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At Shopify, we underwrite credit card transactions, exposing us to the risk of losing money. We need to respond to risky events as they happen, and a traditional ETL pipeline just isn't fast enough. Spark Streaming is an incredibly powerful realtime data processing framework based on Apache Spark. It allows you to process realtime streams like Apache Kafka using Python with incredibly simplicity.