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Test data generation is an essential component of a software testing process and is used to generate a variety of test data using different types of test data generators: Random Test Data Generator Goal-Oriented Test Data Generator Pathwise Test Data Generator Intelligent Test Data Generator.

"A type of Security Testing, Fuzz testing, is used by software testers to find bugs and defects in the product, to validate its reliability and security. The basic approach used to perform fuzz testing over a software product involves the following steps: Identifying the target system. Identifying the inputs. Generating Fuzz Data. Execution using Fuzz Data. Observing the behavior of the system. Logging defects

Also known as Flood Testing, Volume Testing belongs to a group of non-functional tests (volume, load, and stress) that are performed to analyze the system performance by increasing the volume of data. This volume can be in general terms, the size of the database or it could be the size of a file interface that is being tested in volume.

A black box testing types, syntax testing is performed to verify and validate both the internal and external data input to the system, against the specified format, file format, database schema, protocol, and more. It is generally automated, as it involves the production of a large number of tests.