swiftops-backend / docs /README.md
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SwiftOps Backend API

Field Service Management Platform - FastAPI Backend

A scalable, production-ready FastAPI backend for managing field service operations including ticket management, payroll processing, inventory tracking, and financial workflows.


πŸ—οΈ Architecture Overview

backend/
β”œβ”€β”€ app/
β”‚   β”œβ”€β”€ __init__.py
β”‚   β”œβ”€β”€ main.py                      # FastAPI application entry point
β”‚   β”œβ”€β”€ config.py                    # Configuration management (env vars, settings)
β”‚   β”‚
β”‚   β”œβ”€β”€ api/                         # API Layer - HTTP endpoints
β”‚   β”‚   β”œβ”€β”€ __init__.py
β”‚   β”‚   β”œβ”€β”€ deps.py                  # Shared dependencies (auth, db session)
β”‚   β”‚   β”œβ”€β”€ v1/                      # API version 1
β”‚   β”‚   β”‚   β”œβ”€β”€ __init__.py
β”‚   β”‚   β”‚   β”œβ”€β”€ router.py            # Main router aggregator
β”‚   β”‚   β”‚   β”œβ”€β”€ auth.py              # Authentication endpoints
β”‚   β”‚   β”‚   β”œβ”€β”€ users.py             # User management
β”‚   β”‚   β”‚   β”œβ”€β”€ projects.py          # Project CRUD
β”‚   β”‚   β”‚   β”œβ”€β”€ tickets.py           # Ticket operations
β”‚   β”‚   β”‚   β”œβ”€β”€ assignments.py       # Ticket assignment logic
β”‚   β”‚   β”‚   β”œβ”€β”€ payroll.py           # Payroll generation & management
β”‚   β”‚   β”‚   β”œβ”€β”€ inventory.py         # Inventory tracking
β”‚   β”‚   β”‚   β”œβ”€β”€ finance.py           # Financial transactions
β”‚   β”‚   β”‚   β”œβ”€β”€ customers.py         # Customer management
β”‚   β”‚   β”‚   β”œβ”€β”€ subscriptions.py     # Subscription lifecycle
β”‚   β”‚   β”‚   β”œβ”€β”€ incidents.py         # Support incidents
β”‚   β”‚   β”‚   β”œβ”€β”€ sales_orders.py      # Sales order processing
β”‚   β”‚   β”‚   β”œβ”€β”€ analytics.py         # Dashboard & reporting
β”‚   β”‚   β”‚   └── webhooks.py          # Payment gateway webhooks
β”‚   β”‚   β”‚
β”‚   β”‚   └── websockets/              # WebSocket endpoints
β”‚   β”‚       β”œβ”€β”€ __init__.py
β”‚   β”‚       β”œβ”€β”€ location.py          # Real-time location tracking
β”‚   β”‚       └── notifications.py     # Real-time notifications
β”‚   β”‚
β”‚   β”œβ”€β”€ core/                        # Core Business Logic
β”‚   β”‚   β”œβ”€β”€ __init__.py
β”‚   β”‚   β”œβ”€β”€ auth.py                  # JWT handling, password hashing
β”‚   β”‚   β”œβ”€β”€ security.py              # RLS, permissions, RBAC
β”‚   β”‚   β”œβ”€β”€ exceptions.py            # Custom exception classes
β”‚   β”‚   └── middleware.py            # Custom middleware (logging, CORS)
β”‚   β”‚
β”‚   β”œβ”€β”€ services/                    # Business Logic Layer
β”‚   β”‚   β”œβ”€β”€ __init__.py
β”‚   β”‚   β”œβ”€β”€ ticket_service.py        # Ticket lifecycle, assignment logic
β”‚   β”‚   β”œβ”€β”€ payroll_service.py       # Payroll calculation, generation
β”‚   β”‚   β”œβ”€β”€ inventory_service.py     # Inventory allocation, tracking
β”‚   β”‚   β”œβ”€β”€ finance_service.py       # Transaction workflows, approvals
β”‚   β”‚   β”œβ”€β”€ sla_service.py           # SLA calculation, monitoring
β”‚   β”‚   β”œβ”€β”€ location_service.py      # GPS validation, distance calculation
β”‚   β”‚   β”œβ”€β”€ notification_service.py  # Email, SMS, push notifications
β”‚   β”‚   β”œβ”€β”€ payment_service.py       # Payment gateway integration
β”‚   β”‚   β”œβ”€β”€ subscription_service.py  # Subscription activation, lifecycle
β”‚   β”‚   └── analytics_service.py     # Metrics, dashboard data
β”‚   β”‚
β”‚   β”œβ”€β”€ models/                      # SQLAlchemy ORM Models
β”‚   β”‚   β”œβ”€β”€ __init__.py
β”‚   β”‚   β”œβ”€β”€ base.py                  # Base model with common fields
β”‚   β”‚   β”œβ”€β”€ user.py                  # User, UserFinancialAccounts
β”‚   β”‚   β”œβ”€β”€ organization.py          # Clients, Contractors
β”‚   β”‚   β”œβ”€β”€ project.py               # Projects, ProjectTeam, ProjectRoles
β”‚   β”‚   β”œβ”€β”€ ticket.py                # Tickets, TicketAssignments, TicketStatusHistory
β”‚   β”‚   β”œβ”€β”€ customer.py              # Customers, SalesOrders, Subscriptions
β”‚   β”‚   β”œβ”€β”€ incident.py              # Incidents
β”‚   β”‚   β”œβ”€β”€ inventory.py             # ProjectInventory, InventoryAssignments
β”‚   β”‚   β”œβ”€β”€ finance.py               # ProjectFinance, UserPayroll, PaymentLogs
β”‚   β”‚   β”œβ”€β”€ timesheet.py             # Timesheets
β”‚   β”‚   └── document.py              # Documents
β”‚   β”‚
β”‚   β”œβ”€β”€ schemas/                     # Pydantic Schemas (Request/Response)
β”‚   β”‚   β”œβ”€β”€ __init__.py
β”‚   β”‚   β”œβ”€β”€ user.py                  # UserCreate, UserUpdate, UserResponse
β”‚   β”‚   β”œβ”€β”€ project.py               # ProjectCreate, ProjectUpdate, ProjectResponse
β”‚   β”‚   β”œβ”€β”€ ticket.py                # TicketCreate, TicketUpdate, TicketResponse
β”‚   β”‚   β”œβ”€β”€ payroll.py               # PayrollCreate, PayrollCalculation
β”‚   β”‚   β”œβ”€β”€ inventory.py             # InventoryAssignment, InventoryDistribution
β”‚   β”‚   β”œβ”€β”€ finance.py               # TransactionCreate, TransactionApproval
β”‚   β”‚   └── common.py                # Shared schemas (Pagination, Filters)
β”‚   β”‚
β”‚   β”œβ”€β”€ repositories/                # Data Access Layer (Repository Pattern)
β”‚   β”‚   β”œβ”€β”€ __init__.py
β”‚   β”‚   β”œβ”€β”€ base.py                  # Base repository with CRUD operations
β”‚   β”‚   β”œβ”€β”€ user_repository.py       # User-specific queries
β”‚   β”‚   β”œβ”€β”€ ticket_repository.py     # Ticket-specific queries
β”‚   β”‚   β”œβ”€β”€ payroll_repository.py    # Payroll-specific queries
β”‚   β”‚   └── finance_repository.py    # Finance-specific queries
β”‚   β”‚
β”‚   β”œβ”€β”€ tasks/                       # Background Tasks (Celery)
β”‚   β”‚   β”œβ”€β”€ __init__.py
β”‚   β”‚   β”œβ”€β”€ celery_app.py            # Celery configuration
β”‚   β”‚   β”œβ”€β”€ payroll_tasks.py         # Weekly payroll generation
β”‚   β”‚   β”œβ”€β”€ sla_tasks.py             # SLA monitoring, alerts
β”‚   β”‚   β”œβ”€β”€ notification_tasks.py    # Send emails, SMS
β”‚   β”‚   β”œβ”€β”€ invoice_tasks.py         # Generate contractor invoices
β”‚   β”‚   └── analytics_tasks.py       # Pre-compute dashboard metrics
β”‚   β”‚
β”‚   β”œβ”€β”€ integrations/                # External Service Integrations
β”‚   β”‚   β”œβ”€β”€ __init__.py
β”‚   β”‚   β”œβ”€β”€ supabase.py              # Supabase client (Auth, Storage, Realtime)
β”‚   β”‚   β”œβ”€β”€ mpesa.py                 # M-Pesa payment gateway
β”‚   β”‚   β”œβ”€β”€ google_maps.py           # Google Maps API (geocoding, distance)
β”‚   β”‚   β”œβ”€β”€ sms_provider.py          # SMS gateway (Africa's Talking, Twilio)
β”‚   β”‚   β”œβ”€β”€ email_provider.py        # Email service (SendGrid, AWS SES)
β”‚   β”‚   └── storage.py               # File storage (Supabase Storage, S3)
β”‚   β”‚
β”‚   β”œβ”€β”€ utils/                       # Utility Functions
β”‚   β”‚   β”œβ”€β”€ __init__.py
β”‚   β”‚   β”œβ”€β”€ date_utils.py            # Date/time helpers
β”‚   β”‚   β”œβ”€β”€ location_utils.py        # GPS calculations, distance
β”‚   β”‚   β”œβ”€β”€ validation.py            # Custom validators
β”‚   β”‚   β”œβ”€β”€ formatters.py            # Data formatting helpers
β”‚   β”‚   └── constants.py             # Application constants
β”‚   β”‚
β”‚   └── db/                          # Database Configuration
β”‚       β”œβ”€β”€ __init__.py
β”‚       β”œβ”€β”€ session.py               # Database session management
β”‚       β”œβ”€β”€ base.py                  # Base class for all models
β”‚       └── migrations/              # Alembic migrations
β”‚           └── versions/
β”‚
β”œβ”€β”€ tests/                           # Test Suite
β”‚   β”œβ”€β”€ __init__.py
β”‚   β”œβ”€β”€ conftest.py                  # Pytest fixtures
β”‚   β”œβ”€β”€ unit/                        # Unit tests
β”‚   β”‚   β”œβ”€β”€ test_services/
β”‚   β”‚   β”œβ”€β”€ test_repositories/
β”‚   β”‚   └── test_utils/
β”‚   β”œβ”€β”€ integration/                 # Integration tests
β”‚   β”‚   β”œβ”€β”€ test_api/
β”‚   β”‚   └── test_tasks/
β”‚   └── e2e/                         # End-to-end tests
β”‚
β”œβ”€β”€ scripts/                         # Utility Scripts
β”‚   β”œβ”€β”€ seed_data.py                 # Seed database with test data
β”‚   β”œβ”€β”€ generate_payroll.py          # Manual payroll generation
β”‚   └── migrate_data.py              # Data migration scripts
β”‚
β”œβ”€β”€ .env.example                     # Environment variables template
β”œβ”€β”€ .gitignore
β”œβ”€β”€ requirements.txt                 # Python dependencies
β”œβ”€β”€ pyproject.toml                   # Poetry configuration (alternative)
β”œβ”€β”€ Dockerfile                       # Docker container definition
β”œβ”€β”€ docker-compose.yml               # Local development setup
└── README.md                        # This file

🎯 Core Functions & Responsibilities

1. Authentication & Authorization

Module: app/api/v1/auth.py, app/core/auth.py, app/core/security.py

Functions:

  • User login/logout (JWT token generation)
  • Password reset flow
  • Role-based access control (RBAC)
  • Row-level security (RLS) enforcement
  • Multi-tenancy isolation (client/contractor scoping)

Supabase Integration:

  • Uses Supabase Auth for user authentication
  • Validates JWT tokens from Supabase
  • Syncs user roles with custom Users table

2. Ticket Management

Module: app/services/ticket_service.py, app/api/v1/tickets.py

Functions:

  • Create tickets from sales orders, incidents, or tasks
  • Ticket assignment logic (manual, auto-assignment)
  • Limit self-assignment to 3 tickets per agent
  • Status transitions with validation
  • SLA deadline calculation and monitoring
  • GPS-based arrival verification
  • Ticket completion workflow

Business Rules:

# Example: Ticket Assignment Logic
def assign_ticket(ticket_id, user_id):
    # 1. Check user has < 3 active assignments
    # 2. Verify user is in project team
    # 3. Check user's region matches ticket region
    # 4. Create TicketAssignment record
    # 5. Update ticket status to 'assigned'
    # 6. Send notification to agent
    # 7. Update SLA target date

3. Payroll Processing

Module: app/services/payroll_service.py, app/api/v1/payroll.py

Functions:

  • Weekly payroll generation (automated via Celery)
  • Calculate earnings based on compensation type:
    • Flat rate (fixed weekly amount)
    • Commission (% of package price)
    • Hybrid (base + commission)
    • Hourly (based on timesheet hours)
  • Apply deductions (advances, penalties)
  • Generate payroll reports
  • Mark payroll as paid with payment reference

Business Rules:

# Example: Payroll Calculation
def calculate_payroll(user_id, project_id, period_start, period_end):
    role = get_user_project_role(user_id, project_id)
    tickets_closed = count_tickets_closed(user_id, period_start, period_end)
    hours_worked = sum_timesheet_hours(user_id, period_start, period_end)
    
    if role.compensation_type == 'flat_rate':
        earnings = role.flat_rate_amount
    elif role.compensation_type == 'commission':
        earnings = sum_ticket_values(tickets) * role.commission_percentage
    elif role.compensation_type == 'hybrid':
        earnings = role.base_amount + (sum_ticket_values(tickets) * role.commission_percentage)
    elif role.compensation_type == 'hourly':
        earnings = hours_worked * role.hourly_rate
    
    deductions = get_user_deductions(user_id, period_start, period_end)
    total = earnings - deductions
    
    return create_payroll_record(...)

4. Inventory Management

Module: app/services/inventory_service.py, app/api/v1/inventory.py

Functions:

  • Allocate inventory to regional hubs
  • Issue equipment to field agents
  • Track serial numbers and unit identifiers
  • Prevent duplicate assignments (same serial issued twice)
  • Handle returns (tools) and installations (equipment)
  • Optimistic locking for concurrent updates
  • Inventory reconciliation reports

Business Rules:

# Example: Inventory Assignment
def assign_inventory_to_agent(distribution_id, user_id, unit_identifier):
    # 1. Check unit_identifier not already assigned
    # 2. Verify quantity_available > 0
    # 3. Check user is in same region as distribution
    # 4. Create InventoryAssignment record
    # 5. Update distribution.quantity_issued
    # 6. Use optimistic locking (version field)

5. Financial Management

Module: app/services/finance_service.py, app/api/v1/finance.py

Functions:

  • Record project expenses (inflows/outflows)
  • Approval workflow (pending β†’ approved β†’ paid)
  • Link to entities (tickets, payroll, invoices)
  • Payment gateway integration (M-Pesa, bank transfers)
  • Transaction reconciliation
  • Financial reporting and audit trails

Business Rules:

# Example: Expense Approval Workflow
def approve_expense(expense_id, approver_id):
    # 1. Check approver has 'dispatcher' or 'project_manager' role
    # 2. Verify expense is in 'pending' status
    # 3. Validate location_verified = TRUE (if required)
    # 4. Update status to 'approved'
    # 5. Create ProjectFinance record
    # 6. Send notification to incurred_by_user

6. Location Tracking

Module: app/services/location_service.py, app/api/websockets/location.py

Functions:

  • Real-time GPS tracking via WebSocket
  • Validate agent arrival at customer site
  • Calculate distance between agent and customer
  • Journey tracking (breadcrumb trail)
  • Fraud detection (impossible travel speeds)
  • Update user current location

Business Rules:

# Example: Arrival Verification
def verify_arrival(ticket_id, agent_location):
    ticket = get_ticket(ticket_id)
    customer_location = get_customer_location(ticket.customer_id)
    
    distance = calculate_distance(agent_location, customer_location)
    
    if distance <= 100:  # Within 100 meters
        mark_arrived(ticket_id, agent_location, verified=True)
    else:
        mark_arrived(ticket_id, agent_location, verified=False)

7. SLA Monitoring

Module: app/services/sla_service.py, app/tasks/sla_tasks.py

Functions:

  • Calculate SLA deadlines based on priority
  • Monitor tickets approaching deadline
  • Send alerts to managers and agents
  • Mark tickets as SLA violated
  • Generate SLA compliance reports

Background Task (runs every hour):

@celery_app.task
def monitor_sla_violations():
    # 1. Find tickets with sla_target_date < now() and status != 'completed'
    # 2. Mark sla_violated = TRUE
    # 3. Send notifications to project managers
    # 4. Log SLA violation event

8. Payment Gateway Integration

Module: app/services/payment_service.py, app/integrations/mpesa.py

Functions:

  • Initiate M-Pesa payments (B2C, B2B)
  • Handle payment callbacks/webhooks
  • Retry failed payments
  • Log all payment attempts (PaymentLogs)
  • Reconcile payments with transactions

Webhook Handler:

@router.post("/webhooks/mpesa")
async def mpesa_callback(payload: dict):
    # 1. Validate webhook signature
    # 2. Parse payment result
    # 3. Update ProjectFinance status
    # 4. Create PaymentLog entry
    # 5. Send notification to user

9. Subscription Management

Module: app/services/subscription_service.py, app/api/v1/subscriptions.py

Functions:

  • Activate subscriptions after installation
  • Validate activation requirements (dynamic per project)
  • Manage subscription lifecycle (active, suspended, cancelled)
  • Link subscriptions to tickets and sales orders

Business Rules:

# Example: Subscription Activation
def activate_subscription(subscription_id, activation_data):
    subscription = get_subscription(subscription_id)
    project = get_project(subscription.project_id)
    
    # Validate dynamic activation requirements
    for requirement in project.activation_requirements:
        if requirement['required'] and requirement['field'] not in activation_data:
            raise ValidationError(f"Missing required field: {requirement['label']}")
    
    # Update subscription
    subscription.status = 'active'
    subscription.activation_date = date.today()
    subscription.activation_details = activation_data
    subscription.activated_by_user_id = current_user.id

10. Analytics & Reporting

Module: app/services/analytics_service.py, app/api/v1/analytics.py

Functions:

  • Dashboard metrics (tickets, revenue, SLA compliance)
  • Agent performance reports
  • Project financial summaries
  • Inventory utilization reports
  • Pre-computed aggregations (via Celery)

Background Task (runs daily):

@celery_app.task
def compute_daily_metrics():
    # 1. Calculate tickets closed per agent
    # 2. Compute average completion time
    # 3. Calculate SLA compliance rate
    # 4. Store in cache (Redis)

πŸ”— Supabase Integration Points

1. Authentication

# app/integrations/supabase.py
from supabase import create_client

supabase = create_client(SUPABASE_URL, SUPABASE_KEY)

# Verify JWT token from frontend
def verify_token(token: str):
    user = supabase.auth.get_user(token)
    return user

2. Storage (File Uploads)

# Upload ticket photos, receipts
def upload_document(file, bucket="documents"):
    path = f"{user_id}/{ticket_id}/{filename}"
    supabase.storage.from_(bucket).upload(path, file)
    return supabase.storage.from_(bucket).get_public_url(path)

3. Realtime (WebSocket)

# Subscribe to ticket updates
supabase.realtime.channel('tickets')
    .on('postgres_changes', 
        event='UPDATE', 
        schema='public', 
        table='Tickets',
        callback=handle_ticket_update)
    .subscribe()

4. Database (Direct Queries)

# Use Supabase client for simple queries (optional)
# For complex queries, use SQLAlchemy ORM
tickets = supabase.table('Tickets').select('*').eq('status', 'open').execute()

πŸš€ Getting Started

Prerequisites

  • Python 3.11+
  • PostgreSQL 15+ (Supabase)
  • Redis (for caching and Celery)
  • Docker & Docker Compose (optional)

Installation

  1. Clone the repository
git clone <repo-url>
cd backend
  1. Create virtual environment
python -m venv venv
source venv/bin/activate  # On Windows: venv\Scripts\activate
  1. Install dependencies
pip install -r requirements.txt
  1. Set up environment variables
cp .env.example .env
# Edit .env with your Supabase credentials
  1. Run database migrations
alembic upgrade head
  1. Start the development server
uvicorn app.main:app --reload --host 0.0.0.0 --port 8000
  1. Start Celery worker (in separate terminal)
celery -A app.tasks.celery_app worker --loglevel=info
  1. Start Celery beat (scheduler, in separate terminal)
celery -A app.tasks.celery_app beat --loglevel=info

🐳 Docker Setup

# Start all services (API, Celery, Redis)
docker-compose up -d

# View logs
docker-compose logs -f api

# Stop services
docker-compose down

πŸ“ Environment Variables

# .env.example

# Application
APP_NAME=SwiftOps API
APP_VERSION=1.0.0
DEBUG=True
ENVIRONMENT=development

# Database (Supabase PostgreSQL)
DATABASE_URL=postgresql://user:password@host:5432/dbname
SUPABASE_URL=https://your-project.supabase.co
SUPABASE_KEY=your-anon-key
SUPABASE_SERVICE_KEY=your-service-role-key

# JWT
SECRET_KEY=your-secret-key-here
ALGORITHM=HS256
ACCESS_TOKEN_EXPIRE_MINUTES=30

# Redis
REDIS_URL=redis://localhost:6379/0

# Celery
CELERY_BROKER_URL=redis://localhost:6379/0
CELERY_RESULT_BACKEND=redis://localhost:6379/0

# Payment Gateways
MPESA_CONSUMER_KEY=your-mpesa-key
MPESA_CONSUMER_SECRET=your-mpesa-secret
MPESA_SHORTCODE=174379
MPESA_PASSKEY=your-passkey

# Google Maps
GOOGLE_MAPS_API_KEY=your-google-maps-key

# SMS Provider (Africa's Talking)
AFRICASTALKING_USERNAME=your-username
AFRICASTALKING_API_KEY=your-api-key

# Email Provider (SendGrid)
SENDGRID_API_KEY=your-sendgrid-key
FROM_EMAIL=noreply@swiftops.com

# File Storage
STORAGE_PROVIDER=supabase  # or 's3'
AWS_ACCESS_KEY_ID=your-aws-key
AWS_SECRET_ACCESS_KEY=your-aws-secret
AWS_S3_BUCKET=your-bucket-name

πŸ§ͺ Testing

# Run all tests
pytest

# Run with coverage
pytest --cov=app --cov-report=html

# Run specific test file
pytest tests/unit/test_services/test_payroll_service.py

# Run integration tests only
pytest tests/integration/

πŸ“š API Documentation

Once the server is running, visit:


πŸ›οΈ Design Patterns & Best Practices

1. Repository Pattern

Separates data access logic from business logic.

# app/repositories/ticket_repository.py
class TicketRepository:
    def get_by_id(self, ticket_id: UUID) -> Ticket:
        return db.query(Ticket).filter(Ticket.id == ticket_id).first()
    
    def get_open_tickets(self, project_id: UUID) -> List[Ticket]:
        return db.query(Ticket).filter(
            Ticket.project_id == project_id,
            Ticket.status == 'open',
            Ticket.deleted_at.is_(None)
        ).all()

2. Service Layer Pattern

Encapsulates business logic.

# app/services/ticket_service.py
class TicketService:
    def __init__(self, ticket_repo: TicketRepository):
        self.ticket_repo = ticket_repo
    
    def assign_ticket(self, ticket_id: UUID, user_id: UUID):
        # Business logic here
        ticket = self.ticket_repo.get_by_id(ticket_id)
        self._validate_assignment(ticket, user_id)
        assignment = self._create_assignment(ticket, user_id)
        self._send_notification(user_id, ticket)
        return assignment

3. Dependency Injection

Use FastAPI's dependency injection system.

# app/api/deps.py
def get_db():
    db = SessionLocal()
    try:
        yield db
    finally:
        db.close()

def get_current_user(token: str = Depends(oauth2_scheme)):
    # Validate token and return user
    return user

# Usage in endpoint
@router.get("/tickets")
def get_tickets(
    db: Session = Depends(get_db),
    current_user: User = Depends(get_current_user)
):
    return ticket_service.get_tickets(db, current_user)

4. Optimistic Locking

Prevent concurrent update conflicts.

def update_inventory_distribution(distribution_id, updates, version):
    distribution = db.query(ProjectInventoryDistribution).filter(
        ProjectInventoryDistribution.id == distribution_id,
        ProjectInventoryDistribution.version == version
    ).first()
    
    if not distribution:
        raise ConcurrentUpdateError("Record was modified by another user")
    
    # Apply updates
    distribution.quantity_issued += updates.quantity
    distribution.version += 1
    db.commit()

5. Soft Deletes

Always filter out soft-deleted records.

# Base repository method
def get_active(self, model_class):
    return db.query(model_class).filter(model_class.deleted_at.is_(None))

πŸ” Security Considerations

  1. Row-Level Security (RLS)

    • Enforce tenant isolation at database level
    • Use Supabase RLS policies
  2. API Rate Limiting

    • Implement rate limiting per client/user
    • Use Redis for rate limit tracking
  3. Input Validation

    • Use Pydantic schemas for all inputs
    • Validate file uploads (type, size)
  4. Audit Logging

    • Log all financial transactions
    • Track who created/updated records
  5. Secrets Management

    • Never commit secrets to git
    • Use environment variables or secret managers

πŸ“ˆ Scalability Considerations

  1. Database Connection Pooling

    • Use SQLAlchemy connection pool
    • Configure pool size based on load
  2. Caching Strategy

    • Cache frequently accessed data (Redis)
    • Invalidate cache on updates
  3. Background Jobs

    • Offload heavy tasks to Celery
    • Use task queues for async processing
  4. Horizontal Scaling

    • Stateless API design
    • Load balance across multiple instances
  5. Database Optimization

    • Use indexes effectively
    • Monitor slow queries
    • Consider read replicas for reporting

🀝 Contributing

  1. Create a feature branch
  2. Write tests for new features
  3. Follow PEP 8 style guide
  4. Update documentation
  5. Submit pull request

πŸ“„ License

[Your License Here]


πŸ“ž Support

For questions or issues, contact: [your-email@example.com]