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Shopify Analytics vs GA4 never agree. Here is why sessions, orders and revenue differ, which one to trust for what, and how to reconcile a gap that looks wrong.
Shopify Analytics vs GA4 never agree. Here is why sessions, orders and revenue differ, which one to trust for what, and how to reconcile a gap that looks wrong.
A decision-stage guide to Shopify AI shopping assistants: where AI chat earns its keep, where it fails, what apps and custom builds cost, and when to wait.
Most llms.txt advice is untested. Here is what AI crawlers actually read on a Shopify store, how robots.txt.liquid works, and which bots to allow or block.
Luxury ecommerce UX explained honestly: what high-end Shopify stores do differently, what is just decoration, and the trade-offs most agencies skip.
A decision framework for Shopify middleware and iPaaS: when Celigo or Patchworks earns its fee, when a connector will do, and what each costs over three years.
A practical guide to Shopify 3PL integration and WMS integration: how fulfilment works, the four connection routes, oversell risk and what to ask a 3PL.
An honest comparison of Shopify ERP integration with NetSuite, Business Central and Brightpearl: fit, cost, timelines and the failure modes to plan for.
What Shopify server side tracking actually fixes, how Meta CAPI, GA4 and Consent Mode v2 work on Shopify, and why it is not a way around consent.
Sold a Shopify store audit and not sure what you are buying? Here is the full 40-point checklist, area by area, so you can run a credible first pass yourself.
GEO reporting explained: how to measure your Shopify store's AI search visibility in ChatGPT, Perplexity and AI Overviews, and what the numbers actually mean.
How to structure Shopify product data for AI shopping agents: taxonomy, category metafields, JSON-LD and variant hygiene that also feeds Google and Meta.
Recharge, Skio, or Bold? An honest comparison of the best Shopify subscription apps, including pricing, UX, and what the 2026 acquisition means.