Lambda Architecture for real-time traffic speed (TomTom) and air quality (OpenAQ) data in Ho Chi Minh City. Streams to Kafka/JSON, processes with PySpark, persists in Lakehouse (MinIO + Delta Lake), and highlights critical periods where PM2.5 spikes align with congestion, supporting smart city traffic and health decisions.
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Updated
Dec 12, 2025 - Python