What merchants are struggling with
These are the most frequently reported pain points in the advertising analytics space, aggregated across every insight in this hub. The frequency count reflects how many merchant posts mentioned each issue.
Disapproval of Google Ads due to malicious software detection
criticalGoogle Ads conversions disappearing and inaccurate reporting.
criticalConfusion with setting up Google Ads and conversion tracking
mediumMerchants, in their own words
Real quotes from Shopify Community threads, sorted by urgency signal. Each quote is linked back to the insight it supports, so you can see the full merchant context and competitive landscape.
"Google has disapproved every single ad (87 in total) because of malicious software and circumventing systems."
"Google ads is the lifeblood of my business."
"We keep getting “Disapproval reason: Malicious software.” from Google Ads."
"Google Ads conversions for a Shopify store in the UK are being recorded and later disappearing."
"We need to find out why we keep getting the error from Google. This is really vital for us."
Most-requested features
These are the specific features Shopify merchants asked for across the advertising analytics hub. Priority is weighted by request volume times average urgency.
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Identify and resolve malicious software issues causing Google Ads disapprovalRequested by 2 merchants · Priority 9/10
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Manual Google Ads conversion tracking via GTMRequested by 1 merchant · Priority 9/10Implementation: Use server-side tracking and a first-party domain/subdomain
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Google-certified CMP integrationRequested by 1 merchant · Priority 8/10Implementation: Consider using Cookiebot or Pandectes
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Step by step guide for setting up Google Ads and conversion trackingRequested by 1 merchant · Priority 7/10
Top 3 opportunities in this hub
Google Ads Disapproval Troubleshooter for Shopify
A Shopify app that diagnoses why Google Ads or Merchant Center flags a store for malicious software, circumvention, or policy issues. It maps the flagged URL or script path to installed apps, theme edits, and storefront components so merchants can quickly isolate the cause.
Consent Mode Tracking Fix for Shopify Ads Attribution
An app that helps Shopify merchants diagnose and repair Google Ads attribution loss caused by Consent Mode v2 and cookie banner misconfiguration. It would connect Shopify, Google Ads, GTM, and a compliant CMP to keep conversion tracking stable and visible.
Shopify Google Ads Setup Wizard
A guided app that walks merchants through Google Ads and conversion tracking setup step by step inside Shopify. It simplifies account linking, pixel/event verification, and campaign readiness checks for non-technical store owners.
Explore related hubs
Frequently asked
What Shopify advertising analytics opportunities are merchants asking for right now?
We tracked 3 validated opportunities in this area, backed by 4 merchant posts across the Shopify Community and related forums. The most frequently cited pain point is "Disapproval of Google Ads due to malicious software detection". The top opportunity by quality score is "Google Ads Disapproval Troubleshooter for Shopify".
How confident is AppScout in these advertising analytics?
Average confidence across this hub is 81%, computed from merchant post volume, unique merchant diversity, and urgency signals extracted from each thread. Insights are only promoted to this page when their qualityScore is 50 or higher, so every listing has been validated by at least one real merchant discussion.
Who should build advertising analytics apps for Shopify?
Indie developers and early-stage SaaS teams are the best-positioned. Each opportunity here comes with the merchant quotes and feature requests you need to validate the idea in a weekend, plus pain-point frequency to help you prioritize your MVP scope. Open any listing below for the full breakdown.
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