Data Lakes and Lakehouses

  1. Use Cases and Application Patterns
    1. Business Intelligence Integration
      1. BI Tool Connectivity
        1. ODBC Driver Configuration
          1. JDBC Connection Setup
            1. Native Connector Usage
            2. Dashboard Development
              1. Real-Time Visualization
                1. Interactive Reporting
                  1. Self-Service Analytics
                    1. Mobile Dashboard Support
                    2. Performance Considerations
                      1. Query Response Times
                        1. Concurrent User Support
                          1. Data Refresh Strategies
                        2. SQL Analytics Workloads
                          1. Ad-Hoc Query Support
                            1. Interactive Query Performance
                              1. Complex Join Operations
                                1. Aggregation Capabilities
                                2. Analyst Empowerment
                                  1. Direct Data Access
                                    1. Query Optimization Tools
                                      1. Performance Monitoring
                                      2. Enterprise Reporting
                                        1. Scheduled Report Generation
                                          1. Parameterized Reports
                                            1. Distribution Mechanisms
                                          2. Data Science and Machine Learning
                                            1. Feature Engineering Workflows
                                              1. Data Preparation Pipelines
                                                1. Feature Store Integration
                                                  1. Data Transformation
                                                  2. Model Development Lifecycle
                                                    1. Exploratory Data Analysis
                                                      1. Model Training at Scale
                                                        1. Hyperparameter Tuning
                                                          1. Model Validation
                                                          2. MLOps Integration
                                                            1. Model Deployment Automation
                                                              1. Performance Monitoring
                                                                1. Model Versioning
                                                                  1. A/B Testing Support
                                                                2. Real-Time Analytics Applications
                                                                  1. IoT Data Processing
                                                                    1. Sensor Data Ingestion
                                                                      1. Time Series Analysis
                                                                        1. Anomaly Detection
                                                                          1. Predictive Maintenance
                                                                          2. Log Analytics Solutions
                                                                            1. Log Aggregation
                                                                              1. Pattern Recognition
                                                                                1. Security Monitoring
                                                                                  1. Performance Analysis
                                                                                  2. Fraud Detection Systems
                                                                                    1. Real-Time Scoring
                                                                                      1. Pattern Matching
                                                                                        1. Alert Generation
                                                                                          1. Investigation Workflows

                                                                                      Previous

                                                                                      6. Implementation and Management Strategies

                                                                                      Go to top

                                                                                      Next

                                                                                      8. Architecture Comparison and Selection