Given the need for near-real-time data processing in Hadoop, which tool would be best for ingesting streaming data from various sources?

Kafka is the preferred tool for ingesting streaming data from various sources in Hadoop when near-real-time data processing is required. It acts as a distributed, fault-tolerant, and scalable messaging system, efficiently handling real-time data streams.