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BIG DATATESTING
VERIFY STRUCTURED AND
UNSTRUCTURED DATA SETS
BUGRAPTOR
S
Big Data Testing
It involves checking various
characteristics like conformity,
accuracy, duplication,
consistency, validity, data
completeness, etc.
Testing Parameters
• DATA STORAGE
• COMMIT LOGS
• CONCURRENCY
• CACHING
• TIMEOUTS
• JVM PARAMETERS
• MESSAGE QUEUE
Why Big Data Testing
Big data deals with the data that are large and
complex, difficult to process and does not fit
well into tables. If Big Data systems not tested
appropriately, then it can affect business.
Big Data Testing Stages
DATA STAGING
VALIDATION
MAP REDUCE
VALIDATION
OUTPUT VALIDATION
PHASE
Overall
Benefits
DATA ACCURACY
QUALITY COST
IMPROVED BUSINESS DECISIONS
MINIMIZES LOSSES AND INCREASES
REVENUES
IMPROVED MARKET TARGETING AND
STRATEGIZING
Tools For Bigdata Testing
• Hadoop
• HPCC
• Storm
• Qubole
• Cassandra
• CouchDB
Challenges in Big Data Testing
AUTOMATION VIRTUALIZATION LARGE DATASET
Automated tools are not
equipped to handle
unexpected problems that
arise during
testing
Virtual machine latency
creates timing problems
in real time big data
testing.
Need to verify more data
and need to do it faster
Best Practices
TESTING BASED ON REQUIREMENTS
SAVE TIME
PRIORITIZE THE FIXING OF BUGS
CLEAR TEST OBJECTIVE
COMMUNICATION
HOW BIG DATA TESTING
WILL BENEFIT YOUR
ENTERPRISE?
Real-time Data
Validation
There are need of some filtering, sorting and analysis to ensure that the captured
data is valid and useful.
Reduced
Downtime
Deployment of Big Data applications revolving around predictive analytics. It helps to
improve data quality and related processes of the application which further reduces
the overall downtime.
Less Threat to Data Quality
Rigorous testing of data can save data from becoming
degradable and redundant.
Does Your Big
Data Require
Testing?Checkout our offerings for
Bigdata Testing Services
Let's work
together
EMAIL
info@bugraptors.com
PHONE
240-241-6894
MAILING ADDRESS
5858 Horton Street, Suite
101, Emeryville, California,
USA
WWW.BUGRAPTORS.COM

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