Mall SmartCounter
Zone-based visitor analytics system with real-time monitoring dashboards and controlled backend aggregation services.
Context
Required zone-level monitoring with consistent aggregation across multiple data sources, ensuring dashboards and alert mechanisms reflected accurate, real-time visitor distribution.
Approach
Contributed to both frontend monitoring dashboards and backend aggregation services. Focused on making grouping logic explicit, aligning API responses with UI data expectations, and ensuring zone-level summaries remained predictable under continuous event ingestion.
Highlights
Improved API structure for zone-based aggregation queries to reduce ambiguity in data grouping.
Stabilized reporting flows under fluctuating event ingestion rates to prevent inconsistent zone summaries.
Reduced inconsistencies between raw event data and summarized dashboard metrics.
Improved frontend dashboard structure to better visualize zone-level distribution and reduce misinterpretation of aggregated data.