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Features | Apache storm | Apache spark |
Programming language | Java, scala, clojure | Java, scala |
Processing models | True stream processing model through system layer | Apache spark streaming is wrapper over batch processing |
Reliability | Support exactly once processing mode. Can also be used in at least once and at most once processing modes | Support exactly once processing mode |
Latency | Apache storm provides better latency | Apache spark provides less latency |
Resource management | Can run on YARN and Mesos | Can run on YARK and Mesos |
STORM | HADOOP |
Real time stream processing | Batch processing |
Mater/slave architecture with ZooKeeper based coordination. The master node is called as nimbus and slaves are supervisors. | Master slave architecture with or without ZooKeeper based coordination master node is job tracker and slave node is task traker. |
Stateless | Stateful |
Storm topology runs until shutdown by the user or an unexpected unrecoverable unsuccess | Mapreduce jobs are executed in a sequential order and completed eventually |
A storm streaming process can access tens of thousands messages per second on cluster | Hadoop Distributed file system uses Mapreduce framework to process the vast amount of data that takes minutes or hours. |