"蓬勃发展的瑞典Spark Streaming-as-a-Service技术"
The document "Spark Streaming-as-a-Service with Kafka and YARN" by Jim Dowling from KTH Royal Institute of Technology in Stockholm and CEO of Logical Clocks AB provides insights into the Spark Streaming-as-a-Service environment in Sweden. This environment is supported by the SICS ICE datacenter research environment and the Hopsworks platform, which incorporates technologies such as Spark, Flink, Kafka, Tensorflow, and Hadoop. The platform is offered as a service and has more than 130 active users. The document also highlights the shift in the data processing landscape, noting that Hadoop is no longer considered the forefront technology. It presents a comparison of Hadoop's evolution from 2009 to 2016, indicating that while it started as a "Tiny Brain" comprised of a NameNode and Resource Manager, it has now grown into a "Huge Body" with numerous DataNodes. The document suggests that while Hadoop has had significant growth and build-out, it may no longer be the most innovative or efficient solution for modern data processing needs. Overall, the document emphasizes the emergence of new technologies and platforms, such as Spark Streaming, Kafka, and YARN, which are shaping the future of data processing and analytics. It underscores the shift towards more streamlined and efficient solutions, such as Spark Streaming-as-a-Service, and highlights the potential for these technologies to drive advancements in the field of data processing in Sweden and beyond.
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