Protect production-derived data
Transform sensitive fields before data reaches development, test, QA, sandbox, training, or vendor environments.
Secure Test Data Management
Use realistic data in development, QA, analytics, and vendor workflows without spreading production cleartext. Ubiq protects sensitive values and governs authorized access by identity and policy.
The same test record can serve different workflows safely
Ubiq evaluates the requesting identity, context, and policy, then returns the configured representation for that field or dataset.
Access request
QA automation
Developer
Test analyst
AI test agent
Protected test record
- Customer ID
- CUST-10482
- Name
- Maria Chen
- mariac@acme.com
- Card
- 4716553200914471
Real-time evaluation
Ubiq
Identity
Context
Policy
Runtime data outcome
QA automation
TokenizedRuns repeatable tests with stable protected identifiers
CUST-7K2M-4830Qenva Xltpt7k2m@acme.test4716009477324471
Developer
MaskedDebugs application behavior without full personal data
CUST-••••-0482M•••• C•••m••••@acme.com4716••••••••4471
Test analyst
CleartextReceives approved detail for a controlled validation case
CUST-10482Maria Chenmariac@acme.com4716553200914471
AI test agent
EncryptedOperates on a protected representation, not original data
8F2A-C71B-4E097C2A-9F4B-D1084E09-8F2A-C71B6D13-A82F-91C4
Protected once. Resolved for each test workflow according to identity and policy.
Why secure test data management matters now
Teams need realistic data to test applications accurately. The risk appears when production-derived data is copied into environments and workflows that were never meant to carry the same exposure as production.
Production copies expand the breach surface
Lower environments, personal sandboxes, exports, snapshots, and vendor systems often have broader access and weaker controls than production.
Simple redaction can break test realism
Removing fields or replacing every value with the same placeholder can break validation, referential integrity, joins, search, and realistic application behavior.
Static access rules cannot govern every use
A team may need a dataset without needing every sensitive field in cleartext. Dataset access alone does not determine the representation each identity should receive.
One protected copy cannot serve every workflow
Developers, QA automation, analysts, vendors, and incident responders can need different levels of detail from the same underlying record.
Protecting the dataset is only part of the job. Ubiq also governs which representation each identity receives when access occurs.
What is secure test data management?
Test data management prepares and controls the data used for software development and testing. Security teams need that process to preserve application realism without copying sensitive production values into every lower environment.
Where Ubiq fits
Ubiq adds the security and policy layer to provisioning, subsetting, refresh, and automation workflows, so realistic test data does not require routine cleartext exposure.
Preserve application behavior
Keep the formats and lengths that schemas, validators, and existing applications expect from realistic test values.
Keep tests consistent
Use stable protected values where repeatable tests, joins, lookups, and relationships need to behave the same way across runs.
Govern authorized recovery
Use the requesting identity, context, and policy to control when an integrated workflow can receive cleartext or a protected representation.
How Ubiq helps
Protect test data without breaking the test
Apply the protection method each field and workflow needs. Preserve stable values and expected formats where necessary, while keeping the original sensitive data out of routine lower-environment access.
| Test field | Production value | Protection | Test value | Governed use |
|---|---|---|---|---|
| Customer ID | CUST-10482 | Tokenize | CUST-7K2M-4830 | Stable token for tests; cleartext only for an authorized identity |
| mariac@acme.com | Mask | m••••@acme.com | Masked for routine testing or cleartext when policy explicitly allows | |
| Card number | 4716 5532 0091 4471 | Format protect | 4716 0094 7732 4471 | Format-compatible protected value or authorized cleartext |
| Support notes | Account owner: Maria Chen | Encrypt | 8F2A-C71B-4E09 | Protected for lower environments; cleartext only through approved access |
Customer ID
- Production value
- CUST-10482
- Protection
- Tokenize
- Test value
- CUST-7K2M-4830
- Governed use
- Stable token for tests; cleartext only for an authorized identity
Email
- Production value
- mariac@acme.com
- Protection
- Mask
- Test value
- m••••@acme.com
- Governed use
- Masked for routine testing or cleartext when policy explicitly allows
Card number
- Production value
- 4716 5532 0091 4471
- Protection
- Format protect
- Test value
- 4716 0094 7732 4471
- Governed use
- Format-compatible protected value or authorized cleartext
Support notes
- Production value
- Account owner: Maria Chen
- Protection
- Encrypt
- Test value
- 8F2A-C71B-4E09
- Governed use
- Protected for lower environments; cleartext only through approved access
Where teams use secure test data
Ubiq helps security, engineering, QA, analytics, and compliance teams reduce cleartext exposure across the workflows that depend on realistic data.
Development and QA environments
Use production-like records in lower environments while replacing regulated values with protected representations.
Automated regression testing
Keep protected identifiers consistent across test runs so joins, assertions, and repeatable workflows continue to work.
Vendor and offshore testing
Provide realistic datasets to third parties without broadly distributing original customer, employee, patient, or payment data.
Data migration validation
Validate transformations, schemas, and application behavior with format-compatible protected values before a production cutover.
Analytics and model evaluation
Support analysis and controlled evaluation workflows with tokenized, masked, encrypted, or de-identified data.
Incident reproduction
Reproduce defects with the minimum sensitive detail required, while limiting cleartext to specifically authorized identities.
Add protection to the test data workflow you already use
Ubiq is the security and policy layer for test data, not a replacement for every provisioning or automation tool. Integrate it where sensitive values are prepared, stored, accessed, and returned.
Protect data where it already lives
Apply protection through applications, services, APIs, SQL UDFs, databases, warehouses, and data pipelines inside your environment.
Use masking, tokenization, or encryption
Select the protected representation that preserves the utility each test workflow needs without defaulting to production cleartext.
Preserve formats where required
Use format-preserving techniques when schemas, validators, and existing applications require the original data shape.
Reuse existing identities
Connect Ubiq to your identity environment so policies follow the human and non-human identities you already manage.
Keep data in your environment
Protection and reveal operations run through integrations in your environment, so sensitive data does not need to be sent to Ubiq.
Complement your TDM workflow
Add field-level protection and identity-governed access to the tools and processes you use for dataset provisioning, refresh, and test automation.
Test data management questions
What is test data management?
Test data management is the process of preparing, provisioning, maintaining, and controlling data used for software development and testing. A complete TDM program can include dataset discovery, subsetting, refresh, generation, masking, access control, and delivery to lower environments.
How does Ubiq support test data management?
Ubiq provides the data security and access-control layer for test data management. It protects sensitive fields through masking, tokenization, de-identification, or encryption and can govern which protected or unprotected representation an integrated workflow receives based on the requesting identity, context, and policy.
Does Ubiq replace a complete test data management platform?
Ubiq complements test data management platforms and internal provisioning workflows. It is focused on discovering sensitive data, protecting values, and governing access. Teams can continue using existing tools for activities such as dataset subsetting, refresh, orchestration, and synthetic data generation.
Can teams test with production data safely?
Teams can reduce risk by protecting sensitive production-derived fields before the data reaches development, QA, sandbox, analytics, or vendor environments. The appropriate method depends on the workflow and can include masking, tokenization, de-identification, encryption, or format-preserving protection.
What is the difference between test data masking and tokenization?
Masking obscures part or all of a value, while tokenization replaces the original with a protected representation. Masking is useful when a person or workflow needs limited visual context. Stable tokenization is useful when tests need consistent values for joins, lookups, and repeatable processing without exposing the original identifier.
Can protected test data keep the original format?
Yes. Where application compatibility requires it, Ubiq can use format-preserving protection techniques so protected values retain the length, character set, and shape expected by existing schemas and validation rules.
Can an authorized user recover original values?
Ubiq can return an authorized cleartext value or a configured protected representation through an integrated access path. The requesting identity, context, and policy determine the runtime outcome defined for that dataset or field.
Does test data need to leave the customer environment?
No. Ubiq provides a SaaS control plane while protection and reveal operations execute through integrations inside the customer environment. Sensitive data does not need to be sent to Ubiq for masking, tokenization, encryption, or authorized reveal.