Understanding the business

The platform was designed to move beyond traditional swipe-based interactions by introducing compatibility-driven matchmaking. By combining user preferences with astrological data, the goal was to create deeper, more meaningful connections between users.

The challenge: Moving beyond surface-level matching

Conventional dating platforms often rely on limited inputs, leading to shallow matches and low engagement over time. The key challenges included:

• Building a system that could deliver personalized and relevant match recommendations
• Integrating astrological compatibility logic into user matching
• Ensuring real-time communication without performance issues
• Maintaining scalability and responsiveness as user interactions increased

Our approach: Combining personalization with performance

We focused on creating a backend system capable of handling complex logic while maintaining a smooth user experience.

• Developed secure and scalable APIs using Django REST Framework
• Designed personalized recommendation logic combining user preferences and astrological data
• Integrated real-time chat using Sendbird for seamless user interaction
• Built custom astrological APIs to analyse compatibility based on birth details and location
• Optimized API performance to ensure fast and consistent responses
• Implemented monitoring using AWS CloudWatch for system reliability

The impact: A more meaningful user experience

The platform introduced a more thoughtful approach to matchmaking:

• Improved relevance in match suggestions through compatibility-based logic
• Seamless real-time communication between users
• Stable and scalable backend supporting growing user activity
• A differentiated product experience within a competitive market

What this means for businesses like yours

This project highlights how combining domain-specific logic with strong backend engineering can create products that stand out in crowded markets.

At Codigo Mantra, we focus on building systems that are not only functional but also deliver a distinct and engaging user experience.