Custom Validation Rules
Define validation rules tailored to your business logic. From simple null checks to complex multi-table validations, full flexibility with proper governance.
Start free trialKey benefits
See how this feature delivers value across your organization.
For Data Experts
- SQL-based rule definitions
- Complex multi-table joins
- Custom functions and expressions
- Parameterized rules
Business Impact
- Conditional validation rules
- Business threshold configurations
- Exception handling
- Context-aware checks
For Analysts
- Visual rule builder UI
- Template library
- Preview before deploy
IT & Compliance
- Version control integration
- Approval workflows
- Change audit trails
- Rollback capabilities
How it works
From creation to deployment with proper governance.
Create Rules
Build rules using your preferred method.
- • SQL editor
- • Expression language
Test & Validate
Test rules against sample data before deployment.
- • Sandbox testing
- • Sample data preview
- • Performance analysis
Review & Approve
Submit for review through your approval workflow.
- • Peer review
- • Approval gates
- • Compliance check
Deploy & Monitor
Deploy to production with full version control.
- • Version history
- • Rollback support
- • Alert configuration
Create Rules
Build rules using your preferred method.
- SQL editor
- Expression language
Test & Validate
Test rules against sample data before deployment.
- Sandbox testing
- Sample data preview
- Performance analysis
Review & Approve
Submit for review through your approval workflow.
- Peer review
- Approval gates
- Compliance check
Deploy & Monitor
Deploy to production with full version control.
- Version history
- Rollback support
- Alert configuration
Multiple ways to create rules
Choose the approach that fits your team's skills and the rule's complexity.
Rule Overview
One place for all enterprise rules
- • Complete flexibility
- • Multi-table joins
- • Custom functions
Expression Language
Simplified rule syntax
- • Readable syntax
- • Business-friendly
- • Quick to write
- • Easy maintenance
Enterprise rule lifecycle
Proper version control, testing, and approval for all rule changes.
Draft
Create or modify rule
Test
Validate in sandbox
Review
Peer review changes
Approve
Get sign-off
Deploy
Release to production
Version Control
Full history of all changes
Rollback Support
Instant revert to any version
Audit Trails
Who changed what and when
See it in action
Explore the interface and see how the feature works.
Functional Rule Creator
Create the rule by describing it in natural language. No SQL required for the business users.
Rules Overview
One place for all your enterprise validation rules. Organize, manage, and monitor rules across all your data sources.
Real-world use cases
See how organizations solve data quality challenges.
Before
Business rules were enforced inconsistently, with violations discovered during audits.
After
Custom rules encode business logic, with automated checking on every transaction.
Before
One-size-fits-all rules caused false positives for valid edge cases.
After
Conditional rules apply different criteria based on region, product type, or customer segment.
Before
Inconsistent data where end_date was before start_date, or totals didn't match line items.
After
Cross-field rules catch logical inconsistencies at the record level.
Before
Invalid codes in transaction data caused downstream processing failures.
After
Lookup rules validate all codes against authoritative reference data.
Integrations & workflows
Connect to your existing tools and processes.
How it fits your workflow
Rules are managed through the UI. Git integration enables infrastructure-as-code workflows. Changes trigger your approval process, ensuring proper governance.
Frequently asked questions
Get answers to common questions about this feature.
Take control of your data quality rules
See how custom rules can encode your business logic and ensure data quality across your organization. Book a demo to see it in action.