Review Article
Big Data in Cloud Computing: A Resource Management Perspective
Table 2
Comparative analysis of big data resource frameworks
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| | Hadoop | Spark | Flink | Storm | Samza |
| Processing speed | ★★★ | ★★★★ | ★★★★★ | ★★★★ | ★★★★ | Fault tolerance | ★★★★ | ★★ | ★★★★ | ★★★ | ★★★★ | Scalability | ★★★★★ | ★★★★ | ★★★ | ★★★ | ★★★ | Machine learning | ★★ | ★★★★★ | ★★★★ | ★★★ | ★★★★ | Low latency | ★★ | ★★★ | ★★★ | ★★★★ | ★★★★ | Security | ★★★★ | ★★★★★ | ★★★★ | ★★★★ | ✘ | Dataset size | ★★★★★ | ★★★ | ★★★★ | ★★★ | ★★★ |
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