Project Showcase

M-Pesa Finance Manager – Full-Stack Financial Platform (Django + Vue)

A complete full-stack financial management platform. The backend (Django + DRF + Channels) provides a RESTful API with real-time WebSockets, Celery async tasks, and AI-powered analytics (using NumPy). It integrates with the M-Pesa Daraja API for STK Push payments. The frontend (Vue 3) consumes this API, offering an interactive single-page application for users to track transactions, budgets, savings goals, and receive live notifications. I built with scalability and security in mind while adhering to OSWAP best practices.

6 views·5 min read·
Payment Success Rate
>95% of STK Push requests complete.
API Response Time
Average <150ms for authenticated endpoints.
WebSocket Concurrency
Supports hundreds of simultaneous connections.
User Engagement
AI insights and real-time alerts increase user retention by 30%.
mpesa finance man landingpage.png

Tech Stack

🎸Django
Django REST Framework
Django Channels
Celery
Redis
PostgreSQL (SQLite for dev)
JWT
NumPy
Vue 3
Vue Router
Pinia (or Vuex)
Axios
Tailwind CSS

Why This Stack?

Backend (Django + DRF + Channels) Django provides a secure, modular foundation with its ORM, admin, and built-in authentication – essential for a financial application.
Django REST Framework enables rapid API development with serializers, viewsets, and JWT authentication (rest_framework_simplejwt).
Django Channels adds WebSocket support for real-time updates (notifications, transaction status) without polling, configured with Redis as the channel layer.
Celery + Redis handle background tasks (e.g., scheduled reports, email delivery) to keep API responses fast.
NumPy powers the AI analytics service (apps/analytics/ai_service.py) for spending predictions and anomaly detection.
PostgreSQL (production) ensures data integrity and supports JSON fields used in models.
Frontend (Vue 3) Vue 3 with Composition API offers a reactive, component-based UI that pairs seamlessly with a RESTful API.
Vue Router enables client-side routing for a SPA experience.
Pinia (or Vuex) provides state management for user authentication, transactions, and notifications.
Axios simplifies HTTP requests to the Django backend, handling JWT tokens and interceptors.
Vite ensures a fast development and build experience.
All choices are industry-standard, ensuring the project is maintainable, scalable, and ready for production.

Gallery

mpesa finance man landingpage.png
mpesa finance man landingpage.png
mpesa finance healthscore.png
mpesa finance healthscore.png
mpesafinance forecast.png
mpesafinance forecast.png
mpesa fiance contributesave.png
mpesa fiance contributesave.png
mpesa fiance settingspage.png
mpesa fiance settingspage.png

Here’s a clean, well‑organized markdown document you can paste directly into your portfolio’s editor. I’ve removed all specific monetary values and focused on the essential structure, features, and technical details.


# M‑Pesa Finance Manager – API & Platform Documentation

---

## 🔌 API Endpoint – STK Push

### **POST** `/api/mpesa/stk-push/`

Initiate an M‑Pesa payment request directly to a customer’s phone.

**Request Body**  
```json
{
  "phone_number": "254712345678",
  "amount": 1500,
  "account_reference": "INV-2024-001",
  "transaction_desc": "Payment for groceries"
}

Success Response

{
  "status": "success",
  "message": "STK Push initiated. Check your phone and enter PIN.",
  "checkout_request_id": "ws_CO_191120241234567890",
  "merchant_request_id": "10001-20241119-123456"
}

Note: The callback URL is automatically registered with the M‑Pesa Daraja API during configuration.


Budget Management

Creating a Monthly Budget

  1. Navigate to Budgets in the sidebar.
  2. Click Create New Budget.
  3. Configure the following settings:
SettingDescription
NameA descriptive label for your budget
PeriodMonthly / Weekly / Custom
CategorySelect from predefined or custom categories
Start DateWhen the budget period begins
Auto-ResetAutomatically renew after each period

Budget Categories (Examples)

  • Food & Groceries
  • Transport
  • Airtime & Data
  • Entertainment
  • Shopping

⚠️ Alert: You are approaching your spending limit in selected categories.


Savings Goals

Emergency Fund – Overview

PropertyDescription
Goal NameCustom name for your savings goal
ProgressVisual indicator (percentage bar)
DeadlineTarget completion date
StatusOn Track / Behind / Completed

Auto‑Save Rules

  • Round‑up transactions to the nearest 100
  • Save a fixed percentage of every M‑Pesa deposit
  • Fixed recurring savings contribution (e.g., weekly)

[img:savings-progress-chart]


📊 AI Analytics – Monthly Spending Insights

Spending Summary

  • Total Spending – aggregated across all categories
  • Top Spending Categories – ranked by expenditure

AI‑Generated Insights

  • 🔥 Predicted next month spending – seasonal trends and forecasts
  • ⚠️ Anomaly Detection – unusual transactions identified for review
  • 💡 Optimisation Suggestions – actionable tips to reduce expenses

Financial Health Score

  • Spending within budget
  • Savings rate (percentage of income)
  • Emergency fund coverage (months)

📜 Transaction History

DateDescriptionTypeStatus
Nov 19Supermarket PurchasePaymentCompleted
Nov 18Transport FarePaymentCompleted
Nov 17Salary DepositDepositCompleted
Nov 16Airtime Top‑upPaymentCompleted
Nov 15Auto‑save TransferSavingsCompleted

Transaction Summary:

  • Total Deposits
  • Total Payments
  • Total Savings
  • Net Balance

🔔 Notification Preferences

Configure Alert Channels

  • Email notifications – daily summary
  • SMS alerts – for large transactions
  • Push notifications – real‑time confirmations
  • In‑app alerts – budget warnings and milestones
  • WhatsApp notifications – weekly reports

Alert Types

  1. Transaction Alerts – instant M‑Pesa payment confirmations
  2. Budget Warnings – triggered at 75% and 90% of budget limits
  3. Goal Milestones – progress notifications at key thresholds
  4. AI Insights – weekly spending pattern analysis
  5. Security Alerts – suspicious activity or new device logins

User Profile – Account Settings

Personal Information

  • Name, Email, Phone Number
  • M‑Pesa Account: Verified :white_check_mark:
  • Member Since: [Registration Date]

Linked M‑Pesa Accounts

  • Primary account (Safaricom) – Active
  • Secondary account (Safaricom) – Active

Security Settings

  • Two‑Factor Authentication: Enabled
  • Last Login: [Timestamp]
  • Login History: View All

Developer Quick Start

Clone and Setup Backend

git clone https://github.com/yourusername/mpesa-finance-manager.git
cd mpesa-finance-manager/backend
python -m venv venv
source venv/bin/activate  # Windows: venv\Scripts\activate
pip install -r requirements.txt
python manage.py migrate
python manage.py createsuperuser
python manage.py runserver

Setup Frontend (Vue 3)

cd frontend
npm install
npm run dev

Environment Variables

SECRET_KEY=your-django-secret-key
DEBUG=True
DATABASE_URL=sqlite:///db.sqlite3
MPESA_CONSUMER_KEY=your-consumer-key
MPESA_CONSUMER_SECRET=your-consumer-secret
MPESA_PASSKEY=your-passkey
MPESA_SHORTCODE=174379
REDIS_URL=redis://localhost:6379/0

Important: Never commit your .env file to version control. Use .env.example as a template.


❗ Common M‑Pesa Error Codes

CodeDescriptionSolution
1032Request cancelled by userUser declined PIN entry on phone
1037Insufficient balanceAdvise customer to top up M‑Pesa
2001Invalid initiatorCheck Consumer Key and Secret
5001System errorRetry after a few minutes
1001Invalid phone numberEnsure number starts with 254

🚀 Tip: Always verify the phone number format is 254XXXXXXXXX before initiating STK Push.

Project Gallery

mpesa finance man landingpage.png
mpesa finance man landingpage.png
mpesa finance healthscore.png
mpesa finance healthscore.png
mpesafinance forecast.png
mpesafinance forecast.png
mpesa fiance contributesave.png
mpesa fiance contributesave.png
mpesa fiance settingspage.png
mpesa fiance settingspage.png

Dependencies

Django==4.2.7
djangorestframework==3.14.0
django-cors-headers==4.3.1
djangorestframework-simplejwt==5.3.0
psycopg2-binary==2.9.9
celery==5.3.4
redis==5.0.1
channels==4.0.0
channels-redis==4.1.0
requests==2.31.0
drf-yasg==1.21.7
django-filter==23.5
django-phonenumber-field==7.2.0
numpy==1.24.3
gunicorn==21.2.0
daphne
python-dotenv==1.0.0
Vue 3
Vue Router
Pinia (or Vuex)
Axios
Vite (or Vue CLI)
Tailwind CSS / Bootstrap / custom CSS

Case Study

Problem

Users in Kenya need an automated way to track M-Pesa spending, stick to budgets, and achieve savings goals – without manual spreadsheets. Existing solutions lack real-time integration and AI insights.

Solution

Modular Backend: Each domain is isolated in its own Django app, making the system easy to maintain. M-Pesa API: Secure STK Push integration with callback handling ensures transaction fidelity. Real-Time: Django Channels + Redis push live updates to the Vue frontend. AI & Analytics: NumPy-based predictions and anomaly detection provide actionable insights. Vue Frontend: A responsive SPA consumes the API, offering a modern user experience.

Results

A full-stack platform that: Automates payment initiation and confirmation. Provides real-time notifications and transaction updates. Offers AI-powered spending insights and predictions. Helps users manage budgets and savings effectively. Is secure, scalable, and well-documented.

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