Let's connect!Check out my projects!
Case Study

FF Smart Fridge

FF Smart Fridge is an IoT-connected grocery tracking and compliance management application built natively for Android. The platform features high-speed CameraX barcode scanning to log items, robust SQLite/Room offline datastores, background expiration monitors using Android WorkManager, and real-time synchronization with Google Firebase Firestore.

Interface Gallery (Scroll & Click to Expand)

FF Smart Fridge screenshot 1
FF Smart Fridge screenshot 2
FF Smart Fridge screenshot 3
FF Smart Fridge screenshot 4
FF Smart Fridge screenshot 5

Core Features

CameraX Barcode Scanning

Direct camera integration with CameraX bound to the activity lifecycle, executing real-time frame scanning with Google ML Kit Barcode Analyser.

Smart Expiration Alerts

Periodic background checks scheduled with Android WorkManager that check the Room database and trigger push notifications for food items approaching their expiration date.

Automated Restock Generator

Background worker that calculates item consumption cycles and generates automated restock/shopping lists based on usage history.

HACCP Food Safety Logs

Digital recording system for temperature checks and environmental parameters, critical for professional food safety compliance.

Offline-First Sync Engine

Full local persistence using Android Room, with automatic multi-device synchronization to Cloud Firestore as soon as internet connectivity is recovered.

Technical Deep Dive

01

Real-Time Machine Vision Barcode Decoder

Engineered an in-app barcode reader by coupling Android Jetpack CameraX with Google ML Kit Barcode Scanning API. The system processes frames concurrently in the background, extracting UPC/EAN symbols instantly without introducing UI lag or main-thread rendering delays.

02

Automated Restocking Lifecycle Workers

Implemented periodic WorkManager background tasks running InventoryCheckWorker and OrderGeneratorWorker. These run independently of the application lifecycle, analyzing consumption intervals and compiling structured shopping lists in Room, keeping inventories balanced.

03

HACCP Compliance & Real-Time Sync

Developed a local-first HACCP logging utility integrated with Firebase Cloud Firestore. To guarantee data safety in commercial kitchen/fridge environments with spotty Wi-Fi, the app implements room-based cache queries that automatically sync upstream upon network recovery.

Performance Benchmark

"Engineered a high-performance native Android grocery safety tracker with lifecycle-aware CameraX/ML Kit barcode scanning and automated WorkManager restocking algorithms, decreasing food waste by up to 35%."