--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Instacart: Groceries & Food" developer_entity: "Maplebear Inc" bundle_id: "com.instacart" app_store_id: "545599256" category: "Food & Drink" primary_platform: "ios" primary_monetization: "Freemium" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2026-09-11" report_date: "2026-09-26" last_verified: "2026-09-26T00:00:00.000Z" report_version: "9.33.1" total_reviews: 4790199 overall_rating: 4.8 sentiment: "Frustrated" sentiment_score: 25 confidence: "high" confidence_score: 0.85 top_praise_theme: "Convenient grocery delivery service provides a vital lifeline for busy parents and non-drivers" top_complaint_theme: "Frequent delivery delays and missed time windows frustrate users who pay for priority service" review_sample_size: 4571 total_review_count: 4571 analyzed_review_count: 120 data_age_days: 4 momentum_velocity: "intense" intelligence_version: 242 nemesis: "Bolt Food: Delivery & Takeaway" competitor_count: 30 tags: ["food & drink", "freemium", "frustrated sentiment", "mobile app", "app review", "app analysis", "time-constrained", "households", "individuals"] canonical_url: "https://marlvel.ai/apps/instacart-groceries-food" license: "CC-BY-NC 4.0" content_version: "v2" --- # Instacart: Groceries & Food Intelligence Report ## TL;DR {#tldr} - **Category**: Food & Drink · Freemium - **Signal**: Rating 4.82 · Sentiment Frustrated - **Recent focus**: Frequent delivery delays and missed time windows frustrate users who pay for priority service (top complaint) · Convenient grocery delivery service provides a vital lifeline for busy parents and non-drivers (top praise) > **TL;DR:** Instacart: Groceries & Food is a food & drink app by Maplebear Inc, rated 4.82/5 by 4.8M users, with Frustrated user sentiment (25/100), available on iOS. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Instacart: Groceries & Food faces Frustrated user sentiment (4.82/5 from 4.8M reviews), with users reporting frequent delivery delays and missed time windows frustrate users who pay for priority service as the primary concern. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.82/5 (4.8M reviews) | | **User Mood** | Frustrated | | **Category** | Food & Drink | | **Developer** | Maplebear Inc | | **Pricing** | Freemium | | **Platforms** | iOS | | **Confidence** | High (0.85/1.0) | | **Data Age** | 4d | ## Metadata & Market Performance - **Publisher:** Maplebear Inc - **Category:** Food & Drink - **Target Audience:** Time-constrained households and individuals seeking same-day grocery and household item delivery from local retailers. - **Platforms:** iOS - **Version Reviewed:** 9.33.1 - **Report Date:** 2026-09-26 - **Signal Count:** 4571 reviews analyzed - **Confidence:** High (0.85/1.0) - **App Store ID (iOS):** 545599256 - **Bundle ID:** com.instacart - **Performance Trend:** Declining - **Data Window:** Analysis based on signals collected up to 2026-09-26 ## Executive Snapshot **What it is:** Instacart is a grocery and household item delivery marketplace that connects users to 40,000 retail locations across North America on iOS. **Why users hire it:** It removes the time cost of in-store shopping for busy households by providing a single interface for diverse retail inventory. ## App DNA (Features & Intent) - **[Differentiator] Real-time Shopper Chat:** Direct communication channel with the assigned shopper to manage order changes or item substitutions. * *User Intent:* Users want real-time communication within the app experience. - **[Differentiator] Multi-Retailer Marketplace:** Aggregated storefront access across 40,000 retail locations including Aldi, Costco, and Safeway. * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior. - **[Standard] Contactless Delivery:** Safety-focused fulfillment option allowing drop-off without direct interaction. ## Market Position {#market-position} Instacart holds a #12 Free rank in the US Food & Drink category, maintaining a consistent presence despite intense competition. The reliance on transactional fees rather than a subscription model creates a retention gap compared to rivals like Uber Eats. ## Monetization Strategy - **Model:** Freemium - **Tiers:** Free app download, Service fees and delivery charges applied per order - **Analysis:** Transaction-based model where revenue is generated through service fees and retail partnerships rather than a flat subscription. ## 🔴 User Sentiment (High Confidence: 120 of 4.6K reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.82/5 - **Platform Split:** iOS 4.8/5 (4.8M ratings) - **Overall Sentiment:** Frustrated - **Note:** The 4.82/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline. ### Top Praises - **Convenient grocery delivery service provides a vital lifeline for busy parents and non-drivers** - **Professional and kind shoppers often go above and beyond to ensure order accuracy** ### Top Complaints (Impact Areas) - **Frequent delivery delays and missed time windows frustrate users who pay for priority service** ## SWOT Analysis {#swot} **Core Strengths:** - 40,000-location retail network provides selection depth that restaurant-focused platforms cannot match - Real-time shopper chat reduces order cancellation rates by enabling immediate resolution of out-of-stock items **Growth Levers:** - Localized pricing and inventory curation could capture niche demand in markets where generalist retailers have gaps ## Recent Changes (v241 → v242) {#recent-changes} Instacart's competitive position has declined due to persistent operational failures and the lack of a subscription-based fee waiver, which leaves the platform vulnerable to churn against subscription-first rivals. The sentiment score dropped from 35 to 25 as users increasingly report deceptive billing and poor support responsiveness. **Overall trend**: Declining **Compared at**: 2026-09-26 ### High-impact changes - **[Declined] Sentiment Score Drop** (sentiment) - **[Declined] Outlook Trend Shift** (outlook) ### Medium-impact changes - **[Added] Contactless Delivery** (features) - **[Added] Automated Support Weakness** (swot) ## Rivals Landscape {#rivals} > Competitive positioning identified by AI analysis of app features, category, and market signals. ### Instacart: Groceries & Food vs Bolt Food: Delivery & Takeaway - **[Bolt Food: Delivery & Takeaway](https://marlvel.ai/apps/bolt-food-delivery-takeaway)**: Bolt Food competes by offering integrated pickup options and real-time courier tracking, which directly addresses the fulfillment flexibility gaps currently present in the Instacart platform. - **Key differences:** - Bolt Food provides integrated pickup options, a feature currently absent from the Instacart platform. - Bolt Food offers real-time courier tracking, providing visibility that exceeds the current Instacart order status. ### Contenders (Strong Challengers) - **[DoorDash: Food, Grocery, More](https://marlvel.ai/apps/doordash-food-grocery-more)**: DoorDash competes by bundling grocery delivery with restaurant orders via the DashPass subscription, directly challenging the transactional fee model used by Instacart: Groceries & Food for high-frequency shoppers. - DashPass subscription provides unlimited delivery fee waivers; Instacart: Groceries & Food relies on per-order service fees. - DoubleDash bundling increases basket size per trip; Instacart: Groceries & Food lacks a similar multi-category cart feature. - **[Uber Eats: Food and Grocery](https://marlvel.ai/apps/uber-eats-food-groceries)**: Uber Eats competes for the same urban grocery delivery spend by bundling pharmacy and grocery into a multi-category marketplace, directly challenging the retail-only focus of Instacart. - Uber One subscription provides a flat-fee waiver, while Instacart relies on transactional service fees per order. - Ride-sharing account integration reduces new-user onboarding friction, whereas Instacart requires a standalone account setup. - **[talabat: Food, grocery & more](https://marlvel.ai/apps/com-6alabat-cuisineapp)**: Both platforms aggregate local retail and grocery inventory into a single delivery interface, competing for the same time-constrained urban demographic. - Talabat bundles pharmacy and household goods into the primary interface; Instacart focuses primarily on grocery retail. - Talabat offers a subscription-based fee waiver; Instacart relies on a transactional fee model per order. - **[Just Eat: Food and Shops](https://marlvel.ai/apps/just-eat-food-delivery)**: Both platforms compete for on-demand grocery and meal delivery, sharing a transactional fee model that targets time-constrained consumers in suburban and urban markets. - Just Eat supports cash-on-delivery payments, whereas Instacart requires digital payment methods for all transactions. - Just Eat provides a branded Food Tracker for order status, while Instacart uses real-time shopper chat for item-level accuracy. - **Instacart: Get Food Delivery**: This rival is a redundant listing of the same service, competing for the same user base by offering identical grocery and food delivery functionality. - The rival explicitly markets a 30-minute delivery window in its store description to attract speed-sensitive users. - The rival promotes a specific introductory offer of zero delivery fees on the first three orders within 14 days. - **[Postmates - Food Delivery](https://marlvel.ai/apps/postmates-food-delivery)**: Both platforms target urban consumers for multi-category delivery, creating direct competition for grocery and household essential spend. - Postmates offers a dedicated pickup mode to bypass delivery logistics, whereas Instacart relies on delivery-only fulfillment. - Instacart provides real-time shopper chat for item substitutions, while Postmates lacks this direct communication channel. - **[Deliveroo: Food & Shopping](https://marlvel.ai/apps/deliveroo-food-shopping-1)**: Both platforms compete for urban grocery delivery spend, with Deliveroo using a subscription-based model to capture high-frequency users that Instacart currently loses to transactional fee friction. - Deliveroo Plus subscription removes delivery fees, whereas Instacart relies on per-order service and delivery charges. - Deliveroo HOP grocery integration builds high-frequency habits, while Instacart relies on a broader 40,000-location retail network. - **[Shipt: Order Grocery Delivery](https://marlvel.ai/apps/shipt-order-grocery-delivery-1)**: Both platforms compete for the same time-constrained household demographic by offering same-day grocery delivery from local and national retailers. They overlap directly in their core service of connecting users with personal shoppers for retail fulfillment. - Shipt offers a $99 annual membership model; Instacart relies on transactional service and delivery fees per order. - Shipt integrates Target Circle 360 benefits; Instacart aggregates 40,000 retail locations without a unified membership program. - **[Weee! #1 Asian Grocery App](https://marlvel.ai/apps/com-differentsocial-weee)**: Weee! competes by capturing niche demand for specialized Asian and global grocery items that Instacart's broad retail network often fails to stock. - Weee! utilizes direct sourcing to provide competitive pricing on hard-to-find international food items. - Weee! provides weekly inventory updates to maintain availability of niche global snacks and spices. - **[Gopuff - Grocery Delivery](https://marlvel.ai/apps/gopuff-grocery-delivery)**: Gopuff competes for urban grocery spend by offering 15-minute delivery through a proprietary micro-fulfillment network, directly challenging Instacart's reliance on longer-lead retail aggregation. - Proprietary micro-fulfillment centers enable 15-minute delivery windows, whereas Instacart relies on third-party retail store inventory. - FAM membership provides a recurring fee-waiver model, while Instacart charges per-order service and delivery fees. ### Peers (What They Do Better) - **[Pizza Hut - Delivery & Takeout](https://marlvel.ai/apps/pizza-hut-delivery-takeout)**: Direct-to-consumer food sales compete for the same share of wallet as Instacart's prepared food options. - Massive legacy rating base of over 5 million ratings indicates deep market penetration. - Hut Rewards program allows flexible redemption for side items like wings and breadsticks. - **[Slice - Order Local Pizza](https://marlvel.ai/apps/com-mypizza-myi)**: Marketplace model for local pizza discovery offers a specialized alternative to Instacart's broader retail aggregation. - Direct-order management model eliminates commission friction for independent pizzeria owners. - Rewards program incentivizes repeat purchase behavior for local pizza consumers. - **[Grubhub: Food Delivery](https://marlvel.ai/apps/grubhub-food-delivery)**: Fee-waiver thresholds for group dining capture high-value occasions that overlap with Instacart's grocery delivery use cases. - Fee-free threshold for orders over 50 dollars captures high-value group dining occasions. - Amazon Prime membership integration lowers subscriber acquisition costs for frequent platform users. - **[Wolt Delivery: Food and more](https://marlvel.ai/apps/wolt-delivery-food-and-more)**: Urban delivery model for groceries and retail mirrors Instacart's multi-category approach in high-density markets. - Double Order mechanism combines deliveries from two venues for a single fee. - Curated merchant selection avoids marketplace clutter found in broader retail delivery apps. - **[Zomato: Food Delivery & Dining](https://marlvel.ai/apps/zomato-food-delivery-dining)**: Massive restaurant database provides a discovery-first experience that competes for the same urban food-delivery demand. - Database of 1.5 million restaurants creates a significant barrier to entry for discovery. - Intercity Legends service provides unique, high-margin inventory unavailable on standard delivery platforms. - **Slice Local Pizza Delivery**: Facilitates local pizza ordering and tracking, providing a niche alternative to Instacart's broader grocery delivery. - Allows users to build custom pizzas with specific toppings and half-and-half options. - **Rappi: Food Delivery, Grocery**: Broad on-demand delivery for groceries and pharmacy items directly competes with Instacart's multi-category retail model. - Rappi Turbo provides ultra-fast ten-minute deliveries for over 8,000 everyday products. - Operates across 300 cities in Latin America with over 200,000 restaurants and stores. - **noon Shopping, Food, Grocery**: Marketplace for retail and grocery essentials competes for the same digital wallet as Instacart's grocery delivery. - Offers a wide range of categories including electronics, fashion, and everyday grocery essentials. - Provides daily mega sales and flash deals to drive user engagement and savings. - **[Wonder: Food Delivery](https://marlvel.ai/apps/wonder-food-delivery)**: Proprietary food robotics consolidate multi-cuisine orders, offering a fee-free alternative to Instacart's delivery model. - Proprietary food robotics enable multi-restaurant order consolidation into a single delivery. - Zero-delivery-fee model lowers the barrier to entry for families seeking diverse meals. - **[Sam's Club Shopping & Delivery](https://marlvel.ai/apps/sam-s-club-shopping-delivery)**: Warehouse-membership model uses digital tools to anchor grocery and pharmacy spend, competing with Instacart's retail aggregation. - Scan and Go mobile checkout reduces in-store labor costs for members. - Pharmacy integration anchors the app as a recurring health utility for household needs. - **[Favor: Texas Food Delivery](https://marlvel.ai/apps/favor-anything-delivered)**: Regional delivery partnership with H-E-B provides a localized grocery and restaurant fulfillment model similar to Instacart. - Strategic partnership with H-E-B integrates local retail inventory with on-demand delivery. - Favor Gold membership program offers localized perks and fee reductions for frequent users. - **[Meijer - Delivery & Pickup](https://marlvel.ai/apps/meijer-delivery-pickup)**: Omnichannel grocery management provides a direct alternative to Instacart's delivery and pickup services. - mPerks loyalty integration allows users to manage grocery shopping and coupon clipping. - Shop and Scan functionality provides tools to streamline the in-store checkout process. - **[Keeta - Food Delivery](https://marlvel.ai/apps/com-sankuai-sailor-ifooddelivery)**: Price-led acquisition in emerging markets competes for the same food delivery demand as Instacart's restaurant services. - Aggressive daily discount structure lowers new-user acquisition costs for price-sensitive consumers. - Partner API integration scales restaurant supply-side volume across multiple emerging markets. - **[Blue Apron: Meal Kit Delivery](https://marlvel.ai/apps/blue-apron-meal-kit-delivery)**: Hybrid transactional model for meal kits competes for the same home-cooking demand as Instacart's grocery delivery. - Chef-designed recipe library creates a culinary experience barrier for home-cooking enthusiasts. - Hybrid transactional model reduces churn for casual users by offering a-la-carte ordering. - **[Starship - Food Delivery](https://marlvel.ai/apps/xyz-starship-projectmercury)**: Autonomous robot delivery provides a niche, localized alternative to Instacart's human-shopper delivery model. - Autonomous robots transport meals and snacks from local restaurants to user-specified locations. - Real-time tracking and smartphone-based robot unlocking enable a contactless delivery experience. - **Shuttle Delivery**: Foreign-friendly delivery for food and groceries serves a specific demographic similar to Instacart's user base. - Provides English-language support and app interface for expats and travelers in Korea. - Offers next-day delivery for groceries and home essentials via the Shuttle Market. - **[Rapidus - Same-day Delivery](https://marlvel.ai/apps/rapidus-same-day-delivery)**: B2B courier service for documents and specimens provides a specialized logistics alternative to Instacart's consumer delivery. - Chain-of-custody documentation enables high-value medical and legal B2B partnerships. - Operates a 24/7 on-demand courier service for professional document and specimen delivery. ### New Kids on the Block (What's Innovative) - **[Albertsons: Grocery & Deals](https://marlvel.ai/apps/albertsons-deals-delivery)**: Loyalty-linked grocery delivery and pharmacy services compete directly with Instacart's retail aggregation. - FreshPass subscription creates a high-value recurring revenue barrier against generalist retailers. - Pharmacy integration consolidates household health and grocery spend into a single interface. - **TapCook: Budget Meal Plans**: Meal planning service provides a pre-shopping utility that influences grocery purchasing decisions similar to Instacart. - Builds weekly dinner plans and shopping lists based on set budgets and store preferences. - Allows users to tick off existing pantry staples to adjust the final grocery bill. ## What's New - **Latest (v9.33.1, 2 weeks ago):** Maintenance update focused on bug fixes and performance improvements. ## App Momentum (Intense) {#momentum} - Ships weekly updates for performance stability. - Maintains 40,000-location retail network scale. > **Cadence:** 10 total versions · 0 majors in last 6 months · 14 days since last update · 5 days avg between updates ## The "So What?" (Strategic Takeaway) {#so-what} Instacart: Groceries & Food is a food & drink app that is free with in-app purchases. With a 4.82/5 rating from 4.8M reviews, it draws more critical themes in recent reviews than its store average suggests. > **Bottom Line:** Instacart's retail network is a defensible asset, but the transactional fee model is a structural vulnerability in a subscription-first market. Transitioning to a recurring membership would unlock the high-frequency usage required to compete with DoorDash and Uber Eats. **Best for:** Time-constrained households and individuals seeking same-day grocery and household item delivery from local retailers. ### PM Action Plan (Next Best Moves) - [ ] [INVEST] Launch a subscription-based fee-waiver tier because the current transactional model drives churn to subscription-based rivals → increase high-frequency retention ### Feature Gaps vs Competitors - Integrated pickup options (available in Bolt Food but absent here) ### Outlook: Declining Casual grocery delivery is consolidating around subscription-based models that remove per-order friction, leaving Instacart's transactional structure exposed to high-frequency churn. Unless the platform introduces a recurring fee-waiver mechanism, it will continue to lose share of wallet to competitors that bundle grocery delivery into broader, high-retention memberships. - 🔴 Frequent delivery delays and missed time windows frustrate users who pay for priority service, signaling a breakdown in operational reliability. - 🔴 Subscription-based fee waivers from rivals incentivize high-frequency usage, directly draining Instacart's transaction-based funnel and accelerating churn pressure. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.82/5 | | Total Reviews | 4.8M | | Sentiment | Frustrated (25/100) | | Confidence | High | | Pricing Model | Freemium | | Platforms | iOS | | Key Features | 3 analyzed | | Trend | Declining | | Outlook | Declining | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Instacart: Groceries & Food** (this app) | 4.82/5 | Frustrated | Maplebear Inc | | [talabat: Food, grocery & more](https://marlvel.ai/apps/com-6alabat-cuisineapp) | 4.6/5 | n/a | Talabat General Trading and Contracting Company | | [Keeta - Food Delivery](https://marlvel.ai/apps/com-sankuai-sailor-ifooddelivery) | 4.7/5 | n/a | Kangaroo Limited | | [Starship - Food Delivery](https://marlvel.ai/apps/xyz-starship-projectmercury) | 4.9/5 | N/A | Starship Technologies | | [Slice - Order Local Pizza](https://marlvel.ai/apps/com-mypizza-myi) | 4.9/5 | n/a | Slice Solutions, Inc. | | [Weee! #1 Asian Grocery App](https://marlvel.ai/apps/com-differentsocial-weee) | 4.8/5 | N/A | Weee Inc. | ## Company Profile - **Developer:** Maplebear Inc - **Website:** [https://instacart.com/mobile](https://instacart.com/mobile) ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/instacart-groceries-food/id545599256?uo=4) - **Dev Site:** [Official Website](https://instacart.com/mobile) - **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 - [*Keeta - Food Delivery*](https://marlvel.ai/apps/com-sankuai-sailor-ifooddelivery) (Kangaroo Limited) · 4.7/5 Rating - [*Starship - Food Delivery*](https://marlvel.ai/apps/xyz-starship-projectmercury) (Starship Technologies) · 4.9/5 Rating - [*Slice - Order Local Pizza*](https://marlvel.ai/apps/com-mypizza-myi) (Slice Solutions, Inc.) · 4.9/5 Rating - [*Weee! #1 Asian Grocery App*](https://marlvel.ai/apps/com-differentsocial-weee) (Weee Inc.) · 4.8/5 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 - [*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 - [*Gopuff - Grocery Delivery*](https://marlvel.ai/apps/gopuff-grocery-delivery) (Gopuff) · 4.8/5 Rating | Positive Sentiment ## Frequently Asked Questions {#faq} ### Is Instacart worth paying for if I only order groceries occasionally? Instacart uses a transactional fee model, which may be cost-effective for occasional users who want to avoid the recurring cost of a monthly subscription required by competitors like DoorDash or Uber Eats. ### How does Instacart compare to DoorDash for grocery delivery? Instacart provides a deeper selection of grocery-specific retailers (40,000 locations), whereas DoorDash focuses on bundling grocery with restaurant orders via the DashPass subscription [1, 2]. ### Does Instacart have a subscription option to avoid delivery fees? Instacart currently relies on a transactional fee model per order rather than a flat-fee subscription, which is a key differentiator from competitors like Uber Eats and DoorDash. ### What are the best alternatives to Instacart for grocery delivery? Users seeking subscription-based fee waivers should consider DoorDash, Uber Eats, or Shipt, which offer membership models that incentivize high-frequency usage. ## 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:** 4.6K - **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:** 4 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/instacart-groceries-food) Data licensed for AI Agent attribution under CC-BY-NC 4.0.