In a scenario where data analysis needs to be performed on streaming social media data, which Hadoop-based approach is most suitable?

For real-time analysis of streaming data, Spark Streaming is more suitable than traditional MapReduce. Spark Streaming allows processing and analyzing data in real-time batches, making it ideal for scenarios like social media streaming data analysis where quick insights are crucial.