Create Synthetic Test Data on demand

Test Data Generator Tool

Generate compliant and accurate synthetic test data to accelerate software delivery

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Synthetic test data generator tool

Test data generator tool

Generate accurate and compliant test data

4 methods

of test data generation

Control how test data is created: Generative AI, user-defined rules, data cloning, or data masking.

Entity model

defines the data blueprint

Enforce referential integrity of the generated test data by applying a data model blueprint.


via tester portal or APIs

Empower QA teams to generate test data, and for DevOps to integrate synthetic data into CI/CD pipelines.

The K2view test data generator tool creates test data by business entities – such as customers, devices, or orders ensuring the test data for each entity is complete and contextually accurate.

The business entity data model is automatically discovered and classified, significantly reducing
the time and effort required to generate complete and compliant test data at enterprise scale.

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Enterprise-scale test data generator

4 test data generation methods in 1 tool


1. Generative AI

Generate rich, production-like
test data that mimics real life

Use the test data generator tool's generative AI technique for creating synthetic test data when large volumes of production-like test is required, and when real data is insufficient or inaccessible. 

  • Subset and mask production data for model training.

  • Invoke GPT AI model training based on the masked subset.  

  • Apply business rules to augment AI models.

  • Review and provision the generated fake data to the target environment.

GPT Generative AI for test data generation

2. Rules engine

Create synthetic data for
testing new functionality

Use the test data generator tool's rules engine when testing new software functionality for which production data doesn’t exist, or for negative testing:

  • A data generation function is automatically generated for each business entity field.

  • Functions are customizable via no-code parameter-based business rules.

  • Testers can set test data parameters, such as min-max values, and data distribution methods.

Rule-based test data generator tool

3. Entity cloning

Generate large test datasets
for load testing

Use the test data generator tool to clone data quickly and automatically generate large amounts of test data for performance and load testing, when the diversity of the test data isn't important.

  • A single business entity, with all its data, is extracted from the source systems, masked, and cloned.

  • Unique identifiers are generated for each cloned entity, based on customizable functions.

  • Cloned data is loaded into the target systems on demand.

Data cloning test data generator tool

4. Data masking

Mask production data
to ensure compliance

Use the test data generator tool to mask sensitive data , ensuring that Personally Identifiable Information (PII) is never compromised, and that the relational consistency of the masked data is always preserved:

  • Auto-discover and auto-classify PII.

  • Automatically apply data masking logic based on data classification.

  • Mask data in-flight, as it's retrieved from the sources.

  • Apply dozens of prebuilt, customizable data masking functions to ensure compliance.

Test data generator too and data masking

interactive product demo

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Test data generation

Create synthetic data for multiple systems based on user-defined business rules.

Test data generation

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Data subsetting

Provision a data subset from multiple systems using business parameters.

Data Subsetting

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Data masking

Anonymize production data in flight to ensure compliance with regulations.

Data Masking

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Learn more about test data generator tools

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How to Calculate Test Data Management ROI

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Gartner report Market Guide for Data Masking

Gartner report

Market Guide report for Data Masking 2023

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Unlocking Business Opportunities: The Vital Role of Synthetic Data

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Achieve better business outcomes
with the K2view test data generator tool.

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