SmartCounter
Real-time people-counting analytics dashboard with controlled ingestion pipelines and validation layers to ensure reporting accuracy.
Context & Problem
Needed 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
Strengthened ingestion validation before visitor counts reached reporting layers.
Refined aggregation logic to ensure dashboards reflected deterministic, validated totals.
Refined dashboard queries for 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.