Significance of Data in Test Automation

Significance of Data in Test Automation

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4 min read

Software development involves a series of stages ranging from pre-development, coding, building, and testing, followed by installation. The development phase is vulnerable to possible bugs, errors, and defects due to human-created discrepancies or technical glitches. Testing helps in identifying any errors to ensure that the developed software works flawlessly without any problems.

Detailed software testing involves analyzing all the components and elements involved in the application development. It also includes all possible test scenarios to analyze and design the test cases.

What is Test Data, and Why is it Necessary for Testing?

Test data is the data used to test the quality of the software systems. There are several ways to get the most appropriate test data for application testing. A skilled tester will be capable to source or producing test data to execute software testing to validate software performance and compare the desired results with the outcome. The selection of the right software tool is also a crucial step in test case preparation.

Choosing negative test scenarios are also important to evaluate the quality of the software. When data is chosen carefully, any unexpected and unusual results can be avoided. The production test data works best with a proper simulation of the real system during the testing phase.

Why Data is the Key to Test Automation?

  • Test Data selection helps in verifying different scenarios in testing

  • Test Data serves as the input, which is mandatory to test the application

  • Feeding the test data helps in validating the output if it is correct

  • The test results are based on the inputs we feed into the system

  • Test Data enable developers to track issues during the fix

  • Test Data is useful for the users to define the outcome

  • Test Data allows you to be focused on systematic ways of feeding the data to the system

  • Test Data confirms that applications provide expected results based on the input

  • Test Data aids the tester to record the test case for future reference and data re-use

Types of Test Data

Valid Test Data: Supported by the application, valid test data helps in verifying the system functions and ensuring to receive the expected result whenever input is provided.

Invalid Test Data: Invalid Test Data is used to ensure that the application is working flawlessly. This includes unsupported data format, which should show an error message while testing the application and notify that the data is appropriate to function.

Boundary Test Data: Boundary test data helps in removing defects that are associated with the processing of boundary value. This is a crucial phase, avoiding this can lead to the breaking of the application.

Blank or Absent Data: This involves the verification of the application response when there is no data entered in the software; that is blank or absent data scenarios.

Different ways that the test data are prepared

Manually creating test data: This method of test data generation includes valid, invalid, null, standard production data, and data sets for performance. It takes a longer time to generate test data manually with less productivity.

Using back-end data: Back-end data generation helps in using back-end servers with a database and procuring the data at a faster rate.

Automated Test Data Generation: Automated test data generation is most suitable to achieve excellent results with a high volume of data.

Using third-party tools: Using third-party tools makes it easy to develop and extract data in the system.

Challenges of test data sourcing

  • Accessing tools for achieving data sources can be an issue if the testing team does not provide permission to access the link.

  • The lack of adequate and right tools can pose a challenge to sourcing the test data.

  • The defects or bugs need to be identified at the earliest to run the testing for the software.

  • The testing phase may run for a longer time as most of the data are created during the execution phase.

  • Not all testers are skilled enough and have in-depth knowledge to create alternate test data solutions for test data management.

Conclusion

Test data is used to test the quality of the software systems. There are several ways to get the most appropriate test data for application testing, which helps improve the application's quality. As mentioned above, test data plays a significant role in improving the quality of the software application.