Big Data in Cloud Computing: A Resource Management Perspective

Table 2

Comparative analysis of big data resource frameworks .

	Hadoop	Spark	Flink	Storm	Samza
Processing speed	★★★	★★★★	★★★★★	★★★★	★★★★
Fault tolerance	★★★★	★★	★★★★	★★★	★★★★
Scalability	★★★★★	★★★★	★★★	★★★	★★★
Machine learning	★★	★★★★★	★★★★	★★★	★★★★
Low latency	★★	★★★	★★★	★★★★	★★★★
Security	★★★★	★★★★★	★★★★	★★★★	✘
Dataset size	★★★★★	★★★	★★★★	★★★	★★★