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Enterprise test data management tools

From test cases
to test data

K2view Agentic TDM plans and provisions compliant test data across complex application landscapes.

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Enterprise Test Data Management Tools

TRUSTED BY THE WORLD'S LEADING ENTERPRISES

Meet Agentic TDM

K2view Agentic Test Data Management turns test cases into complete, compliant test data, planning and running the right provisioning actions along the way.

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Test data organized around your business, not your databases

K2view organizes data by business entity, customer, account, each a complete unit pulling everything it needs from every system.

Test data management tools by K2view

Provision test data by business entity

Every benefit below comes from that one shift.

Anyone can provision test data

Anyone can provision data

Tables and relationships stay hidden. No data expertise needed.

Subset entities, not records

Subset entities, not records

Filter by business attributes. All cross-system data for that entity comes with it.

Referential integrity by design

Expand test coverage

Entities span every connected system, so the agent delivers what each scenario needs.

Fewer false failures

Referential integrity, preserved

Every entity arrives complete and consistent across systems, even after masking.

No collisions between testers

No collisions between testers

Reserve data at the entity level. Testers never overwrite each other.

Debug on real data 

Debug on real data

Provision just the entities in a reported issue, so it reproduces and fixes fast.

Provision test data on demand

Dev and QA teams provision complete, compliant test data on demand without waiting on centralized teams or manual processes.

  • Subset test data using familiar business terms

  • Snapshot and roll back test data on demand

  • Reserve test data to protect against overrides

  • Move test data from any to any environment

  • Transform test data by aging, modifying, or enriching it

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Self-service access in test data management

Enforce data privacy consistently

Infosec teams discover sensitive data and define masking rules, which are applied in flight as data is ingested into test data products.

  • Discover sensitive data across all data sources

  • Catalog sensitive data for governance and control

  • Apply masking rules from a broad library of functions

  • Create custom masking functions as needed

  • Preserve referential integrity across all masked data

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TDM tools: Intelligent data masking

Generate trusted synthetic test data

Teams generate realistic test data on demand when production data is scarce, for new functionality testing, and for performance testing — with built-in compliance and integrity.

  • Generate synthetic data using AI, rules, or entity cloning

  • Leverage the entity data model to preserve relationships and referential integrity 

  • Create test data for new functionality and negative testing

  • Produce large-scale datasets for performance testing

  • Provision synthetic data into any lower environment

Test data management tools: synthetic data generation

Expand and automate test data coverage

Teams expand test coverage across all participating data sources and automate test data delivery across environments.

  • Connect test data products to any data source

  • Include multi-source data in a single test dataset

  • Integrate test data from mainframe to modern systems, across structured and unstructured sources

  • Integrate test data delivery into CI/CD workflows

  • Deploy across on-prem, cloud, and hybrid architectures

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Test data management tools: integration

TAKE A GUIDED PRODUCT TOUR

Explore the building blocks of
modern test data management

Test data management tools and subsetting

Data subsetting in business terms

Provision complete business entities across multiple systems — with full referential integrity.

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Data Subsetting

Next flow: Data masking
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Test data tools and data masking

Consistent, in-flight data masking

Mask sensitive data in flight as it’s ingested into test data products, consistently and safely.

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Data Masking

Next flow: Synthetic data generation
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TDM tools and synthetic data generation

Referentially accurate synthetic data

Generate realistic synthetic data that preserves relationships across systems.

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Synthetic data generation

Next flow: Time Machine
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Creating test data snapshots and rolling back to prior versions

On-demand test data rollback

Create test data snapshots and roll back to a known-good state at any time.

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Time Machine

Next flow: Recreation of production issues
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Test data management must support recreating production issues

Instant production issue recreation

Provision a specific dataset from a higher environment to reproduce issues.

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Recreation of production issues

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Choose the right test data management tool for your needs

Your test data management tool choice is too critical for guesswork. Get our free Buyer's Guide to compare approaches, critical capabilities, and deployment options.

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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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Explore related capabilities

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

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 Management

Unlock the power of synthetic data with accurate and realistic multi-method data generation.
  • AI-based generation for regression testing
  • Rule-based generation for new functionality testing
  • Entity-based cloning for load testing
  • Subset, reserve, rollback, and age synthetic data
  • Provision synthetic data into lower environments
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Book your live demo of Agentic TDM

See how AI removes test data bottlenecks and keeps every lower environment compliant.

 

Key resources

Explore test data management software

SURVEY REPORT

SURVEY REPORT

The 2026 State of Enterprise Data Compliance & Privacy

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Gartner Market Guide on Synthetic Data Generation

GARTNER® MARKET RESEARCH

Gartner Market Guide on Synthetic Data Generation

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WHITEPAPER

How to Calculate Test Data Management ROI

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