Real-Time Analytics Dashboard
Challenge
The client needed to move from batch processing to real-time analytics to power their fraud detection system.
Solution
We designed and implemented a streaming data architecture using Apache Kafka for event ingestion, Spark Structured Streaming for transformation, and Snowflake as the serving layer.
Impact
- 10M+ events processed daily
- <60 second data latency (down from 24 hours)
- $2M annual savings from real-time fraud detection