Cloud Data Management and Analysis

  1. Cost Management and Optimization
    1. Cloud Pricing Models
      1. Pay-As-You-Go
        1. Usage-Based Billing
          1. Granular Pricing
            1. Cost Transparency
            2. Reserved Capacity / Savings Plans
              1. Commitment-Based Discounts
                1. Term Options
                  1. Payment Options
                    1. Capacity Reservations
                    2. Spot Instances
                      1. Preemptible Resources
                        1. Cost Savings and Risks
                          1. Interruption Handling
                            1. Best Practices
                          2. Monitoring and Analyzing Costs
                            1. Cost Explorer and Billing Dashboards
                              1. Usage Visualization
                                1. Cost Breakdown Analysis
                                  1. Trend Analysis
                                    1. Forecasting
                                    2. Setting Budgets and Alerts
                                      1. Threshold Notifications
                                        1. Budget Types
                                          1. Alert Actions
                                            1. Variance Analysis
                                            2. Cost Allocation with Tags
                                              1. Resource Tagging Strategies
                                                1. Cost Center Assignment
                                                  1. Project-Based Allocation
                                                    1. Chargeback and Showback
                                                  2. Optimization Strategies
                                                    1. Right-Sizing Compute Instances
                                                      1. Performance vs. Cost Trade-Offs
                                                        1. Utilization Monitoring
                                                          1. Instance Type Selection
                                                            1. Auto-Scaling Configuration
                                                            2. Optimizing Storage Costs with Tiers and Lifecycle Policies
                                                              1. Data Movement Automation
                                                                1. Access Pattern Analysis
                                                                  1. Compression Strategies
                                                                    1. Deduplication Techniques
                                                                    2. Automating Shutdown of Development Environments
                                                                      1. Scheduling and Automation Tools
                                                                        1. Resource Tagging for Automation
                                                                          1. Policy-Based Shutdown
                                                                          2. Choosing Cost-Effective Service Architectures
                                                                            1. Serverless vs. Provisioned Resources
                                                                              1. Evaluating Total Cost of Ownership (TCO)
                                                                                1. Multi-Cloud Cost Comparison
                                                                                  1. Service Selection Criteria
                                                                                  2. Data Transfer Cost Optimization
                                                                                    1. Regional Data Placement
                                                                                      1. CDN Usage
                                                                                        1. Compression and Caching
                                                                                          1. Egress Cost Management
                                                                                        2. FinOps for Data Workloads
                                                                                          1. Cost Accountability
                                                                                            1. Ownership Assignment
                                                                                              1. Cost Transparency
                                                                                                1. Performance Metrics
                                                                                                2. Continuous Optimization
                                                                                                  1. Regular Cost Reviews
                                                                                                    1. Optimization Recommendations
                                                                                                      1. Automated Cost Controls
                                                                                                      2. Cultural and Organizational Aspects
                                                                                                        1. Cross-Functional Collaboration
                                                                                                          1. Cost-Aware Development
                                                                                                            1. Training and Education

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                                                                                                        9. Orchestration and Automation

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                                                                                                        1. Introduction to Cloud Data Management