The problem
Available calorie-tracking apps were slow, heavy and required a permanent internet connection. Product databases were often incomplete and macronutrient tracking was clunky.
A PWA for tracking calories and macronutrients, built from scratch — because no available app worked the way it should. The case study is being expanded alongside the product.
Available calorie-tracking apps were slow, heavy and required a permanent internet connection. Product databases were often incomplete and macronutrient tracking was clunky.
A minimal PWA running in the browser: fast, with an extensive product database and a full nutritional profile — from energy, through fats and carbohydrates, to 12 minerals and 14 vitamins.
Next.js on the frontend, Fastify on the backend, MongoDB as the database. Client and server exchange data through a REST API with JWT authentication.
React + TypeScript + Sass. A browser-based interface, installable on a device.
REST API with helmet, rate-limit and MongoDB data sanitization (protection against NoSQL injection).
What sets Fitston apart from a typical calorie counter.
Add products from the shelf in seconds — no manual typing.
265 products in the database, each with a full profile: energy, fats (including omega-3/6/9), fiber, proteins, 12 minerals and 14 vitamins.
Customizable kcal, protein, fat and carbohydrate goals — broken down into grams and percentages.
Screenshots from production — no stock images, real screens of the system in use.





