A real SOT-based Test Data Management System PRD template connecting test-data request, masking-policy, and data-set registration, data-set, sensitivity, access-right, and refresh-history lookup, request review, masking, approval, provision, expiry, and disposal handling, data provisioning time, sensitive-data control, reuse rate, and expiry reporting.
Teams designing an internal operations system for development and qa team requesting and using test data sets and qa platform and data-governance coordinator
CONTENTS
What the template includes
Test-data request, masking-policy, and data-set registration
Data-set, sensitivity, access-right, and refresh-history lookup
Request review, masking, approval, provision, expiry, and disposal handling
Data provisioning time, sensitive-data control, reuse rate, and expiry reporting
VIBESPEC VIEWER
See the plan in VibeSpec
Each screen is generated from the public SOT included with this template.
How to use and adapt this Test Data Management System
This Test Data Management System connects test-data request, masking-policy, and data-set registration, data-set, sensitivity, access-right, and refresh-history lookup, request review, masking, approval, provision, expiry, and disposal handling, and data provisioning time, sensitive-data control, reuse rate, and expiry reporting in one SOT-based planning document. Use the complete HTML to review and share the plan, then adapt the SOT JSON with the VibeSpec plugin in Claude or Codex.
What this Test Data Management System actually includes
Test-data request, masking-policy, and data-set registration
For test-data request, masking-policy, and data-set registration, define the required context, classification rules, and duplicate or missing-data checks before work enters the operating queue.
Data-set, sensitivity, access-right, and refresh-history lookup
For data-set, sensitivity, access-right, and refresh-history lookup, keep status, owner, priority, and change history together so the team can find the complete operating context.
Request review, masking, approval, provision, expiry, and disposal handling
In request review, masking, approval, provision, expiry, and disposal handling, connect assignment, approval or rejection, exception handling, and completion confirmation as one accountable workflow.
Data provisioning time, sensitive-data control, reuse rate, and expiry reporting
Use data provisioning time, sensitive-data control, reuse rate, and expiry reporting to track due dates, bottlenecks, exceptions, and completion outcomes by team, period, and operating category.
Policy, access, and integration foundations
Set the role-based access, audit history, notifications, and external-system boundaries that Test Data Management System needs to operate safely.
Start in three steps, even without planning experience
1. Review the complete HTML with your team
The download opens in a browser without setup. Compare the PRD, feature specification, screen structure, and user flow with the work your team does today.
2. Name your operating rules
Write down real user roles, required data, approval rules, exceptions, and success metrics. Start with the core flow from test-data request, masking-policy, and data-set registration through request review, masking, approval, provision, expiry, and disposal handling.
3. Give the SOT JSON to VibeSpec
Attach the SOT JSON in Claude or Codex with the VibeSpec plugin and describe the change in plain language. VibeSpec keeps requirements, features, screens, and user flows connected.
Adapt this Test Data Management System for your team
Rename terms and states first
Replace the template vocabulary, states, and classification with the terms your team uses. Keep test-data request, masking-policy, and data-set registration and data-set, sensitivity, access-right, and refresh-history lookup consistent.
Make roles, approvals, and exceptions explicit
Define who registers, reviews, approves, processes, and confirms completion, plus the conditions that trigger rejection or reprocessing in request review, masking, approval, provision, expiry, and disposal handling.
Keep screens, metrics, and integrations connected
Decide what data provisioning time, sensitive-data control, reuse rate, and expiry reporting should measure, then connect any SSO, messaging, or adjacent-system integration to the related screens and user flow.
Capabilities to add next
Automation and notifications
Create a separate Test Data Management System initiative for due-date alerts, owner assignment, approval reminders, and exception follow-up.
External-system integrations
Before connecting Test Data Management System to source data or adjacent systems, define synchronization cadence, failure handling, access boundaries, and audit records.
Operations analytics
Extend Test Data Management System with team, period, and category analysis plus action rules for deteriorating completion or service levels.
Prompts you can use with VibeSpec
Adapt it to our terminology and roles
Adapt this Test Data Management System for our team. Ask about our user roles, states, required fields, and approval steps first, then update the requirements, screens, and user flows together.
Simplify it into an MVP
Reduce this Test Data Management System to an MVP that keeps test-data request, masking-policy, and data-set registration, data-set, sensitivity, access-right, and refresh-history lookup, and request review, masking, approval, provision, expiry, and disposal handling. Move automation and external integrations into separate initiatives.
Add operations automation
Create a separate initiative on top of this Test Data Management System for due-date alerts and automatic owner assignment. Keep the connection to the existing screens and user flow.
Test Data Management System FAQ
Can I use this template without development experience?
Yes. The complete HTML opens in a browser for review and sharing. To adapt the plan, attach the SOT JSON to Claude or Codex with the VibeSpec plugin and describe the change in plain language.
What is included in this planning template?
It includes test-data request, masking-policy, and data-set registration, data-set, sensitivity, access-right, and refresh-history lookup, request review, masking, approval, provision, expiry, and disposal handling, and data provisioning time, sensitive-data control, reuse rate, and expiry reporting, plus foundations for access, audit history, notifications, and integrations.
What is the difference between the HTML and SOT JSON downloads?
The HTML is a complete planning document for reading and sharing. The SOT JSON is source data that VibeSpec can update while keeping requirements, features, screens, and user flows connected.
How should I add a new capability?
For a discrete capability such as automation, integration, or additional analytics, create and review a separate initiative before changing the product plan broadly.
WORKFLOW
Use it with VibeSpec
Open the complete HTML file to review or share it immediately.
Download the SOT JSON and load it in the VibeSpec viewer.
Adapt the features, screens, and flows for your team.