Cafe-Demand-Forecasting-Reorder-Simulator is a tool designed to help café owners and managers understand and manage their inventory better. This application takes your sales data, cleans it up, then builds daily demand forecasts for each item. It uses these forecasts to suggest how much safety stock you need and when to reorder. You can also simulate risks of running out of stock, all presented in an easy-to-use dashboard.
You do not need any technical skills to use this app. It works on most computers and guides you through every step, making inventory decisions clearer and more confident.
Before installing, make sure your computer meets these minimum requirements:
- Operating System: Windows 10 or later / macOS 10.14 or later
- Processor: Dual-core 2 GHz or faster
- Memory: At least 4 GB RAM
- Free Disk Space: Minimum 500 MB
- Internet Connection: Required for initial download and updates
- Screen Resolution: 1280 x 720 or higher recommended
The app runs locally on your computer and does not require any additional software setups. Just download and open it.
Here is what the Cafe-Demand-Forecasting-Reorder-Simulator offers:
- Clean Your Sales Data: Automatically tidy up your café’s transaction records for better accuracy.
- Daily Demand Forecasts: Get predictions for each menu item for the next 30 days.
- Safety Stock Calculation: Find out how much extra inventory to keep on hand to avoid running out.
- Reorder Point Suggestions: Know exactly when to place an order to restock items.
- Stockout Risk Simulation: Test your inventory policies with simulations to see chances of running out.
- Interactive Dashboard: See all forecasts, calculations, and simulations in one simple interface.
- No Coding Needed: The app includes a guide that walks you through the steps.
- Backtested Accuracy: Built on strong baseline forecasting methods that have been thoroughly tested.
- Works with Your Data: Compatible with common data formats from popular point-of-sale systems.
Managing inventory in a café is tricky. Ordering too much wastes money and storage space. Ordering too little means missed sales. This app removes the guesswork. It brings proven demand forecasting methods and risk simulations into a single, practical tool designed for café owners. This helps you keep the right amounts of products in stock, improve customer satisfaction, and reduce waste.
Click the big green button below or visit the Releases page to download the app. The releases page includes the latest stable version and notes about updates.
Once downloaded, find the setup file in your Downloads folder or the location you set for downloads.
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For Windows:
Double-click the.exeinstaller and follow the on-screen prompts. -
For macOS:
Open the.dmgfile, drag the app icon to your Applications folder.
After installation, open the app like any other program:
- Windows: Use the Start menu or desktop shortcut.
- macOS: Use Launchpad or Applications folder.
The app will ask you to upload your café’s past sales data. This is usually a CSV or Excel file from your sales system.
Once uploaded, the app cleans your data for errors or missing info. You can view the cleaned records to confirm.
Click the forecast button to generate daily item demand predictions for the next 30 days. You will see forecasts in charts and tables.
The app will then calculate the safety stock and reorder points based on your forecasts and risk preferences. Adjust parameters if needed.
Use the simulation feature to test how likely you are to run out of specific items under different scenarios. This helps you plan better.
Keep an eye on your inventory status, forecasts, and reorder alerts all in one place.
If you run into problems:
- Make sure your data file follows the required format: columns for item name, date, and sales quantity.
- Check the FAQ section inside the app for common issues.
- Restart the application if it stops responding.
- Visit the Issues tab on the GitHub page for community help and updates.
You can download the app from the official Releases page below. This page holds the latest files and version history. Follow the instructions above to install and start using it.
Cafe-Demand-Forecasting-Reorder-Simulator was made to help café owners make smart inventory decisions without needing technical knowledge. It combines advanced demand forecasting, inventory policy calculations, and risk simulations in a simple app.
The tool uses common open-source libraries like Python and pandas but is packaged so you don’t need to install or run code yourself. It brings data science and operational analytics to everyday café management.
This project touches on:
- Inventory management
- Demand forecasting
- Safety stock calculations
- Monte Carlo simulations
- Data cleaning and analysis
- Python programming
- Retail and operations analytics
- Streamlit app development
If you have questions or need more help, you can check the GitHub page or the documentation inside the app.