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Guides in this topic · 9

Shopify Development

All guides
  1. Shopify

    BFCM 2026: Shopify Tracking Readiness Checklist

    My Shopify tracking checklist for BFCM 2026: what to check four weeks out, what to freeze, what to monitor and what to reconcile afterwards.

  2. Shopify

    Shopify Agentic Storefronts, Channel by Channel (October 2026): Where Each AI Order Is Paid and What Your Tracking Sees

    Where each Shopify AI channel takes payment, for which buyers, which admin switch controls it and whether GA4 sees the order. One table, October 2026.

  3. Shopify

    What AI Agents Read on Your Shopify Store: agents.md, llms.txt, /.well-known/ucp and robots.txt

    Shopify already serves agents.md, llms.txt and a UCP profile on your store. What each file says, which template replaces it, and what robots.txt controls.

  4. Shopify

    Carrier Rates Disappeared After an App Update? Shopify's 2026-10 Shipping Change, Explained and Fixed

    Shopify's 2026-10 API change stopped auto-adding carrier services to the General shipping profile. Why rates vanish after an app update, and how to fix it.

  5. Shopify

    Sales Didn't Drop, Your Pixel Did: The Post–August 26 Shopify Tracking Recovery

    Shopify's August 26 deadline retired script tags on the Order status and Thank you pages for non-Plus stores. Here is how to get the lost purchases back.

  6. Shopify

    Shopify Tracking Audit Checklist: What Each Check Proves

    A row-by-row Shopify tracking audit checklist: what each check verifies, which source it reads, how, and what stays unknown once you've run it.

  7. Shopify

    Stocky Is Gone: Rebuilding Reorders and Purchase Orders With a Small Shopify App

    Stocky stopped inventory operations after 31 August 2026. Check Shopify's current workflows and your retained data before commissioning a replacement.

  8. Shopify

    New Shopify Admin Custom Apps Ended on January 1: the Agency Pattern

    Shopify stopped new admin-created custom apps on 1 January 2026. How I separate app records, access and maintenance for client integrations in the Dev Dashboard.

  9. Shopify

    Fix the GA4 Purchase Event on Shopify (Step by Step)

    How the Shopify purchase event fires today, why Additional Scripts no longer works, and the limits of sending a GA4 purchase from a custom pixel.

Guides in this topic · 26

Tracking & Analytics

All guides
  1. Shopify

    BFCM 2026: Shopify Tracking Readiness Checklist

    My Shopify tracking checklist for BFCM 2026: what to check four weeks out, what to freeze, what to monitor and what to reconcile afterwards.

  2. Ad Platforms

    Subscription Renewals: Orders, Events and Ad Attribution

    How I separate subscription starts, renewals and new customers before deciding what purchase events GA4, Meta and Google Ads should receive.

  3. Consent

    Google Signals Changed: a 20-Minute Consent Mode Audit After June 15

    Google changed the control of Ads cookies and IDs on 15 June 2026. Five checks I use to compare consent choices with actual tag behaviour.

  4. Google Analytics 4

    ChatGPT, Perplexity and Copilot Visits in GA4 and Shopify: Referrers, utm_source=chatgpt.com and the AI Assistant Channel

    Where AI assistant visits land in GA4 as of October 2026, what utm_source=chatgpt.com covers, and how to reconcile AI-referred orders with Shopify.

  5. Shopify

    Shopify Agentic Storefronts, Channel by Channel (October 2026): Where Each AI Order Is Paid and What Your Tracking Sees

    Where each Shopify AI channel takes payment, for which buyers, which admin switch controls it and whether GA4 sees the order. One table, October 2026.

  6. Shopify

    What AI Agents Read on Your Shopify Store: agents.md, llms.txt, /.well-known/ucp and robots.txt

    Shopify already serves agents.md, llms.txt and a UCP profile on your store. What each file says, which template replaces it, and what robots.txt controls.

  7. Data Quality

    Is Your Conversion Rate Real? Bot Traffic in Shopify Analytics and GA4

    Shopify now filters bot sessions from its reports; GA4 removes known bots before you see them. How to tell a real conversion rate from an inflated one.

  8. Server-Side Tracking

    Google Turned On AI Mode Checkout for Shopify Stores. Here's How to Get Those Orders Into GA4.

    Google AI Mode and Gemini now run a Shopify direct checkout, and Google Analytics does not fire inside it. Here is how to capture those orders server-side.

  9. Shopify

    Sales Didn't Drop, Your Pixel Did: The Post–August 26 Shopify Tracking Recovery

    Shopify's August 26 deadline retired script tags on the Order status and Thank you pages for non-Plus stores. Here is how to get the lost purchases back.

  10. Shopify

    Shopify Tracking Audit Checklist: What Each Check Proves

    A row-by-row Shopify tracking audit checklist: what each check verifies, which source it reads, how, and what stays unknown once you've run it.

  11. Data Quality

    A worked example of my diagnostic method, using fictional data

    Read-only reconciliation, written verdict, fixed quote and test-order check, walked through on a labelled fictional store. A demonstration, not a case.

  12. Consent

    Consent Mode v2 on Shopify: Basic vs Advanced Implementation — What Each Sends Before Consent

    What basic and advanced Consent Mode v2 each send before a Shopify visitor chooses, how the Customer Privacy API wires in, and what Google models later.

  13. Google Analytics 4

    GA4 on Shopify: the Google & YouTube App vs a Custom Web Pixel

    How GA4 gets its Shopify data through the Google & YouTube app versus a custom web pixel: event names, transaction_id, consent, and what you own.

  14. Ad Platforms

    Google Ads Conversion Tracking on Shopify: the Google & YouTube App vs a GTM Conversion Tag vs Offline Conversion Import

    Three ways Google Ads gets Shopify conversions: the Google & YouTube app, a conversion tag you own, or offline uploads. What each can and cannot prove.

  15. Ad Platforms

    Meta Conversions API on Shopify: Native Facebook & Instagram App vs Stape vs Your Own Server-Side GTM

    Shopify's native Meta app vs a Stape-hosted setup vs your own server-side GTM: how each handles event_id dedup, user data, consent and refunds.

  16. Ad Platforms

    Meta Pixel vs Conversions API vs Both on Shopify: What Each Actually Measures

    What Meta's browser Pixel sees, what a server-only Conversions API sends, and why the recommended setup runs both with a shared event_id on Shopify.

  17. Server-Side Tracking

    Server-Side GTM vs Shopify Native Pixels vs Elevar/Littledata: Which Tracking Setup Fits Your Store

    How Shopify's native pixels, your own server-side GTM container and managed apps (Elevar, Littledata) differ on ownership, refunds, dedup and consent.

  18. Ad Platforms

    Offline Conversions to Google Ads After June 15: Scheduled Imports vs the Data Manager API

    The June 2026 upload restriction and September access change are separate. How I check an existing import and choose a file schedule or the Data Manager API.

  19. Ad Platforms

    Tracking ChatGPT Ads in the EU: OpenAI Pixel + Conversions API, Consent-Gated

    How I connect OpenAI's pixel and Conversions API: consent before measurement, shared event IDs and a saved oppref click reference.

  20. Google Analytics 4

    Your AI Search Dashboard: GSC Impressions, Bing Citations and GA4 Revenue by Page

    Put Google AI impressions, Bing citations and GA4 visits beside each other by page. Keep visibility and attributed revenue separate.

  21. Ad Platforms

    Health, Wellness and Supplement Brands: Tracking Within Meta's Rules

    Check Meta's data-source restrictions, event payloads and audience criteria before implementing measurement for a health or wellness store.

  22. Ad Platforms

    Meta's One-Click CAPI Is Free. What Bookings and CRM Outcomes Still Need

    Meta-enabled Conversions API sends the pixel's web events through a server connection. How I check its scope, consent and the outcomes that live in a CRM.

  23. Shopify

    Fix the GA4 Purchase Event on Shopify (Step by Step)

    How the Shopify purchase event fires today, why Additional Scripts no longer works, and the limits of sending a GA4 purchase from a custom pixel.

  24. Ad Platforms

    Meta CAPI Deduplication: How event_id Actually Works

    How Meta pairs browser Pixel and server Conversions API events by event_id and event_name, why mismatches double-count purchases, and how to verify dedup.

  25. Server-Side Tracking

    Server-Side Tracking: Benefits, Limits and Architecture

    What server-side tracking changes, where browser privacy limits still apply, and how Stape, GCP, direct APIs and managed setups compare.

  26. Google Analytics 4

    Why GA4 Revenue Doesn't Match Shopify Orders

    Why GA4 and Shopify revenue can differ, how I check the cause order by order, and one fully reconciled hypothetical month.

Guides in this topic · 7

AI Agents & Automation

All guides
  1. Integrations & Automation

    Buy, Integrate or Build? Choosing an Internal Tool

    Compare buying, connecting existing tools and a custom build over 12–24 months, with three hypothetical budgets, data ownership and exit costs.

  2. Integrations & Automation

    Retries Without Duplicates: Integration Acceptance Tests

    A locally executed test matrix for duplicate delivery, wrong order, timeout and recovery, with observed results and limits.

  3. Applied AI

    AI Agent or Workflow Automation? A Practical Decision Guide

    When fixed rules are enough, when one model step helps and when an agent is justified, shown on one fictional process designed two ways.

  4. Applied AI

    AI request processing: from an email to a reviewed task

    A practical workflow for AI-assisted business intake: capture the request, extract details, review uncertainty and hand structured information to the team.

  5. Integrations & Automation

    API Integration Brief: What to Define Before Development

    A checklist for what an API integration brief should define before code: source of truth, fields, direction, cadence and acceptance criteria.

  6. Applied AI

    Build vs Buy a Shopify Support Agent: Costs, Integrations and Human Handoff

    Compare Fin's outcome pricing with the build, hosting, model usage and maintenance costs of a custom Shopify support agent.

  7. Applied AI

    A Custom MCP Server for Your Business: Read-Only First, Gated Writes Later

    How I scope a business MCP server: narrow read tools, enforced permissions, a useful audit log and write actions added behind approval.

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