatches to Shopify
I've implemented Shopify swatches in different ways before, but I noticed that some clients weren't familiar with color swatches or how to set them…
Flat-fee affiliate tracking without third-party cookies
A merchant running a small programme finds that percentage-based apps charge more as sales grow, while flat-fee tools often rely on third-party cook…
Counting, locating, and verifying stock on a phone
A warehouse team opens the day with a cycle count across three Shopify locations. They scan barcodes or SKUs on their phones, and the app writes eac…
A Practical Taxonomy for Ecommerce Support Questions
AI support becomes useful only when the operating rules behind it are explicit. The hard part is rarely writing a fluent reply; it is deciding which…
Designing AI Assistance for Agents, Not Just Automation
The safest way to introduce AI into support is to treat every automated answer as the result of a small, reviewable process rather than as free-form…
I built a production-ready Shopify Hydrogen theme and open-sourced it
Every Hydrogen project I've worked on started the same way — wire up a cart, build a PDP, add filters, then spend weeks on the "extras" that aren't…
AI Can Find the Failure. Who Decides What the Fix Should Be?
AI is changing accessibility remediation fast. It can find common accessibility failures, explain them, and increasingly write the fix. That's real,…
Before you pay anyone to migrate your Shopify catalog, make them promise these 17 things — in writing
I audit catalog migrations for a living. Every disaster I've seen was preventable — not by hiring better, but by agreeing in writing what "done" mea…