What merchants are struggling with
These are the most frequently reported pain points in the analytics space, aggregated across every insight in this hub. The frequency count reflects how many merchant posts mentioned each issue.
Inaccurate tracking of sales metrics due to inability to account for sales outside Shopify.
highInability to track purchases when not using Shopify's native payment gateway
criticalInability to track add-to-cart rates for products added via storefront API.
highHigh self-referral rates leading to confusion about original traffic sources.
mediumLack of analytics to determine traffic sources and search terms from Pinterest
mediumMerchants struggle to understand and act on their analytics data.
highMerchants, 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.
"Shopify wants you out of their ecosystem!"
"If you got a daily report every morning that said 'here’s your #1 revenue leak today, it’s costing you $X, here’s exactly what to do' — would that change how you run your store?"
"I’m having a really tough time figuring out what’s wrong with my Shopify store funnel."
"I’ve started getting checkout traffic (verified in analytics), but still not a single purchase."
"I am considering switching to a paid Shopify theme or possibly Horizon, hoping a better-converting design could improve results."
Most-requested features
These are the specific features Shopify merchants asked for across the analytics hub. Priority is weighted by request volume times average urgency.
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Ability to import/add manual salesRequested by 1 merchant · Priority 9/10
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Improved tracking capabilities for non-Shopify payment gatewaysRequested by 1 merchant · Priority 9/10Implementation: Webhook integration with external services
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Ability to track add-to-cart rates for items added via storefront APIRequested by 1 merchant · Priority 9/10Implementation: Needs integration with Store Analytics
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Daily report on revenue leaks with actionable insightsRequested by 1 merchant · Priority 9/10
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Better-converting design optionsRequested by 1 merchant · Priority 9/10
Top 10 opportunities in this hub
Unified Sales Tracker with Manual Revenue Entry
A profit and KPI dashboard for Shopify merchants that combines Shopify sales with manually entered offline or external sales. It gives more accurate CAC, ad spend per order, and profitability metrics for omnichannel businesses.
Payment-Gateway-Aware Tracking Fix for Shopify
A Shopify app that restores purchase-event tracking for merchants who cannot use Shopify’s native payment gateway. It would help ensure Google Ads, Meta, and other analytics receive reliable conversion events even when standard Shopify tracking paths break.
Product-Level Add-to-Cart & Checkout Funnel Analytics
An analytics app that attributes add-to-cart, checkout-start, and purchase events to specific products, including storefront API-driven interactions. It helps merchants see where each product drops off in the funnel and compare cart abandonment versus completed orders.
Attribution Recovery and First-Touch Source Tracker
An analytics app that helps merchants recover the original acquisition source behind conversions when Shopify attributes sessions to the store’s own domain or direct traffic. It would surface first-touch and assisted-source views in a merchant-friendly dashboard.
Pinterest Traffic & Search Keyword Analytics for Shopify
An app that identifies traffic coming from Pinterest and shows the search terms, pins, and landing pages driving visits and conversions. It helps merchants understand what Pinterest content actually performs without needing to piece together multiple analytics tools.
Shopify Revenue Leak Alerts
An app that turns store analytics into daily, prioritized actions instead of raw dashboards. It would identify the biggest revenue leak each day, estimate the dollar impact, and recommend what to fix first.
Shopify A/B Test Analytics with AOV and Revenue per Session
An analytics app for Shopify Rollouts-style experiments that adds the missing commerce metrics merchants need to evaluate tests. It helps store owners compare control vs treatment using AOV, revenue per session, conversion rate, and other revenue-focused KPIs.
Checkout Drop-Off Diagnostics for Shopify Stores
An app that helps merchants understand why visitors reach checkout but do not complete purchases. It surfaces likely friction points such as payment method issues, shipping surprises, discount conflicts, checkout errors, and device-specific abandonment patterns.
Homepage & Product Page Heatmap Insights for Shopify
An app that shows merchants where visitors click, scroll, hesitate, or abandon on key pages so they can understand why traffic is not turning into add-to-cart actions. It focuses on simple visual analytics and page-specific recommendations for Shopify stores.
Offline Campaign Attribution for Shopify
An app that lets merchants track offline marketing performance by generating QR codes, short links, unique discount codes, and campaign-specific landing pages for print, flyers, events, and in-store promotions. It would unify offline and online attribution inside Shopify so merchants can see which offline efforts drive visits and sales.
Explore related hubs
Frequently asked
What Shopify analytics opportunities are merchants asking for right now?
We tracked 14 validated opportunities in this area, backed by 14 merchant posts across the Shopify Community and related forums. The most frequently cited pain point is "Inaccurate tracking of sales metrics due to inability to account for sales outside Shopify.". The top opportunity by quality score is "Unified Sales Tracker with Manual Revenue Entry".
How confident is AppScout in these 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 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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