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Synthetic Data Generation Tools

Synthetic data for complex enterprises

K2view generates realistic, safe synthetic data, the right method every time – for testing, analytics, and AI.

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Multi-Method Synthetic Data Generation Tools

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Multi-method synthetic data generation

Most use cases need more than one method. K2view picks and runs the right one for each, autonomously.
See it in action
  • 01 AI-Powered Generation

  • 02 Rules-Based Generation
  • 03 Data Cloning
  • 04 Intelligent Data Masking

01AI-Powered Generation


Trains a model on your masked production data. Best for production-like volume and statistical accuracy.

  • Extract a relevant subset of your production data for model training

  • Train the model and generate the synthetic data

  • Apply post-generation business rules to sharpen accuracy and fidelity


Synthetic data generation Tools: How GenAI generates accurate and compliant data

02Rules-Based Generation

Generates specific datasets from defined rules. Best when production data does not exist, or for exact edge and negative testing.

  • Generate valid records from rules alone.
  • Configure parameter-based rules without code

  • Let testers set parameter values for their own scenarios

Synthetic data generation tools: Rule-based generation is most useful for new functionality and negative testing

03Data Cloning

Replicates an entity's dataset at volume. Best for scaling fast for load and performance testing.

  • Identify any business entity using business rules

  • Mass-clone it across systems, instantly and securely

  • Generate unique IDs per clone to preserve referential integrity

Synthetic data generation tools: Data cloning rapidly generates compliant data for high-volume load testing

04Intelligent Data Masking

Replaces sensitive values with realistic synthetic ones. Best when real data works but must be made compliant.

  • Automatically discover and classify PII in structured and unstructured sources

  • Apply pre-built masking functions to comply with privacy regulations 

  • Maintain referential integrity of the masked data across systems

Synthetic data generation tools: Data masking replaces sensitive data with fake but realistic data

Synthetic data across every connected system

K2view generates and provisions whole business entities, like customers, accounts, and orders, ensuring all your data relationships stay intact across systems.

AI-Powered Synthetic Data Generation tool
Entity-based, not column-based

Entity-based, not column-based

The entity data model is the blueprint for generation, so synthetic data keeps its relationships and referential integrity across every system.

Every generation method, one platform

Every generation method, one platform

AI, rules, cloning, and masking in one product, blended per scenario instead of forced into a single method.

No ETL, end to end

No ETL, end to end

One platform handles everything around generation, prep and masking before, provisioning and refresh after, all compliant, no ETL tool required.

From test case to synthetic data, autonomously.

A K2view data agent reads your test cases and determines the test data required for full coverage. The agent then selects and configures the right generation methods, executes them , and provisions the synthetic entity data to the downstream environment.

The result: one complete, compliant dataset, with referential integrity, ready for your test cases.

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PRODUCT TOUR

Experience K2view synthetic data tools

TDM tools and synthetic data generation

Synthetic data generation

Create synthetic data for multiple systems based on an entity model blueprint.

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Synthetic data generation

Next flow: synthetic Data subsetting
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Data subsetting in business terms

Provision complete synthetic entities across multiple systems, with full referential integrity.

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Data Subsetting

Next flow: Synthetic data masking
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Test data tools and data masking

Data masking

Anonymize production data in flight to ensure compliance with regulations.

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Synthetic data masking

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Accelerate and secure your SDLC with one synthetic data generation tool

Release software faster

Accelerate software delivery with readily available, high-quality test data

Achieve data compliance

Generate synthetic data that meets GDPR, CCPA, HIPAA, and other regulations

Deliver at higher quality

Enhance test coverage and identify defects earlier

Cut testing costs

Lower infrastructure costs and optimize testing processes

Explore related capabilities

Explore additional K2view capabilities for test data management and data masking, designed to support speed, safety, and confidence at scale.

Agentic TDM

 Turn each test case into complete, compliant test data, autonomously. 
  • Test cases turned into provisioned test data, autonomously
  • Cross-system data subsetting in business terms
  • Subset, reserve, rollback, and age test data
  • All data sources, from mainframes to SaaS apps
  • Self-service portal for dev and QA teams

Enterprise Data Masking

Innovate freely , without the data privacy risks.
Provision compliant datasets for software testing, analytics, and AI.
  • PII discovery and classification
  • Static, in-flight masking
  • Broad library of customizable masking functions
  • Referential integrity and semantic consistency
  • All data sources, structured and unstructured

Synthetic Data Generation

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Synthetic data generation tool | K2view

K2view Synthetic Data Generation

Experience it now


With K2view, dev and QA teams can generate accurate and compliant synthetic data for their testing needs.

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EXPERIENCE OUR Synthetic Data Generation TOOL

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Synthetic data generation

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

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Synthetic data generation

Next flow: Synthetic data subsetting
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Synthetic data subsetting

Provision a data subset from multiple systems using business parameters.

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Synthetic data subsetting

Next flow: Synthetic data masking
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Synthetic data masking

Anonymize production data in flight to ensure compliance with regulations.

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Synthetic data masking

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Book your live demo of K2view Synthetic Data Generation

See how K2view generates relationship-preserving synthetic data, ready for any lower environment and use case.

Don't just take our word for it

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IDC® Analyst Report

Unlocking Business Opportunities: The Vital Role of Synthetic Data

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GARTNER® MARKET RESEARCH

Gartner Market Guide on Synthetic Data Generation

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SURVEY REPORT

SURVEY REPORT

The 2026 State of Enterprise Data Compliance & Privacy

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