--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "BarcodeNova – Food Scanner" developer_entity: "Samuel Endale Biru" bundle_id: "com.barcodenova.app" app_store_id: "6752814142" category: "Food & Drink" primary_platform: "ios" primary_monetization: "Free" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2025-10-15" report_date: "2026-09-04" last_verified: "2026-09-04T00:00:00.000Z" report_version: "2.0.1" total_reviews: 3 overall_rating: 5 confidence: "low" confidence_score: 0.05 data_age_days: 72 momentum_velocity: "zombie" intelligence_version: 3 tags: ["food & drink", "free", "mobile app", "app review", "app analysis", "health-conscious", "individuals", "families"] canonical_url: "https://marlvel.ai/apps/barcodenova-food-scanner" license: "CC-BY-NC 4.0" content_version: "v2" --- # BarcodeNova – Food Scanner Intelligence Report ## TL;DR {#tldr} - **Category**: Food & Drink · Free - **Signal**: Rating 5 > **TL;DR:** BarcodeNova – Food Scanner is a food & drink app by Samuel Endale Biru, rated 5/5 by 3 users, available on iOS. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** BarcodeNova – Food Scanner is a food & drink app by Samuel Endale Biru. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 5/5 (3 reviews) | | **Category** | Food & Drink | | **Developer** | Samuel Endale Biru | | **Pricing** | Free | | **Platforms** | iOS | | **Confidence** | Low (0.05/1.0) | | **Data Age** | 72d | ## Metadata & Market Performance - **Publisher:** Samuel Endale Biru - **Category:** Food & Drink - **Target Audience:** Health-conscious individuals and families seeking to manage dietary restrictions or make informed nutritional choices during grocery shopping. - **Platforms:** iOS - **Version Reviewed:** 2.0.1 - **Report Date:** 2026-09-04 - **Signal Count:** 0 reviews analyzed - **Confidence:** Low (0.05/1.0) - **App Store ID (iOS):** 6752814142 - **Bundle ID:** com.barcodenova.app - **Performance Trend:** Stable - **Data Window:** Analysis based on signals collected up to 2026-09-04 ## Executive Snapshot **What it is:** BarcodeNova is a food-scanning utility for iOS that provides nutritional scores, allergen warnings, and ingredient analysis via barcode capture. **Why users hire it:** It removes the cognitive load of reading complex nutrition labels by surfacing health scores and additive warnings at the point of purchase. ## App DNA (Features & Intent) - **[Standard] Barcode Scanner:** Instant identification of food products via camera-based barcode capture. * *User Intent:* Users seek enhanced value through premium features. - **[Differentiator] Personalized Health Scores:** Calculates product health ratings based on user-defined dietary preferences. * *User Intent:* Users value self-expression and personalized experiences. - **[Differentiator] Additive and Allergen Warnings:** Flags ultra-processed ingredients and common allergens within product labels. * *User Intent:* Users seek enhanced value through premium features. ## Market Position {#market-position} BarcodeNova operates as a niche utility in the Food & Drink category, currently holding a 5-star rating based on a limited sample of 3 reviews. ## Monetization Strategy - **Model:** Free - **Tiers:** Free access to all scanning and nutritional features - **Analysis:** The product operates as a free utility without visible subscription gates or IAP tiers, relying on ad-inventory for monetization. ## SWOT Analysis {#swot} **Core Strengths:** - Camera-based barcode capture removes manual entry friction **Growth Levers:** - Crowd-sourced database integration could improve product coverage ## Recent Changes (v2 → v3) {#recent-changes} The analysis shifted from a focus on general maintenance-mode risks to identifying database obsolescence as the primary competitive barrier. The recommended strategy now centers on implementing crowd-sourced data collection to address limited product coverage. **Overall trend**: Stable **Compared at**: 2026-09-04 ### High-impact changes - **[Shifted] Strategic Action Pivot** (swot) ### Medium-impact changes - **[Added] Database Coverage Weakness** (swot) - **[Added] Crowd-sourced Opportunity** (swot) ### Low-impact changes - **[Shifted] Market Position Context** (positioning) ## What's New - **Latest (v2.0.1, 10 months ago):** Optimized barcode scanning performance, camera stability, and iOS push notification reliability. ## App Momentum (Zombie) {#momentum} - No feature updates for 10 months. - Maintenance-only cadence since October 2025. > **Cadence:** 1 total versions · 0 majors in last 6 months · 324 days since last update ## The "So What?" (Strategic Takeaway) {#so-what} BarcodeNova – Food Scanner is a food & drink app that is completely free. It holds a 5/5 rating from 3 reviews. > **Bottom Line:** BarcodeNova requires a shift to a crowd-sourced data model to remain competitive, as the current static database will lose utility against actively updated rivals. Transitioning to a community-driven catalog would unlock the scale needed to compete in the nutritional scanner market. **Best for:** Health-conscious individuals and families seeking to manage dietary restrictions or make informed nutritional choices during grocery shopping. ### PM Action Plan (Next Best Moves) - [ ] [INVEST] Implement crowd-sourced database submission because the current product coverage is static → increase utility ### Outlook: Declining Users report: The nutritional scanner market is consolidating around apps that leverage crowd-sourced data to ensure real-time product coverage. BarcodeNova's lack of development activity leaves it exposed to data obsolescence, which will erode its value proposition against active competitors. - 🔴 The 10-month development silence indicates the app is in maintenance mode, which will lead to database decay and user churn. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 5/5 | | Total Reviews | 3 | | Confidence | Low | | Pricing Model | Free | | Platforms | iOS | | Key Features | 3 analyzed | | Trend | Stable | | Outlook | Declining | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **BarcodeNova – Food Scanner** (this app) | 5/5 | N/A | Samuel Endale Biru | | [Beyond Menu Food Delivery](https://marlvel.ai/apps/beyond-menu-food-delivery) | 4.6/5 | N/A | BeyondMenu | | [Caviar - Order Food Delivery](https://marlvel.ai/apps/caviar-order-food-delivery) | 4.6/5 | n/a | Caviar, Inc. | | [ChowNow: Local Food Ordering](https://marlvel.ai/apps/chownow-local-food-ordering) | 4.7/5 | n/a | ChowNow | | [Dairy Queen® Food & Treats](https://marlvel.ai/apps/dairy-queen-food-treats) | 4.4/5 | n/a | International Dairy Queen, Inc. | | [EatStreet Local Food Delivery](https://marlvel.ai/apps/eatstreet-local-food-delivery) | 4.7/5 | n/a | EatStreet | ## Company Profile - **Developer:** Samuel Endale Biru ## Data Sources & Links - **App Store ID:** 6752814142 - **Sources:** App store metadata. ## Related Intel Reports - [*Beyond Menu Food Delivery*](https://marlvel.ai/apps/beyond-menu-food-delivery) (BeyondMenu) · 4.6/5 Rating - [*Caviar - Order Food Delivery*](https://marlvel.ai/apps/caviar-order-food-delivery) (Caviar, Inc.) · 4.6/5 Rating - [*ChowNow: Local Food Ordering*](https://marlvel.ai/apps/chownow-local-food-ordering) (ChowNow) · 4.7/5 Rating - [*Dairy Queen® Food & Treats*](https://marlvel.ai/apps/dairy-queen-food-treats) (International Dairy Queen, Inc.) · 4.4/5 Rating - [*EatStreet Local Food Delivery*](https://marlvel.ai/apps/eatstreet-local-food-delivery) (EatStreet) · 4.7/5 Rating - [*Gopuff - Grocery Delivery*](https://marlvel.ai/apps/gopuff-grocery-delivery) (Gopuff) · 4.7/5 Rating - [*Grubhub: Food Delivery*](https://marlvel.ai/apps/grubhub-food-delivery) (GrubHub.com) · 4.7/5 Rating - [*Instacart: Groceries & Food*](https://marlvel.ai/apps/instacart-groceries-food) (Maplebear Inc) · 4.8/5 Rating - [*Postmates - Food Delivery*](https://marlvel.ai/apps/postmates-food-delivery) (Uber Technologies, Inc.) · 4.6/5 Rating - [*Seamless: Local Food Delivery*](https://marlvel.ai/apps/seamless-local-food-delivery) (Seamless North America, LLC) · 4.7/5 Rating ## Frequently Asked Questions {#faq} ### Is BarcodeNova free to use? Yes, BarcodeNova is a free utility that provides access to all scanning and nutritional features without subscription gates, relying on ads for monetization. ### Does BarcodeNova work for all food products? BarcodeNova scans millions of products, but its effectiveness depends on the size of its internal database. Users may find that less common or new products are not yet indexed. ### What is the difference between BarcodeNova and other nutrition scanners? BarcodeNova focuses on personalized health scores and specific additive or allergen warnings, whereas other scanners may prioritize broader calorie tracking or social community features. ## 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:** 0.05/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 0 - **Data Sources:** 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:** 72 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/barcodenova-food-scanner) Data licensed for AI Agent attribution under CC-BY-NC 4.0.