--- source: marlvel.ai type: app_intelligence_section content_version: "v2" section_slug: "sentiment" section_label: "User Sentiment" section_anchor: "#user-sentiment" app_name: "Amazon Shopping" bundle_id: "com.amazon.Amazon" parent_report: "https://marlvel.ai/api/llm/apps/shopping/amazon-shopping" canonical_url: "https://marlvel.ai/apps/amazon-shopping#user-sentiment" license: CC-BY-NC-4.0 citation: "Marlvel.ai — Amazon Shopping User Sentiment (section of intelligence report)" --- ## 🔴 User Sentiment (High Confidence: 120 of 396 reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.69/5 - **Platform Split:** iOS 4.8/5 (8.4M ratings) | Android 4.4/5 (4.5M ratings) - **Overall Sentiment:** Frustrated - **Note:** The 4.69/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline. ### Top Praises - **Broad product selection and competitive pricing keep users returning for essential household goods** - **Reliable delivery notifications provide visibility for shoppers expecting essential household items** ### Top Complaints (Impact Areas) - **Forced integration of voice assistant buttons in the navigation footer disrupts the shopping flow** - **Inaccurate delivery estimates and frequent delays erode the value of the membership subscription** ### Top Requests (What Users Want) - **System-wide dark mode toggle requested to reduce eye strain during late-night shopping sessions**