Scenario: Your team is developing a real-time analytics application using Apache Spark. Which component of Apache Spark would you use to handle streaming data efficiently?

  • GraphX
  • MLlib
  • Spark SQL
  • Structured Streaming
Structured Streaming is a high-level API in Apache Spark that enables scalable, fault-tolerant processing of real-time data streams. It provides a DataFrame-based API, allowing developers to apply the same processing logic to both batch and streaming data, simplifying the development of real-time analytics applications and ensuring efficient handling of streaming data.
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