Developed the Advantage Scope feature for the gwhs/2025-Reefscape repository, enabling new scope-based analytics and expanding the platform’s analytical capabilities. Focused on backend development using Python, the work emphasized modular architecture enhancements to support incremental future functionality. The approach centered on disciplined commit hygiene and collaborative workflows through git, ensuring code quality and alignment with the product roadmap. No major bugs were addressed during this period, as efforts were concentrated on delivering robust new features. This work laid the architectural foundation for upcoming enhancements, accelerating customer value by broadening analytics reach and supporting ongoing feature-driven development within Reefscape.