Cloud Data Management and Analysis

  1. Data Governance and Security
    1. Identity and Access Management (IAM)
      1. Users, Groups, Roles, and Policies
        1. Role-Based Access Control (RBAC)
          1. Policy Definition and Enforcement
            1. Attribute-Based Access Control (ABAC)
              1. Just-In-Time Access
              2. Principle of Least Privilege
                1. Access Review and Auditing
                  1. Permission Boundaries
                    1. Temporary Access Grants
                    2. Multi-Factor Authentication
                      1. Authentication Methods
                        1. Conditional Access Policies
                          1. Risk-Based Authentication
                          2. Single Sign-On (SSO)
                            1. Identity Federation
                              1. SAML and OAuth Integration
                                1. Directory Services Integration
                              2. Data Encryption
                                1. Encryption in Transit (TLS/SSL)
                                  1. Secure Data Transfer
                                    1. Certificate Management
                                      1. Protocol Versions
                                        1. Cipher Suites
                                        2. Encryption at Rest
                                          1. Server-Side Encryption
                                            1. Client-Side Encryption
                                              1. Encryption Options and Algorithms
                                                1. Transparent Data Encryption
                                                2. Key Management Services (KMS)
                                                  1. Key Rotation and Lifecycle
                                                    1. Hardware Security Modules
                                                      1. Key Escrow and Recovery
                                                        1. Bring Your Own Key (BYOK)
                                                      2. Network Security
                                                        1. Virtual Private Cloud (VPC) / Virtual Network (VNet)
                                                          1. Subnetting and Segmentation
                                                            1. Route Tables
                                                              1. Internet Gateways
                                                                1. NAT Gateways
                                                                2. Security Groups and Network ACLs
                                                                  1. Ingress and Egress Rules
                                                                    1. Stateful vs. Stateless Filtering
                                                                      1. Rule Prioritization
                                                                      2. Private Endpoints and Service Endpoints
                                                                        1. Secure Service Access
                                                                          1. DNS Configuration
                                                                            1. Traffic Routing
                                                                            2. VPN and Direct Connect
                                                                              1. Site-to-Site VPN
                                                                                1. Point-to-Site VPN
                                                                                  1. Dedicated Network Connections
                                                                                2. Data Cataloging and Metadata Management
                                                                                  1. Discovering and Tagging Data Assets
                                                                                    1. Automated Metadata Extraction
                                                                                      1. Data Classification
                                                                                        1. Sensitive Data Discovery
                                                                                          1. Business Glossary Management
                                                                                          2. Key Services
                                                                                            1. AWS Glue Data Catalog
                                                                                              1. Table Definitions
                                                                                                1. Schema Registry
                                                                                                  1. Crawler Configuration
                                                                                                  2. Azure Purview
                                                                                                    1. Data Map
                                                                                                      1. Data Insights
                                                                                                        1. Data Policy Management
                                                                                                        2. Google Cloud Data Catalog
                                                                                                          1. Entry Groups
                                                                                                            1. Tag Templates
                                                                                                              1. Policy Tags
                                                                                                          2. Data Lineage and Provenance
                                                                                                            1. Tracking Data Origins and Transformations
                                                                                                              1. Data Flow Visualization
                                                                                                                1. Impact Analysis
                                                                                                                  1. Dependency Mapping
                                                                                                                    1. Change Impact Assessment
                                                                                                                    2. Lineage Collection Methods
                                                                                                                      1. Automated Lineage Capture
                                                                                                                        1. Manual Lineage Documentation
                                                                                                                          1. API-Based Lineage
                                                                                                                        2. Compliance and Auditing
                                                                                                                          1. Logging API Calls and User Activity
                                                                                                                            1. Audit Trail Management
                                                                                                                              1. Log Retention Policies
                                                                                                                                1. Log Analysis and Monitoring
                                                                                                                                2. Key Services
                                                                                                                                  1. AWS CloudTrail
                                                                                                                                    1. Event History
                                                                                                                                      1. Insights and Analytics
                                                                                                                                        1. Multi-Region Logging
                                                                                                                                        2. Azure Monitor
                                                                                                                                          1. Activity Logs
                                                                                                                                            1. Diagnostic Settings
                                                                                                                                              1. Log Analytics Workspace
                                                                                                                                              2. Google Cloud Audit Logs
                                                                                                                                                1. Admin Activity Logs
                                                                                                                                                  1. Data Access Logs
                                                                                                                                                    1. System Event Logs
                                                                                                                                                  2. Regulatory Compliance
                                                                                                                                                    1. GDPR Compliance
                                                                                                                                                      1. HIPAA Compliance
                                                                                                                                                        1. SOX Compliance
                                                                                                                                                          1. Industry-Specific Regulations
                                                                                                                                                        2. Data Privacy and Masking
                                                                                                                                                          1. Anonymization and Pseudonymization Techniques
                                                                                                                                                            1. Data Redaction
                                                                                                                                                              1. Tokenization
                                                                                                                                                                1. K-Anonymity
                                                                                                                                                                  1. Differential Privacy
                                                                                                                                                                  2. Dynamic Data Masking
                                                                                                                                                                    1. Rule-Based Masking
                                                                                                                                                                      1. Role-Based Masking
                                                                                                                                                                        1. Format-Preserving Encryption
                                                                                                                                                                        2. Data Loss Prevention (DLP)
                                                                                                                                                                          1. Content Inspection
                                                                                                                                                                            1. Policy Enforcement
                                                                                                                                                                              1. Incident Response

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                                                                                                                                                                          7. Machine Learning and Advanced Analytics

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                                                                                                                                                                          9. Orchestration and Automation