Test Data Management (TDM) Onsite Architect

Key Responsibilities

• Define and evolve enterprise TDM architecture covering data masking, subsetting, synthetic data generation, data refresh, provisioning, virtualization and test-data discovery.
• Design Scalable TDM Solutions Across Heterogeneous Environments Including Mainframe DB2, VSAM, sequential datasets, GDGs and related technologies. Distributed databases Oracle, SQL Server, PostgreSQL, DB2 LUW and similar platforms. Cloud/data platforms and enterprise data lakes. APIs, files, messaging and integrated application ecosystems.
• Define reusable test-data patterns based on recurring application and QA requirements.
• Evaluate enterprise TDM products and capabilities against technical and business requirements without being tied to a specific vendor.
• Develop solution architectures, technical workflows, capability matrices, PoCs and platform recommendations.
• Partner with Information Security and Data Governance teams to establish masking, privacy and non-production data controls.
• Integrate TDM capabilities with CI/CD pipelines, test automation and self-service provisioning workflows.
• Explore opportunities for AI-assisted and synthetic test-data generation while maintaining security and data-quality controls.
• Provide architecture and technical leadership to offshore TDM engineers.
• Facilitate technical discussions with application architects, engineering teams, DBAs, data teams and senior technology stakeholders.
• Define operational metrics including provisioning lead time, refresh duration, automation coverage, masking compliance and service reliability.

Required Technical Skills

• 10+ years of IT/data engineering or Quality Engineering experience with significant experience in Test Data Management.
• Strong understanding of enterprise TDM concepts and architecture.
• Hands-on Knowledge Of Data masking and de-identification.
• Data subsetting.
• Synthetic test-data generation.
• Database refresh and cloning.
• Automated/self-service provisioning.
• Referential-integrity management.
• Test-data discovery and profiling.
• Strong SQL and relational database expertise.
• Experience working with complex enterprise application/data landscapes.
• Knowledge of mainframe and distributed data technologies.
• Understanding of cloud/data-lake architectures and modern data platforms.
• Experience integrating engineering platforms through APIs, CI/CD pipelines and automation.
• Knowledge of data privacy, PII handling and non-production security controls.
• Ability to create enterprise architecture diagrams, solution designs and technical standards.

Preferred Skills

• Experience with commercial or enterprise TDM platforms such as K2view, Broadcom Test Data Manager, Delphix, BMC Compuware/File-AID or equivalent technologies.
• Experience with Databricks or modern enterprise data platforms.
• Experience with ServiceNow-based request/workflow integration.
• Experience implementing TDM self-service portals or APIs.
• Exposure to GenAI/Agentic AI approaches for test-data discovery, generation or orchestration.