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AI Agent Orchestration Framework for Salesforce Development - Two-phase architecture with 70% context reduction

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# Data Quality Validation Testing Checklist This comprehensive checklist ensures thorough validation testing for data quality analysis and improvement initiatives in Salesforce. ## Test Planning and Strategy ### Level 1: Test Scope Definition - [ ] Validation objectives clearly defined - [ ] Data objects for testing identified - [ ] Critical data elements prioritized - [ ] Test coverage targets established - [ ] Success criteria documented ### Level 2: Test Environment Setup - [ ] Test environment provisioned - [ ] Test data sets prepared - [ ] Baseline data quality captured - [ ] Test tools configured - [ ] Access permissions verified ### Level 3: Test Case Design - [ ] Positive test scenarios created - [ ] Negative test cases developed - [ ] Edge case scenarios identified - [ ] Boundary value tests designed - [ ] Data volume tests planned ## Data Profiling Tests ### Level 1: Statistical Analysis - [ ] Row count validation tests - [ ] Null value percentage tests - [ ] Distinct value count tests - [ ] Value distribution analysis tests - [ ] Pattern frequency tests ### Level 2: Data Type Validation - [ ] Numeric field validation tests - [ ] Text field format tests - [ ] Date field consistency tests - [ ] Boolean field accuracy tests - [ ] Currency field precision tests ### Level 3: Completeness Testing - [ ] Required field population tests - [ ] Optional field usage tests - [ ] Record completeness scoring - [ ] Missing data pattern tests - [ ] Default value verification tests ## Business Rule Validation Testing ### Level 1: Field-Level Rules - [ ] Format validation tests - [ ] Range validation tests - [ ] Length constraint tests - [ ] Pattern matching tests - [ ] Allowed value tests ### Level 2: Cross-Field Rules - [ ] Conditional field dependency tests - [ ] Field correlation tests - [ ] Calculation accuracy tests - [ ] Date sequence validation tests - [ ] Status transition tests ### Level 3: Cross-Object Rules - [ ] Parent-child relationship tests - [ ] Lookup validation tests - [ ] Roll-up calculation tests - [ ] Sharing rule tests - [ ] Record type consistency tests ## Duplicate Detection Testing ### Level 1: Exact Match Testing - [ ] Identical record detection tests - [ ] Key field matching tests - [ ] Case sensitivity tests - [ ] Whitespace handling tests - [ ] Special character tests ### Level 2: Fuzzy Matching Tests - [ ] Name variation tests - [ ] Address matching tests - [ ] Phonetic matching tests - [ ] Abbreviation handling tests - [ ] Typo tolerance tests ### Level 3: Advanced Matching - [ ] Cross-object duplicate tests - [ ] Hierarchical duplicate tests - [ ] Merged record validation tests - [ ] Duplicate prevention rule tests - [ ] Match scoring accuracy tests ## Data Standardization Testing ### Level 1: Format Standardization - [ ] Name capitalization tests - [ ] Address formatting tests - [ ] Phone number normalization tests - [ ] Email validation tests - [ ] Date format consistency tests ### Level 2: Value Standardization - [ ] Picklist value mapping tests - [ ] Code standardization tests - [ ] Unit of measure tests - [ ] Currency conversion tests - [ ] Time zone handling tests ### Level 3: Business Logic Standardization - [ ] Naming convention tests - [ ] Categorization rule tests - [ ] Classification accuracy tests - [ ] Taxonomy compliance tests - [ ] Industry standard adherence tests ## Integration Validation Testing ### Level 1: Source System Validation - [ ] Source data quality tests - [ ] Extract accuracy tests - [ ] Transformation logic tests - [ ] Load verification tests - [ ] Error handling tests ### Level 2: Real-time Integration Tests - [ ] API data validation tests - [ ] Synchronization accuracy tests - [ ] Latency impact tests - [ ] Conflict resolution tests - [ ] Error recovery tests ### Level 3: Batch Integration Tests - [ ] Batch completeness tests - [ ] Processing accuracy tests - [ ] Performance benchmark tests - [ ] Volume handling tests - [ ] Failure recovery tests ## Performance Testing ### Level 1: Query Performance - [ ] Data retrieval speed tests - [ ] Complex query tests - [ ] Index effectiveness tests - [ ] Filter performance tests - [ ] Sort operation tests ### Level 2: Bulk Operation Tests - [ ] Mass update performance tests - [ ] Bulk delete tests - [ ] Import performance tests - [ ] Export efficiency tests - [ ] Batch processing tests ### Level 3: Concurrent User Tests - [ ] Multi-user access tests - [ ] Lock contention tests - [ ] Resource utilization tests - [ ] Scalability tests - [ ] Peak load tests ## Validation Rule Testing ### Level 1: Rule Logic Tests - [ ] Positive validation tests - [ ] Negative validation tests - [ ] Boundary condition tests - [ ] Error message tests - [ ] Rule priority tests ### Level 2: Complex Rule Tests - [ ] Multi-condition rule tests - [ ] Nested logic tests - [ ] Formula field tests - [ ] Cross-object rule tests - [ ] Time-based rule tests ### Level 3: Rule Impact Tests - [ ] Performance impact tests - [ ] User experience tests - [ ] Integration impact tests - [ ] Bulk operation tests - [ ] Exception handling tests ## Reporting and Analytics Testing ### Level 1: Report Accuracy - [ ] Data aggregation tests - [ ] Filter accuracy tests - [ ] Grouping logic tests - [ ] Summary calculation tests - [ ] Cross-filter tests ### Level 2: Dashboard Validation - [ ] Component accuracy tests - [ ] Real-time update tests - [ ] Drill-down functionality tests - [ ] Performance tests - [ ] Mobile rendering tests ### Level 3: Analytics Testing - [ ] Predictive model tests - [ ] Trend analysis tests - [ ] Anomaly detection tests - [ ] KPI calculation tests - [ ] Data visualization tests ## Security and Compliance Testing ### Level 1: Access Control Tests - [ ] Field-level security tests - [ ] Record access tests - [ ] Profile permission tests - [ ] Role hierarchy tests - [ ] Sharing rule tests ### Level 2: Data Privacy Tests - [ ] PII protection tests - [ ] Encryption validation tests - [ ] Masking effectiveness tests - [ ] Audit trail tests - [ ] Consent management tests ### Level 3: Compliance Validation - [ ] Regulatory requirement tests - [ ] Industry standard tests - [ ] Data retention tests - [ ] Right to deletion tests - [ ] Cross-border data tests ## Test Automation ### Level 1: Test Script Development - [ ] Automated test cases created - [ ] Test data generation automated - [ ] Result validation automated - [ ] Report generation automated - [ ] Schedule execution configured ### Level 2: Continuous Testing - [ ] CI/CD integration tests - [ ] Regression test suite - [ ] Smoke test automation - [ ] Performance test automation - [ ] Security test automation ### Level 3: Test Maintenance - [ ] Test script updates - [ ] Test data refresh - [ ] Framework enhancements - [ ] Tool upgrades - [ ] Documentation updates ## User Acceptance Testing ### Level 1: Functional Validation - [ ] Business process tests - [ ] User workflow tests - [ ] Data entry tests - [ ] Search functionality tests - [ ] Export/import tests ### Level 2: Usability Testing - [ ] User interface tests - [ ] Navigation tests - [ ] Error message tests - [ ] Help content tests - [ ] Mobile experience tests ### Level 3: Performance Acceptance - [ ] Response time tests - [ ] Concurrent user tests - [ ] Data volume tests - [ ] Peak usage tests - [ ] Batch processing tests ## Defect Management ### Level 1: Defect Tracking - [ ] Defect logging procedures - [ ] Severity classification - [ ] Priority assignment - [ ] Assignment workflow - [ ] Status tracking ### Level 2: Root Cause Analysis - [ ] Defect pattern analysis - [ ] Root cause identification - [ ] Impact assessment - [ ] Fix verification - [ ] Prevention measures ### Level 3: Quality Metrics - [ ] Defect density tracking - [ ] Resolution time metrics - [ ] Reopen rate monitoring - [ ] Test effectiveness metrics - [ ] Quality trend analysis ## Test Closure Activities ### Level 1: Test Completion - [ ] All test cases executed - [ ] Defects resolved or deferred - [ ] Test objectives met - [ ] Sign-offs obtained - [ ] Deliverables completed ### Level 2: Documentation - [ ] Test results documented - [ ] Lessons learned captured - [ ] Best practices updated - [ ] Knowledge base updated - [ ] Archive created ### Level 3: Continuous Improvement - [ ] Process improvements identified - [ ] Tool enhancements planned - [ ] Training needs assessed - [ ] Metrics analysis completed - [ ] Future recommendations made