VU BlackBoard
LSDE: Large Scale Data Engineering 2015
Project F: SQL-on-Hadoop BakeOff

Running relational queries on Hadoop-based systems is an attempt of bringing the known relational model into the massively parallel world. However, the performance of these systems varies widely. Your task is to perform a comparision between two systems in this space, Hive and Spark SQL (formerly "Shark"). The standard relational TPC-DS benchmark queries and data will be used.

Idea
  • Run the TPC-DS benchmark queries using Hive
  • Run the TPC-DS benchmark queries using Spark SQL
  • Compare performance and visualize in plots
  • Stretch goals: repeat with different dataset sizes, test different storage formats (e.g. Parquet)
Technology

This analysis will be using Hive and Spark SQL.

Data

The data will be available on HDFS at /user/hannesm/lsde/tpcds .

Literature