big data analytics beyond hadoop real time applica
y of data sources (Kafka, Kinesis, socket streams). Fault tolerance through lineage-based recovery mechanisms. Spark's in-memory processing capabilities make it suitable for complex analytics, iterative algorithms, and machine learning tasks in real time.