--- source: marlvel.ai type: app_intelligence_section content_version: "v2" section_slug: "sentiment" section_label: "User Sentiment" section_anchor: "#user-sentiment" app_name: "Shopify: Sell online/in person" bundle_id: "com.shopify.mobile" parent_report: "https://marlvel.ai/api/llm/apps/business/shopify-sell-online-in-person" canonical_url: "https://marlvel.ai/apps/shopify-sell-online-in-person#user-sentiment" report_date: "2026-08-11" license: CC-BY-NC-4.0 citation: "Marlvel.ai - Shopify: Sell online/in person User Sentiment (section of intelligence report)" --- ## 🔴 User Sentiment (High Confidence: 88 of 99 reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.35/5 - **Platform Split:** iOS 4.7/5 (40K ratings) | Android 4.2/5 (70.6K ratings) - **Overall Sentiment:** Frustrated - **Note:** The 4.35/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline. ### Top Praises - **The platform provides a comprehensive suite of tools that simplifies the process of building and managing online stores** - **Built-in artificial intelligence assistance helps new merchants navigate the setup process and design their storefronts** ### Top Complaints (Impact Areas) - **Users report significant difficulty canceling subscriptions and accounts, leading to unwanted recurring charges**