Dashboard Systems
The Problem
Operations management lacked real-time visibility into financial and team metrics, delaying decisions.
The Challenge
Consolidating telemetry streams and transaction logs from multiple legacy SQL databases and third-party APIs into a single responsive view.
The Solution
Centralized real-time dashboard consolidating multi-source financial and team activity metrics.
Technical Architecture
Next.js App Router static pages with dynamic client-side caching. REST APIs serve aggregated queries from an optimized MariaDB backend.
Key Results & ROI
Real-time decision-making enabled across departments.
Client Value & Business Impact
Empowered stakeholders to make data-driven staffing and budget choices using live operational charts.
Lessons Learned
Using SQL view aggregations instead of performing mapping transformations in runtime server memory cut API response times by 75%.