Table 3

Big Data tools found from the literature.

Themes Codes Sub-codes Previous studies N
Batch analysis Google MapReduce Information processing on large clusters Dean and Ghemawat (2008)Hashem et al. (2015)Zhifeng and Yang (2013)López et al. (2014) 12
Apache Hadoop Infrastructure and platform Herodotou et al. (2011)Begoli and Horey (2012)Borkar, Carey, and Li (2012)
Microsoft Dryad Infrastructure and platform Isard et al. (2007)Yu et al. (2008)
Apache Mahout Device studying algorithms Owen et al. (2011)
Stream analysis Apache Storm Real-time computation machine Rodríguez-Mazahua et al. (2016) 4
Apache S4 Movement computing platform Neumeyer et al. (2010)
Apache Spark Engine for large-scale data processing Stoica (2014)
MOA Framework for data stream mining Fan and Bifet (2012)
Interactive analysis Apache Drill Square query engine for Hadoop and NoSQL Rodríguez-Mazahua et al. (2016) 3
SpagoBI Commercial enterprise intelligence Franceschini (2013)
D3.js Interactive Bostock et al. (2011)