The Defined CRM

Technical Case Study - Building an Enterprise-Grade CRM for Home Services

The Defined CRM Dashboard
CRM Dashboard Interface

The Challenge

Home service businesses face unique operational challenges: coordinating field teams, managing recurring appointments, processing payments on-site, tracking leads from multiple sources, and maintaining customer relationships across years of service. Existing CRM solutions either lack industry-specific features or are prohibitively expensive for growing businesses.

100K+

Lines of Code

200+

API Endpoints

80%+

Test Coverage

99.9%

Uptime

The Solution

I architected and developed a comprehensive, production-grade CRM platform specifically designed for home service businesses, with features tailored to their unique workflows.

Technical Deep Dive

📍

Neighbor Notification Marketing

Built a unique feature for hyperlocal marketing:

  • Reverse geocode completed job addresses to find neighbors within configurable radius
  • Generate personalized postcards via PostGrid API
  • Technologies: Melissa Data API, Google Maps, PDF generation
  • Business Impact: 15% conversion rate on neighbor campaigns
🏢

Multi-Tenant Architecture

Designed a scalable system supporting multiple companies:

  • Company-level data segregation in Firestore
  • Subscription plan-based feature gating
  • Role-based access control with granular permissions
  • Single Docker deployment serving multiple tenants

Performance Optimization

Achieved sub-200ms response times:

  • Redis caching with intelligent cache invalidation (40% fewer database queries)
  • Algolia search for full-text search offloading
  • Optimized Firestore queries with composite indexes
  • Cursor-based pagination for large datasets
🔗

Webhook Integration Framework

Built a flexible third-party integration system:

  • Supported: GoHighLevel, ZenBooker, Acuity Scheduling
  • Automatic customer creation with duplicate prevention
  • Event-driven processing with retry mechanisms
  • Reliability: 99.9% successful webhook processing

Development Approach

TDD

Test-Driven Development

  • Comprehensive test suite using Jest and React Testing Library
  • BDD approach with Given-When-Then structure
  • Integration tests for API endpoints
  • E2E tests with Playwright
API

API-First Design

  • 200+ RESTful endpoints with Swagger documentation
  • Consistent error handling and response formats
  • Request validation and sanitization
  • Rate limiting and security middleware
MOD

Modular Architecture

  • 60+ independent service modules
  • Clear separation of concerns
  • Dependency injection for testability
  • Reusable utility functions

Technology Choices & Rationale

Why Firestore?

  • Real-time synchronization for collaborative features
  • Excellent scalability without infrastructure management
  • Native integration with Firebase ecosystem
  • Offline support for mobile app

Why Redis?

  • Significantly reduced database load (40% fewer queries)
  • Fast session management
  • Pub/sub for real-time features
  • Simple cache invalidation patterns

Why Docker?

  • Consistent deployment across environments
  • Easy scaling of individual services
  • Simplified development onboarding
  • Production parity

Full Stack

  • Node.js + Express backend
  • React + TypeScript frontend
  • Firebase Firestore & Auth
  • Stripe Connect for payments

Challenges Overcome

PDF Generation Memory Issues

Problem: Large invoices causing out-of-memory errors

Solution: Switched to streaming PDF generation with pdf-lib

Stripe Connect Complexity

Problem: Payment splitting between platform and service providers

Solution: Implemented Stripe Connect with application fees and transfers

Twilio Rate Limiting

Problem: SMS reminders hitting rate limits during peak times

Solution: Implemented queue system with configurable rate limiting

Results & Impact

Performance Metrics

<200ms

API response time (95th percentile)

40%

Database queries reduction via caching

80%+

Test coverage across critical business logic

99.9%

Uptime over 12 months

Business Metrics

$100K+

Monthly revenue processed per company

1000+

Appointments per month per company

100+

Employee accounts coordinated

15%

Conversion rate on neighbor marketing

Code Quality

100,000+

Lines of production code

Full

Swagger documentation for all endpoints

TypeScript

Type safety on frontend

Comprehensive

Error handling and logging

Future Enhancements

1

Mobile App Enhancement

Offline-first architecture with advanced data synchronization and conflict resolution.

2

Machine Learning Integration

Appointment duration prediction based on historical data and job types.

3

Advanced Route Optimization

Real-time traffic data integration for dynamic route planning and ETA updates.

4

Multi-Language Support

Internationalization for expanding into new markets and diverse customer bases.

5

White-Label Capabilities

Franchise operations support with customizable branding and isolated data environments.

Key Takeaways

This project demonstrates my ability to:

  • Architect and build complex, production-grade systems
  • Integrate multiple third-party APIs and services
  • Optimize for performance and scalability
  • Write clean, maintainable, well-tested code
  • Make sound technical decisions balancing cost, complexity, and capability
  • Deliver business value through technical solutions