Delphix
Test Data Management Services
Accelerate AI-era testing with intelligent test data — secure, compliant, and delivered at speed.
Talk to our expertsNeed production-like data for legacy or evolving systems?
Access secure, virtualized test data with referential integrity—ideal for legacy systems requiring compliant, production-grade environments.
No historical data for your new app or AI model?
Accelerate greenfield testing with synthetic data tailored for edge cases, rare scenarios and early model validation to ensure comprehensive coverage and confidence from day one.
Struggling to scale testing across releases and pipelines?
Experience AI-driven test optimization and automated test data provisioning built for CI/CD. Improve coverage, remove dev bottlenecks, and benchmark productivity at scale.
Test Data Management for AI-Driven SDLC
AI-assisted development and accelerated release cycles demand test data that is secure, compliant, and readily available. According to the World Quality Report 2025–26 by Capgemini, 60% of organizations struggle to access secure, scalable test data, while 58% face challenges adopting AI-powered testing tools, highlighting a critical barrier to achieving testing maturity.
LevelShift's Test Data Management (TDM) practice, powered by enterprise-grade solutions from Perforce Delphix and GenRocket, helps organizations overcome these challenges with production-like, masked, and synthetic test data. Preserve referential integrity across complex datasets while maintaining security and compliance, enabling faster testing, automation, and software releases across DevOps and CI/CD pipelines.
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Our Test Data Management Services
Data discovery and compliance
Automate scanning, classification, and masking of PII, PHI, and sensitive data across enterprise platforms. Maintain continuous compliance with GDPR, HIPAA, CCPA, and other regulations through built-in exception handling and audit trails.
Data refresh and virtualization
Provision production-like data as virtual copies or subsets that reduces storage costs and enables fast provisioning using integrated tools like Perforce Delphix.
CI/CD and platform integration
Embed test data workflows into CI/CD pipelines and orchestrate across platforms like Salesforce, Dynamics 365, Azure Synapse, and Snowflake. Apply these across cloud, hybrid, and on-premises ecosystems.
Governance and data subset management
Establish centralized governance with playbooks, training, and self-service while enabling test teams to reserve context-rich data slices for reuse and test consistency.
Synthetic Data Generation
Generate unlimited, schema-accurate synthetic datasets from your own business rules — without exposing real customer data. Powered by GenRocket's 200+ data generators, it supports relational, hierarchical, and event-stream models with output to databases, APIs, Kafka, and more — eliminating GDPR and HIPAA exposure from your test workflows entirely.
The Technology Behind Our Solutions
Performance and API testing
Simulate high-traffic scenarios, test APIs and microservices, and validate synthetic data models early in the lifecycle with AI-assisted test creation.
End-to-end data-driven testing
Deliver referentially intact, masked test data on demand. Enable secure test environments for integration, modernization, and CI/CD workflows.
Continuous UI and regression testing
Automate cross-platform UI testing across browsers, devices, and OS versions. Leverage AI for self-healing scripts and intelligent defect triaging.
Synthetic data generation for testing and AI
Generate referentially accurate, privacy-safe synthetic data for edge cases, performance testing, and AI model training. Eliminate dependency on production data.
Developer and test productivity
Gain visibility into developer workflows, measure test impact, and continuously optimize engineering efficiency and test ROI.
Our Test Data Management Implementation Approach
Why LevelShift
Expertise Across Data Lifecycle
25+ years delivering enterprise-scale solutions across applications, integrations, and data platforms - with deep expertise in QA transformation and test data automation.
Certified, Skilled Delivery Teams
50+ Perforce Delphix-certified specialists, 150+ Microsoft experts, and TDM engineers providing proven, hands-on product expertise for complex engagements.
Specialized, Focused TDM CoE
A focused, expert-led team of 5–6 specialists dedicated to TDM. Accelerators, patterns, and best practices designed to deliver faster ROI.
Global Talent with Industry Focus
Distributed delivery model with domain depth in Manufacturing, FinTech, Technology, Retail, Healthcare, and Real Estate - aligned to regulatory and performance needs.
Frequently Asked Questions (FAQs)
Test Data Management (TDM) is the practice of creating, managing, and provisioning the right data for software testing — at the right time and in the right environment. Without it, teams face slow provisioning, stale datasets, compliance risk, and release delays. As AI-assisted development accelerates release cycles, TDM has moved from a QA concern to a board-level priority.
Data masking replaces sensitive values in real datasets with fictitious but realistic substitutes, preserving the original structure. Synthetic data generation creates entirely new datasets from scratch using rules and schemas — no real data is ever used. LevelShift helps you choose the right approach, or combine both, depending on your compliance requirements and testing needs.
TDM enforces compliance by automating the discovery, classification, and masking of sensitive data before it reaches test environments. Perforce Delphix applies consistent masking policies across all non-production environments, with built-in audit trails and exception handling — ensuring no PII or PHI is ever exposed during testing.
Data virtualization creates lightweight virtual copies of production datasets rather than full physical copies. Perforce Delphix can provision a virtual environment in minutes rather than hours or days — reducing storage costs, eliminating DBA dependency, and giving every team member an isolated, up-to-date dataset without touching production.
Use synthetic data when building new applications without historical data, when production data volumes make masking impractical, or when you need edge-case and rare-scenario coverage that real data cannot provide. GenRocket generates unlimited schema-accurate datasets on demand — making it ideal for AI model training, performance testing, and greenfield development.
Both Perforce Delphix and GenRocket integrate with Jenkins, Azure DevOps, GitHub Actions, and GitLab CI. LevelShift configures automated data provisioning and synthetic data generation as pipeline steps — ensuring every build has access to isolated, compliant test data without manual intervention or environment queuing.
Common signs of TDM immaturity include teams waiting days for test environments, shared datasets causing test conflicts, manual data preparation consuming QA time, and compliance gaps from unmasked production data in test systems. LevelShift offers a TDM maturity assessment to benchmark your current state and define a roadmap to self-service, automated test data at scale.
Not required. LevelShift provides end-to-end implementation, enablement, and optional managed services for both platforms. We train your teams, document governance playbooks, and provide ongoing support — so your engineers can operate these tools confidently without needing dedicated in-house specialists.