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upwork.com 2026-04-22 🟠

🔹 Technical Manifest for Mobile App Development
👤 Client: undefined TUR Member since 2025-08-19
💰 Price: ****
🚩 Problem: Refactor raw job descriptions into a structured Technical Manifest (JSON).
📦 Existing: Not specified.

Specifications:

[Target] Consumer mobile app for barcode-based product scanning, text-based search, ingredient transparency, and healthier product discovery.
[Method] Full-stack development including backend, frontend (iOS + Android), and internal admin dashboard.
[UI/UX] Implement designs provided in Figma; no design work required.
[Stack] React Native or Flutter for cross-platform implementation. Backend: Node.js, Python, Firebase, Supabase. Frontend: Next.js. Database: PostgreSQL, Redis. Storage: S3 + CloudFront, Firebase Storage, Supabase Storage with CDN. Search: Algolia, Meilisearch, Typesense, Elasticsearch. OCR: Google Cloud Vision, AWS Textract. Email: SendGrid, Postmark, Resend. Analytics: Mixpanel, PostHog, Amplitude.
[Security] GDPR-compliant data handling, minimal PII collection, API rate limiting, transactional email validation, API versioning, secrets management (environment variables).
[Format] JSON

Workflow:

Analyze existing designs in Figma and implement UI/UX for both iOS and Android.
Develop backend services including product database, REST or GraphQL APIs, search infrastructure, recommendations service, image storage, user submission queue with OCR pipeline, receipt validation, transactional email service, analytics tracking, background jobs.
Implement subscription flow via Apple In-App Purchase on iOS and Google Play Billing on Android.
Set up separate development, staging, and production environments. Implement automated daily database backups, error tracking, uptime monitoring, API rate limiting, API versioning strategy, secrets management.
Develop recommendation logic for 'better alternatives' based on product subcategory, score higher than scanned product, and realistically available market (US or EU).
Build internal admin dashboard for review queue, edit and approve ingredient data, manual product editing, submission status monitoring, basic operational metrics.

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