Table 2 Comparison of data processing techniques
From: A survey on bandwidth-aware geo-distributed frameworks for big-data analytics
Frameworks | Resource management | Data locality | Multi-query support | Cluster architecture | Multi-cluster support | Relevant intermediate data finding | Fault-tolerance support | Heterogeneous resources | Inter-DC traffic reduction | Machine learning use | Cost-awareness |
|---|---|---|---|---|---|---|---|---|---|---|---|
Batch processing MapReduce-based frameworks | |||||||||||
 Medusa [43] |  |  |  | C |  |  | \(\checkmark\) |  |  |  |  |
 Chrysaor [44] |  |  |  | C |  |  | \(\checkmark\) |  |  |  |  |
 GeoDis [45] |  | \(\checkmark\) |  | C |  |  |  | \(\checkmark\) |  |  |  |
 Li et al. (1) [46] |  | \(\checkmark\) |  | C |  |  |  |  | \(\checkmark\) |  |  |
Batch processing Spark-based frameworks | |||||||||||
 LinePro [47] |  | \(\checkmark\) |  | C |  |  |  |  |  |  |  |
 Houtu [37] | \(\checkmark\) |  | \(\checkmark\) | D | \(\checkmark\) |  | \(\checkmark\) | \(\checkmark\) |  |  |  |
 Tetrium [19] | \(\checkmark\) |  | \(\checkmark\) | C |  | \(\checkmark\) |  | \(\checkmark\) | \(\checkmark\) |  |  |
 Lube [42] |  | \(\checkmark\) |  | C |  |  |  | \(\checkmark\) |  | \(\checkmark\) |  |
 Harmony [48] |  | \(\checkmark\) |  | C |  |  |  | \(\checkmark\) | \(\checkmark\) |  |  |
 Kimchi [49] |  |  |  | C |  |  | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) |  | \(\checkmark\) |
Other batch processing frameworks | |||||||||||
 HDM-MC [50] |  |  |  | D | \(\checkmark\) |  |  | \(\checkmark\) |  |  |  |
Geo-distributed SQL-style processing systems | |||||||||||
 Turbo [51] |  | \(\checkmark\) |  | C |  | \(\checkmark\) |  |  | \(\checkmark\) | \(\checkmark\) |  |
 Bohr [52] |  | \(\checkmark\) |  | C |  | \(\checkmark\) |  |  | \(\checkmark\) |  |  |
Micro-batch processing frameworks | |||||||||||
 Iridium [12] |  | \(\checkmark\) |  | C |  | \(\checkmark\) |  |  | \(\checkmark\) |  |  |
 Li et al. (2) [53] |  |  | \(\checkmark\) | C |  |  |  |  | \(\checkmark\) | \(\checkmark\) |  |
Native stream processing frameworks | |||||||||||
 Sana [54] |  |  | \(\checkmark\) | C |  | \(\checkmark\) | \(\checkmark\) |  | \(\checkmark\) |  |  |
 WASP [55] | \(\checkmark\) |  | \(\checkmark\) | C |  |  | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) |  |  |
 JetStream [56] |  | \(\checkmark\) |  | C |  |  | \(\checkmark\) |  | \(\checkmark\) |  |  |