SmartCounter
Real-time people-counting analytics dashboard with controlled ingestion pipelines and validation layers to ensure reporting accuracy.
Context
Needed reliable real-time visitor analytics with controlled ingestion and clear reporting boundaries.
Approach
Contributed to both frontend dashboards and backend ingestion stability. Focused on stabilizing real-time ingestion pipelines, enforcing clearer data contracts, and ensuring the UI reflected deterministic, validated data under continuous event streams.
Highlights
Improved ingestion validation to prevent inconsistent visitor counts from propagating to reporting layers.
Refined aggregation logic to ensure dashboards reflected deterministic, validated totals.
Optimized dashboard queries to reduce load during peak reporting periods.
Helped clarify data boundaries between ingestion layer and presentation layer.
Refined frontend dashboard components to ensure real-time data updates remained consistent and easy to interpret.