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Using TPC-H tools to Create Test Data for AWS Redshift and AWS EMR

CloudScale SEO — AI Article Summary
What it isThis article provides scripts for generating test data using TPC-H tools specifically for AWS Redshift and AWS EMR platforms.
Why it mattersHaving realistic test data is essential for properly evaluating big data tools and ensuring your applications perform correctly before moving to production workloads.
Key takeawayTPC-H tools offer a practical way to generate standardized test datasets for AWS big data services.

If you need to test out your big data tools below is a useful set of scripts that I have used in the past for aws emr and redshift the below might be helpful:

install git
 sudo yum install make git -y
 install the tpch-kit
 git clone https://github.com/gregrahn/tpch-kit
 cd tpch-kit/dbgen
 sudo yum install gcc -y
 Compile the tpch kit
 make OS=LINUX
 Go home
 cd ~
 Now make your emr data
 mkdir emrdata
 Tell tcph to use the this dir
 export DSS_PATH=$HOME/emrdata
 cd tpch-kit/dbgen
 Now run dbgen in verbose mode, with tables (orders), 10gb data size
 ./dbgen -v -T o -s 10
 move the data to a s3 bucket
 cd $HOME/emrdata
 aws s3api create-bucket -- bucket andrewbakerbigdata --region af-south-1 --LocationConstraint=af-south-1
 aws s3 cp $HOME/emrdata s3://andrewbakerbigdata/emrdata --recursive
 cd $HOME
 mkdir redshiftdata
 Tell tcph to use the this dir
 export DSS_PATH=$HOME/redshiftdata
 Now make your redshift data
 cd tpch-kit/dbgen
 Now run dbgen in verbose mode, with tables (orders), 40gb data size
 ./dbgen -v -T o -s 40
 These are big files, so lets find out how big they are and split them
 Count lines
 cd $HOME/redshiftdata
 wc -l orders.tbl
 Now split orders into 15m lines per file
 split -d -l 15000000 -a 4 orders.tbl orders.tbl.
 Now split line items
 wc -l lineitem.tbl
 split -d -l 60000000 -a 4 lineitem.tbl lineitem.tbl.
 Now clean up the master files
 rm orders.tbl
 rm lineitem.tbl
 move the split data to a s3 bucket
 aws s3 cp $HOME/redshiftdata s3://andrewbakerbigdata/redshiftdata --recursive

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