Cloud Data Management and Analysis

  1. Data Analysis and Business Intelligence (BI)
    1. Interactive Query Services
      1. Querying Data in Data Lakes
        1. Schema-on-Read Queries
          1. Federated Query Capabilities
            1. Query Optimization Techniques
              1. Partition Pruning
                1. Predicate Pushdown
                2. Key Services
                  1. Amazon Athena
                    1. SQL Querying on S3
                      1. Workgroups and Cost Control
                        1. Query Result Caching
                          1. JDBC/ODBC Connectivity
                          2. Azure Synapse Analytics (Serverless SQL)
                            1. On-Demand Querying
                              1. External Tables
                                1. Query Performance Optimization
                                  1. Cost Management
                                  2. Google BigQuery Omni
                                    1. Multi-Cloud Querying
                                      1. Cross-Cloud Analytics
                                        1. Data Transfer Optimization
                                    2. Cloud-Native BI and Visualization
                                      1. Dashboarding and Reporting
                                        1. Real-Time Dashboards
                                          1. Scheduled Reports
                                            1. Interactive Visualizations
                                              1. Mobile Accessibility
                                                1. Collaboration Features
                                                2. Key Services
                                                  1. Amazon QuickSight
                                                    1. Data Source Integration
                                                      1. SPICE In-Memory Engine
                                                        1. Machine Learning Insights
                                                          1. Embedded Analytics
                                                          2. Microsoft Power BI
                                                            1. Cloud and On-Premises Data
                                                              1. Power Query for Data Preparation
                                                                1. DAX for Calculations
                                                                  1. Power BI Service Features
                                                                  2. Google Looker Studio
                                                                    1. Data Modeling and Visualization
                                                                      1. Calculated Fields
                                                                        1. Sharing and Collaboration
                                                                          1. Custom Connectors
                                                                      2. Integrating Third-Party BI Tools
                                                                        1. Connectivity to Cloud Data Sources
                                                                          1. JDBC/ODBC Drivers
                                                                            1. REST API Integration
                                                                              1. Native Connectors
                                                                              2. Security and Access Control
                                                                                1. Authentication Methods
                                                                                  1. Row-Level Security
                                                                                    1. Column-Level Security
                                                                                      1. Data Masking
                                                                                    2. Advanced Analytics Capabilities
                                                                                      1. Statistical Analysis
                                                                                        1. Descriptive Statistics
                                                                                          1. Hypothesis Testing
                                                                                            1. Regression Analysis
                                                                                            2. Time Series Analysis
                                                                                              1. Trend Analysis
                                                                                                1. Seasonality Detection
                                                                                                  1. Forecasting Methods
                                                                                                  2. Geospatial Analytics
                                                                                                    1. Location-Based Analysis
                                                                                                      1. Spatial Joins
                                                                                                        1. Geographic Visualization

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                                                                                                    5. Data Processing and Transformation

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                                                                                                    7. Machine Learning and Advanced Analytics