--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Gopuff - Grocery Delivery" developer_entity: "Gopuff" bundle_id: "com.gopuff.gopuff" app_store_id: "722804810" google_play_id: "com.main.gopuff" category: "Food & Drink" primary_platform: "ios" primary_monetization: "Freemium" offline_capable: false market_region: "US" platforms: "iOS & Android" app_last_updated: "2026-09-14" report_date: "2026-09-27" last_verified: "2026-09-27T00:00:00.000Z" report_version: "12.23.0" total_reviews: 351332 overall_rating: 4.7 sentiment: "Mixed" sentiment_score: 45 confidence: "high" confidence_score: 0.85 top_praise_theme: "Rapid delivery times consistently under twenty minutes provide high value for urgent household needs" top_complaint_theme: "Automated customer support systems fail to resolve order issues like missing items or incorrect charges" review_sample_size: 3362 total_review_count: 3362 analyzed_review_count: 120 data_age_days: 3 momentum_velocity: "active" intelligence_version: 229 nemesis: "Bolt Food: Delivery & Takeaway" competitor_count: 31 tags: ["food & drink", "freemium", "mixed sentiment", "mobile app", "app review", "app analysis", "urban", "consumers", "seeking"] canonical_url: "https://marlvel.ai/apps/gopuff-grocery-delivery" license: "CC-BY-NC 4.0" content_version: "v2" --- # Gopuff - Grocery Delivery Intelligence Report ## TL;DR {#tldr} - **Category**: Food & Drink · Freemium - **Signal**: Rating 4.73 · Sentiment Mixed - **Recent focus**: Automated customer support systems fail to resolve order issues like missing items or incorrect charges (top complaint) · Rapid delivery times consistently under twenty minutes provide high value for urgent household needs (top praise) > **TL;DR:** Gopuff - Grocery Delivery is a food & drink app by Gopuff, rated 4.73/5 by 351.3K users, with Mixed user sentiment (45/100), available on iOS & Android. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Gopuff - Grocery Delivery shows Mixed sentiment (4.73/5 from 351.3K reviews) - users praise rapid delivery times consistently under twenty minutes provide high value for urgent household needs but report issues with automated customer support systems fail to resolve order issues like missing items or incorrect charges. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.73/5 (351.3K reviews) | | **User Mood** | Mixed | | **Category** | Food & Drink | | **Developer** | Gopuff | | **Pricing** | Freemium | | **Platforms** | iOS & Android | | **Confidence** | High (0.85/1.0) | | **Data Age** | 3d | ## Metadata & Market Performance - **Publisher:** Gopuff - **Category:** Food & Drink - **Target Audience:** Urban consumers seeking rapid delivery of groceries, alcohol, and household essentials for immediate or late-night needs. - **Platforms:** iOS & Android - **Version Reviewed:** 12.23.0 - **Report Date:** 2026-09-27 - **Signal Count:** 3362 reviews analyzed - **Confidence:** High (0.85/1.0) - **App Store ID (iOS):** 722804810 - **Bundle ID:** com.gopuff.gopuff - **Google Play ID:** com.main.gopuff - **Performance Trend:** Declining - **Data Window:** Analysis based on signals collected up to 2026-09-27 - **Short Description:** Grocery, food & everyday essentials in as fast as 15 minutes. Open late. ## Executive Snapshot **What it is:** Gopuff is a grocery and household essentials delivery service for urban consumers, operating via a proprietary micro-fulfillment network on iOS and Android. **Why users hire it:** The app removes the time-cost of grocery shopping for immediate needs, displacing traditional retail visits with a 15-minute fulfillment promise. ## App DNA (Features & Intent) - **[Differentiator] Go AI Shopping Assistant:** AI-powered tool that learns user preferences to build carts and automate reordering * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior. - **[Differentiator] FAM Membership:** Subscription service providing free delivery and exclusive pricing on everyday essentials * *User Intent:* Users seek enhanced value through premium features. - **[Differentiator] Micro-Fulfillment Centers:** Network of localized warehouses enabling delivery in as fast as 15 minutes ## Market Position {#market-position} Gopuff sits #6 Free in the US Food & Drink chart, holding this slot for 14 consecutive days. The gap between high fulfillment speed and recent technical instability signals a risk to retention despite the strong discovery advantage. ## Monetization Strategy - **Model:** Freemium - **Tiers:** Free tier with standard delivery fees, FAM membership tier with $0 delivery fees and exclusive weekly deals - **Analysis:** Monetization relies on a subscription membership model to drive recurring revenue and increase order frequency through waived delivery fees. ## 🟡 User Sentiment (High Confidence: 120 of 3.4K reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.73/5 - **Platform Split:** iOS 4.8/5 (260.5K ratings) | Android 4.6/5 (90.8K ratings) - **Overall Sentiment:** Mixed ### Top Praises - **Rapid delivery times consistently under twenty minutes provide high value for urgent household needs** - **Warehouse-based inventory model ensures consistent product availability and accuracy compared to third-party shopper services** - **Friendly and professional delivery drivers enhance the service experience during late-night or urgent orders** ### Top Complaints (Impact Areas) - **Automated customer support systems fail to resolve order issues like missing items or incorrect charges** ## SWOT Analysis {#swot} **Core Strengths:** - Micro-fulfillment network enables 15-minute delivery windows - Warehouse-based inventory ensures higher order accuracy than marketplace models **Growth Levers:** - Integrating SNAP EBT payments would expand addressable market to EBT-eligible households ## Recent Changes (v228 → v229) {#recent-changes} Technical instability and UI regressions have triggered a decline in user sentiment, moving the overall outlook from positive to mixed despite the successful rollout of Live Activities for order tracking. **Overall trend**: Declining **Compared at**: 2026-09-27 ### High-impact changes - **[Declined] Sentiment Score Drop** (sentiment) - **[Declined] New Technical Complaints** (sentiment) ### Medium-impact changes - **[Added] Live Activities Integration** (features) - **[Declined] Support Accountability Issues** (sentiment) ## Rivals Landscape {#rivals} > Competitive positioning identified by AI analysis of app features, category, and market signals. ### Gopuff - Grocery Delivery vs Bolt Food: Delivery & Takeaway - **[Bolt Food: Delivery & Takeaway](https://marlvel.ai/apps/bolt-food-delivery-takeaway)**: Both apps compete for the same urban consumer base seeking on-demand food and grocery delivery, forcing a choice between Gopuff's speed-focused warehouse model and Bolt Food's restaurant-integrated marketplace. - **Key differences:** - Bolt Food offers real-time courier tracking, a feature currently absent from the Gopuff experience. - Bolt Food supports scheduled delivery windows, providing users more flexibility than Gopuff's immediate-only fulfillment model. - Bolt Food provides integrated pickup options, allowing users to bypass delivery fees entirely. ### Contenders (Strong Challengers) - **[DoorDash: Food, Grocery, More](https://marlvel.ai/apps/doordash-food-grocery-more)**: DoorDash competes by aggregating restaurant and retail logistics, capturing the same urban and suburban audience seeking on-demand delivery for groceries and household essentials. - DoubleDash bundling allows users to add items from multiple venues to a single delivery trip. - DashMart provides a dedicated retail-focused storefront within the broader restaurant-heavy aggregator interface. - **[Instacart: Groceries & Food](https://marlvel.ai/apps/instacart-groceries-food)**: Both platforms compete for urban grocery delivery demand, forcing a choice between Gopuff's 15-minute warehouse speed and Instacart's massive 40,000-location retail inventory. - Instacart provides real-time shopper chat for out-of-stock items, while Gopuff relies on automated warehouse inventory. - Instacart aggregates 40,000 retail locations, whereas Gopuff limits inventory to its proprietary micro-fulfillment centers. - **[talabat: Food, grocery & more](https://marlvel.ai/apps/com-6alabat-cuisineapp)**: Both platforms target urban consumers for on-demand grocery and household essentials, competing for the same high-frequency delivery occasions. - Talabat bundles pharmacy items with food and grocery orders, while Gopuff focuses on warehouse-based grocery essentials. - Talabat operates a multi-category marketplace model, whereas Gopuff relies on a proprietary micro-fulfillment warehouse network. - **[Samokat: Food Delivery](https://marlvel.ai/apps/samokat-food-delivery)**: Both services utilize proprietary hyper-local warehouse networks to fulfill grocery orders within 15-minute windows, directly competing for the same high-frequency, convenience-oriented urban consumer. - Samokat provides free delivery on every order, while Gopuff gates fee waivers behind the FAM membership. - Samokat features private label products vetted in laboratories, whereas Gopuff focuses on general household essentials. - **Instacart: Get Food Delivery**: Both apps compete for the same urban grocery delivery segment, with Instacart offering a broader marketplace of local stores while Gopuff focuses on rapid fulfillment from proprietary warehouses. - Instacart connects users to multiple local grocery chains and fast food spots, whereas Gopuff relies on its own warehouse inventory. - Instacart offers a specific promotion of zero delivery fees on the first three orders within a two-week window. - **[Postmates - Food Delivery](https://marlvel.ai/apps/postmates-food-delivery)**: Both platforms compete for urban consumers seeking immediate delivery of groceries and household essentials, with Postmates offering broader retail inventory while Gopuff focuses on speed-sensitive fulfillment. - Gopuff utilizes a warehouse-based model for higher order accuracy; Postmates relies on third-party marketplace logistics. - Gopuff provides a FAM membership for recurring fee waivers; Postmates lacks a subscription-based retention loop. - **[Shipt: Order Grocery Delivery](https://marlvel.ai/apps/shipt-order-grocery-delivery-1)**: Both apps compete for the same grocery delivery market, with Gopuff focusing on speed via proprietary warehouses and Shipt focusing on personal shopper service across 120+ retail partners. - Shipt provides direct personal shopper communication for order customization, whereas Gopuff relies on automated warehouse fulfillment. - Shipt integrates Target Circle 360 benefits, while Gopuff utilizes its own FAM membership program for fee waivers. - **[7NOW: Food & Drinks Delivery](https://marlvel.ai/apps/com-7elevennow-prod-phoenixios)**: Both platforms target urban consumers needing rapid delivery of snacks and household essentials, creating direct competition for late-night and immediate-need shopping occasions. - 7NOW integrates SNAP EBT payments for broader accessibility, while Gopuff lacks this payment option. - 7NOW utilizes a massive existing 7-Eleven physical store network for fulfillment, whereas Gopuff relies on proprietary micro-fulfillment centers. - **[Seamless: Local Food Delivery](https://marlvel.ai/apps/seamless-local-food-delivery)**: Both apps compete for urban delivery spend, targeting users who prioritize convenience for immediate food or grocery needs. - Gopuff utilizes micro-fulfillment centers for higher order accuracy, while Seamless relies on restaurant-partner fulfillment. - Gopuff delivers household essentials in 15 minutes, whereas Seamless focuses exclusively on restaurant-prepared meals. - **[7NOW: Food Delivery & Alcohol](https://marlvel.ai/apps/7now-food-delivery-alcohol)**: Both apps compete for the same late-night and convenience-focused urban consumer base by offering rapid delivery of groceries and household essentials. - 7NOW integrates SNAP EBT payments, a feature currently absent from the Gopuff platform. - 7NOW utilizes the existing 7-Eleven physical retail footprint to support delivery operations across 200 cities. ### Peers (What They Do Better) - **[Uber Eats: Food and Grocery](https://marlvel.ai/apps/uber-eats-food-groceries)**: Captures the same urban convenience-seeking audience through a massive multi-category marketplace that integrates with existing ride-sharing accounts. - Deep integration with the Uber ride-sharing account base lowers acquisition friction - Multi-category marketplace captures broader household demand - **[Grubhub: Food Delivery](https://marlvel.ai/apps/grubhub-food-delivery)**: Competes for the same high-frequency food delivery occasions by using a fee-waiver threshold to incentivize larger basket sizes. - Fee-free threshold for orders exceeding 50 dollars captures high-value group dining occasions - Amazon Prime membership integration lowers subscriber acquisition costs - **[Too Good To Go: End Food Waste](https://marlvel.ai/apps/too-good-to-go-end-food-waste)**: Targets the same budget-conscious urban demographic by offering surplus food at a discount, creating a distinct value-based retention loop. - Gamified CO2e impact tracking creates a sticky retention loop for daily users - Surprise bag marketplace aggregates unsold inventory into affordable bundles - **[Deliveroo: Food & Shopping](https://marlvel.ai/apps/deliveroo-food-shopping-1)**: Targets urban professionals with rapid delivery of meals and groceries, utilizing a subscription-led model to lock in high-frequency users. - Editions Kitchens infrastructure optimizes supply-side margins - Deliveroo Plus subscription drives long-term user lock-in - **[Wolt Delivery: Food and more](https://marlvel.ai/apps/wolt-delivery-food-and-more)**: Serves the same urban demand for on-demand delivery of food and retail items, utilizing a double-order mechanism to increase basket value. - Double Order mechanism combines deliveries from two venues for a single fee - Curated merchant selection avoids marketplace clutter - **[Sheetz Food Delivery & Rewards](https://marlvel.ai/apps/com-sheetz-sheetzretapp)**: Provides a dedicated utility for Sheetz customers to manage loyalty and pre-order food, capturing high-frequency visits for a specific retail brand. - SheetzPay and SheetzGO provide frictionless checkout options for in-store transactions - Digital-only discounts incentivize loyalty program engagement - **[Insomnia Cookies](https://marlvel.ai/apps/com-insomniacookies-insomnia)**: Focuses on the late-night snack segment, capturing specific cravings that overlap with the late-night delivery utility. - Dedicated ordering platform for freshly baked goods available until 3am - Loyalty program incentivizes repeat purchases for late-night dessert cravings - **[Wonder: Food Delivery](https://marlvel.ai/apps/wonder-food-delivery)**: Targets families with diverse meal options, using a zero-fee delivery model to compete for the same household food delivery occasions. - Proprietary food robotics consolidate multi-cuisine orders into a single delivery - Zero-delivery-fee model lowers the barrier to entry for families - **Snoonu Food & Grocery Delivery**: Operates as a regional super app in Qatar, Kuwait, and Oman, consolidating food, grocery, and pharmacy delivery into one platform. - All-in-one super app model covers food, grocery, pharmacy, and event booking - **[Caviar - Order Food Delivery](https://marlvel.ai/apps/caviar-order-food-delivery)**: Targets premium urban consumers by curating high-end restaurant selections, contrasting with the mass-market convenience of general delivery apps. - Exclusive partnerships with Michelin-rated eateries create a premium brand barrier - **[Blue Apron: Meal Kit Delivery](https://marlvel.ai/apps/blue-apron-meal-kit-delivery)**: Offers a culinary-focused alternative for home-cooking enthusiasts, shifting toward a-la-carte ordering to compete with the convenience of on-demand delivery. - Chef-designed recipe library creates a culinary experience barrier - Hybrid transactional model reduces churn for casual users - **[Home Chef: Meal Kit Delivery](https://marlvel.ai/apps/home-chef-meal-kit-delivery)**: Provides structured meal planning for families, serving as a planned-meal alternative to the impulse-driven nature of on-demand delivery apps. - Customize It tool allows protein and ingredient modifications for personalized meals - Dual-menu integration increases share-of-stomach via cross-selling - **efood delivery: food, grocery**: Serves as the primary online delivery platform in Greece, consolidating food, coffee, and grocery needs into a single interface. - Curated Red Selection list offers specialized restaurant recommendations - **Mealia - AI Grocery Assistant**: Acts as a grocery assistant that simplifies meal planning and list building, targeting the same household grocery-shopping audience. - AI-driven meal planning calculates grocery needs based on diet and taste - Connects with major supermarkets to simplify list building - **[Starship - Food Delivery](https://marlvel.ai/apps/xyz-starship-projectmercury)**: Utilizes autonomous robots for localized delivery, serving campus and specific environments that overlap with urban delivery needs. - Autonomous robot delivery model provides contactless service in localized environments - Real-time tracking and mobile unlock facilitate automated delivery - **[Minibar Delivery: Get Alcohol](https://marlvel.ai/apps/minibar-delivery-get-alcohol)**: Aggregates local alcohol retailers for on-demand delivery, capturing the same party-supply and beverage-delivery market. - Price comparison tools ensure competitive pricing across local retailers - National shipping options complement local on-demand delivery - **Fast: Livraison repas, courses**: Provides food and grocery delivery in Algiers, serving as a regional equivalent to the convenience-delivery model. - Parcel delivery service allows individuals to send and receive items throughout the city - **BottleRover: Alcohol Delivery**: Facilitates alcohol delivery by connecting users with local stores, targeting the same convenience-seeking alcohol consumers. - Powerful search and filters allow users to find specific wine, beer, or liquor - **Get Spiritz: Alcohol Delivery**: Offers alcohol delivery in Amman, providing a convenient alternative to physical store visits for beverage procurement. - Loyalty points program rewards users with every purchase - **QuikLiq: Fast Alcohol Delivery**: Focuses on rapid alcohol delivery, targeting the same late-night and convenience-driven alcohol consumption occasions. - Rapid delivery service promises arrival in less than 45 minutes ## What's New - **Latest (v12.23.0, 1 weeks ago):** Introduced Live Activities for lock screen order tracking and the ability to add items to existing orders directly from the lock screen. - **Last Major (v12.19.0, 4 days ago):** Introduced Live Activities for lock screen order tracking with real-time ETA and the ability to add items to existing orders directly from the lock screen. ## App Momentum (Active) {#momentum} - Shipped Live Activities for order tracking. - Enabled lock screen item management. - Ships updates every 1.5 weeks. > **Cadence:** 6 total versions · 5 majors in last 6 months · 12 days since last update · 7 days avg between updates ## The "So What?" (Strategic Takeaway) {#so-what} Gopuff - Grocery Delivery is a food & drink app that is free with in-app purchases. With a 4.73/5 rating from 351.3K reviews, it shows mixed user reception. > **Bottom Line:** Human-verified support would address the redemption failures driving negative sentiment, while stabilizing the interface is critical to retaining the core user base. Prioritizing these operational fixes will protect the speed-based moat against marketplace rivals. **Best for:** Urban consumers seeking rapid delivery of groceries, alcohol, and household essentials for immediate or late-night needs. ### PM Action Plan (Next Best Moves) - [ ] [PIVOT] Migrate AI chat to a hybrid human-led support model because automated support is the #1 complaint theme → reduce refund-related churn ### Feature Gaps vs Competitors - Real-time courier tracking (available in Bolt Food but absent here) ### Outlook: Mixed Casual grocery delivery traffic is consolidating around speed-focused models, but Gopuff's reliance on automated support creates a vulnerability to marketplace rivals with better transparency. Stabilizing the interface is critical to reversing the current decline in user satisfaction before churn pressure compounds into Q4. - 🔴 Technical instability and UI regressions in the latest update erode the daily active habit, which compounds the rating drag already visible on Android. - 🟢 The latest release added Live Activities for lock screen tracking, signaling active feature investment rather than maintenance-only mode. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.73/5 | | Total Reviews | 351.3K | | Sentiment | Mixed (45/100) | | Confidence | High | | Pricing Model | Freemium | | Platforms | iOS & Android | | Key Features | 3 analyzed | | Trend | Declining | | Outlook | Mixed | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Gopuff - Grocery Delivery** (this app) | 4.73/5 | Mixed | Gopuff | | [talabat: Food, grocery & more](https://marlvel.ai/apps/com-6alabat-cuisineapp) | 4.6/5 | n/a | Talabat General Trading and Contracting Company | | [7NOW: Food & Drinks Delivery](https://marlvel.ai/apps/com-7elevennow-prod-phoenixios) | 4.7/5 | Thrilled | 7-Eleven, Inc. | | [Insomnia Cookies](https://marlvel.ai/apps/com-insomniacookies-insomnia) | 4.8/5 | N/A | Insomnia Cookies LLC | | [Starship - Food Delivery](https://marlvel.ai/apps/xyz-starship-projectmercury) | 4.9/5 | N/A | Starship Technologies | | [DoorDash: Food, Grocery, More](https://marlvel.ai/apps/doordash-food-grocery-more) | 4.8/5 | n/a | DoorDash, Inc. | ## Company Profile - **Developer:** Gopuff - **Website:** [https://gopuff.com](https://gopuff.com) ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/gopuff-grocery-delivery/id722804810?uo=4) - **Google Play:** [View on Google Play](https://play.google.com/store/apps/details?id=com.main.gopuff&hl=en&gl=us) - **Dev Site:** [Official Website](https://gopuff.com) - **Sources:** Developer website content, App store metadata, User reviews. ## Related Intel Reports - [*talabat: Food, grocery & more*](https://marlvel.ai/apps/com-6alabat-cuisineapp) (Talabat General Trading and Contracting Company) · 4.6/5 Rating - [*7NOW: Food & Drinks Delivery*](https://marlvel.ai/apps/com-7elevennow-prod-phoenixios) (7-Eleven, Inc.) · 4.7/5 Rating | Excellent Sentiment - [*Insomnia Cookies*](https://marlvel.ai/apps/com-insomniacookies-insomnia) (Insomnia Cookies LLC) · 4.8/5 Rating - [*Starship - Food Delivery*](https://marlvel.ai/apps/xyz-starship-projectmercury) (Starship Technologies) · 4.9/5 Rating - [*DoorDash: Food, Grocery, More*](https://marlvel.ai/apps/doordash-food-grocery-more) (DoorDash, Inc.) · 4.8/5 Rating - [*Uber Eats: Food & Groceries*](https://marlvel.ai/apps/uber-eats-food-groceries) (Uber Technologies, Inc.) · 4.8/5 Rating - [*Too Good To Go: End Food Waste*](https://marlvel.ai/apps/too-good-to-go-end-food-waste) (Too Good To Go) · 4.9/5 Rating - [*Grubhub: Food Delivery*](https://marlvel.ai/apps/grubhub-food-delivery) (GrubHub.com) · 4.7/5 Rating - [*Postmates - Food Delivery*](https://marlvel.ai/apps/postmates-food-delivery) (Uber Technologies, Inc.) · 4.8/5 Rating - [*Seamless: Local Food Delivery*](https://marlvel.ai/apps/seamless-local-food-delivery) (Seamless North America, LLC) · 4.8/5 Rating ## Frequently Asked Questions {#faq} ### Is Gopuff faster than DoorDash or Instacart? Gopuff utilizes proprietary micro-fulfillment centers to enable 15-minute delivery, whereas marketplace rivals like DoorDash and Instacart typically rely on third-party shoppers, which can lead to longer delivery windows and lower order accuracy. ### Does Gopuff accept SNAP EBT payments? Yes, Gopuff allows users to add their EBT card to shop for SNAP-eligible products, expanding accessibility for EBT-eligible households. ### Is the FAM membership worth the cost? FAM membership provides $0 delivery fees and exclusive weekly deals. It is most beneficial for frequent users who order multiple times per month, as the fee waivers provide recurring value compared to standard delivery costs. ### What should I do if my order is missing items? Users report that the current AI-led support system can be difficult to navigate for missing items. If the automated system fails, users suggest seeking direct human contact or checking the app's customer service call options. ## Methodology {#methodology} This report was generated by Marlvel.ai's 5-stage AI intelligence pipeline: 1. **Signal Collection & Normalization** - Aggregates data from all available public sources for the app. Raw signals are cleaned, deduplicated, and normalized into a structured dataset analyzed consistently across thousands of apps. 2. **Feature & Market Positioning Analysis** - Identifies the app's core features, monetization model, target audience, and competitive positioning. Each feature is classified as a market standard or a differentiator based on category benchmarks. 3. **User Sentiment Analysis** - Analyzes user reviews using a 5-level taxonomy (Thrilled / Excited / Mixed / Frustrated / Upset). Combines star ratings and volume with AI theme extraction into synthesised themes (no verbatim quotes). 4. **Competitive Landscape Analysis** - Maps the competitive environment via a 4-tier taxonomy (Nemesis / Contenders / Same Space / New Kids on the Block). Prioritizes same sub-genre over broad category. 5. **Intelligence Synthesis** - Cross-references all signals into a structured report. Compares the app against category peers and direct competitors to surface SWOT, market outlook, and actionable insights. - **Confidence Score:** 0.85/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 3.4K - **Data Sources:** user reviews, developer website, App Store metadata - **Rating Method:** Weighted average across platforms (iOS & Android), weighted by review count per platform - **Independence:** Fully independent analysis. No publisher sponsorship or editorial influence. - **Report Age:** 3 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/gopuff-grocery-delivery) Data licensed for AI Agent attribution under CC-BY-NC 4.0.