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agentic-data-stack-community

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AI Agentic Data Stack Framework - Community Edition. Open source data engineering framework with 4 core agents, essential templates, and 3-dimensional quality validation.

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# Architecture Review Checklist - Community Edition ## Overview This simplified architecture review checklist focuses on essential design validation for community data projects. **Checklist ID**: `architecture-review-checklist-community` **Version**: 1.0.0 **Category**: Technical Architecture **Created**: 2025-01-24 ## Basic Architecture Components ### Data Flow Design - [ ] **Data Sources**: All input sources identified and documented - [ ] **Data Processing**: Core transformation logic defined - [ ] **Data Storage**: Target storage solution selected and configured - [ ] **Data Access**: Output interfaces and access patterns defined - [ ] **Error Handling**: Basic error handling and recovery planned ### Technical Architecture - [ ] **Technology Stack**: Core technologies selected and justified - [ ] **Integration Points**: External system interfaces documented - [ ] **Security Basics**: Basic security measures implemented - [ ] **Scalability**: Growth considerations documented - [ ] **Maintainability**: Code structure supports ongoing maintenance ### Infrastructure Design - [ ] **Environment Setup**: Development and production environments defined - [ ] **Resource Requirements**: Computing and storage needs estimated - [ ] **Backup Strategy**: Basic backup and recovery planned - [ ] **Monitoring**: Essential monitoring and alerting configured - [ ] **Documentation**: Architecture decisions documented ## Design Principles Validation ### Simplicity and Clarity - [ ] **Clear Purpose**: System purpose and scope well-defined - [ ] **Simple Design**: Architecture avoids unnecessary complexity - [ ] **Standard Patterns**: Common patterns used where appropriate - [ ] **Clear Interfaces**: Component interfaces well-defined - [ ] **Understandable**: Architecture can be easily explained to stakeholders ### Quality and Reliability - [ ] **Data Quality**: Quality validation built into design - [ ] **Error Management**: Comprehensive error handling planned - [ ] **Testing Strategy**: Testing approach defined for all components - [ ] **Performance**: Performance considerations addressed - [ ] **Maintenance**: Maintenance procedures defined ## Community Best Practices ### Open Source Considerations - [ ] **Standard Tools**: Leverages common open source tools - [ ] **Community Support**: Selected technologies have active communities - [ ] **Documentation**: Architecture follows community documentation standards - [ ] **Extensibility**: Design allows for future community contributions - [ ] **Licensing**: All components compatible with project licensing ### Cost-Effectiveness - [ ] **Resource Efficiency**: Design optimizes resource usage - [ ] **Operational Costs**: Ongoing operational costs considered - [ ] **Free Tools Priority**: Preference given to free and open source tools - [ ] **Cloud Costs**: If using cloud services, costs are estimated and controlled - [ ] **Total Cost of Ownership**: Overall cost implications understood ## Review Process ### Stakeholder Validation - [ ] **Technical Review**: Technical stakeholders have reviewed and approved - [ ] **Business Alignment**: Architecture aligns with business requirements - [ ] **User Experience**: End-user experience considerations included - [ ] **Risk Assessment**: Major risks identified and mitigation planned - [ ] **Decision Documentation**: Key architectural decisions documented with rationale ### Final Validation - [ ] **Requirements Traceability**: Architecture addresses all functional requirements - [ ] **Non-functional Requirements**: Performance, security, scalability addressed - [ ] **Implementation Feasibility**: Architecture is implementable with available resources - [ ] **Future Flexibility**: Design allows for reasonable future modifications - [ ] **Approval**: All stakeholders have formally approved the architecture ## Sign-off **Architecture Approved By:** - [ ] Technical Lead: _________________ Date: _________ - [ ] Business Stakeholder: __________ Date: _________ - [ ] Data Owner: __________________ Date: _________ **Next Steps:** - [ ] Implementation plan created - [ ] Development environment setup - [ ] Team assignments completed - [ ] Project timeline finalized --- *This community edition checklist focuses on essential architecture validation. For enterprise-grade architecture review including advanced security, compliance, and scalability validation, consider upgrading to the Enterprise Edition.*