Data Warehousing and Business Intelligence

  1. Modern Architectures and Advanced Topics
    1. Cloud Data Warehousing
      1. Cloud Platform Benefits
        1. Scalability and Elasticity
          1. Cost Optimization
            1. Managed Services
              1. Global Availability
              2. Cloud Service Models
                1. Infrastructure as a Service
                  1. Platform as a Service
                    1. Software as a Service
                      1. Database as a Service
                      2. Cloud Migration Strategies
                        1. Lift and Shift Approach
                          1. Re-Platforming Approach
                            1. Re-Architecting Approach
                              1. Hybrid Cloud Deployment
                              2. Cloud Security Considerations
                                1. Shared Responsibility Model
                                  1. Data Encryption
                                    1. Network Security
                                      1. Identity and Access Management
                                    2. Data Lake Architecture
                                      1. Data Lake Concepts
                                        1. Raw Data Storage
                                          1. Schema-on-Read Approach
                                            1. Multi-Format Support
                                              1. Scalable Storage
                                              2. Data Lake vs. Data Warehouse
                                                1. Structure Differences
                                                  1. Use Case Variations
                                                    1. Cost Considerations
                                                      1. Governance Challenges
                                                      2. Data Lake Implementation
                                                        1. Storage Layer Design
                                                          1. Processing Framework Selection
                                                            1. Metadata Management
                                                              1. Security Implementation
                                                              2. Lakehouse Architecture
                                                                1. Unified Analytics Platform
                                                                  1. ACID Transaction Support
                                                                    1. Schema Evolution
                                                                      1. Performance Optimization
                                                                    2. Big Data Integration
                                                                      1. Big Data Characteristics
                                                                        1. Volume Challenges
                                                                          1. Velocity Requirements
                                                                            1. Variety Handling
                                                                              1. Veracity Concerns
                                                                              2. Big Data Technologies
                                                                                1. Hadoop Ecosystem
                                                                                  1. Apache Spark
                                                                                    1. NoSQL Databases
                                                                                      1. Stream Processing Engines
                                                                                      2. Unstructured Data Integration
                                                                                        1. Text Data Processing
                                                                                          1. Image and Video Analysis
                                                                                            1. Social Media Data
                                                                                              1. IoT Sensor Data
                                                                                              2. Semi-Structured Data Handling
                                                                                                1. JSON Data Processing
                                                                                                  1. XML Data Integration
                                                                                                    1. Log File Analysis
                                                                                                      1. API Data Consumption
                                                                                                    2. Real-Time and Streaming Analytics
                                                                                                      1. Real-Time Requirements
                                                                                                        1. Latency Expectations
                                                                                                          1. Throughput Demands
                                                                                                            1. Consistency Requirements
                                                                                                              1. Fault Tolerance Needs
                                                                                                              2. Streaming Architecture Patterns
                                                                                                                1. Lambda Architecture
                                                                                                                  1. Kappa Architecture
                                                                                                                    1. Event-Driven Architecture
                                                                                                                      1. Microservices Integration
                                                                                                                      2. Stream Processing Technologies
                                                                                                                        1. Apache Kafka
                                                                                                                          1. Apache Storm
                                                                                                                            1. Cloud Streaming Services
                                                                                                                            2. Real-Time Analytics Use Cases
                                                                                                                              1. Fraud Detection
                                                                                                                                1. Recommendation Engines
                                                                                                                                  1. IoT Monitoring
                                                                                                                                    1. Financial Trading
                                                                                                                                  2. Self-Service Business Intelligence
                                                                                                                                    1. Self-Service Concepts
                                                                                                                                      1. User Empowerment
                                                                                                                                        1. Reduced IT Dependency
                                                                                                                                          1. Agile Analytics
                                                                                                                                            1. Democratized Data Access
                                                                                                                                            2. Self-Service Tools and Platforms
                                                                                                                                              1. Data Preparation Tools
                                                                                                                                                1. Visual Analytics Platforms
                                                                                                                                                  1. Citizen Data Science Tools
                                                                                                                                                    1. Collaborative Analytics
                                                                                                                                                    2. Governance for Self-Service
                                                                                                                                                      1. Data Catalog Management
                                                                                                                                                        1. Quality Assurance
                                                                                                                                                          1. Security Controls
                                                                                                                                                            1. Training and Support
                                                                                                                                                            2. Implementation Strategies
                                                                                                                                                              1. Gradual Rollout
                                                                                                                                                                1. User Training Programs
                                                                                                                                                                  1. Support Structure
                                                                                                                                                                    1. Success Measurement
                                                                                                                                                                  2. Artificial Intelligence and Machine Learning
                                                                                                                                                                    1. AI/ML Integration with BI
                                                                                                                                                                      1. Automated Insights Generation
                                                                                                                                                                        1. Anomaly Detection
                                                                                                                                                                          1. Pattern Recognition
                                                                                                                                                                            1. Predictive Modeling
                                                                                                                                                                            2. Machine Learning in Data Warehousing
                                                                                                                                                                              1. Data Quality Improvement
                                                                                                                                                                                1. ETL Process Optimization
                                                                                                                                                                                  1. Performance Tuning
                                                                                                                                                                                    1. Capacity Planning
                                                                                                                                                                                    2. Natural Language Processing
                                                                                                                                                                                      1. Conversational BI Interfaces
                                                                                                                                                                                        1. Query Generation from Text
                                                                                                                                                                                          1. Automated Report Narration
                                                                                                                                                                                            1. Voice-Activated Analytics
                                                                                                                                                                                            2. Advanced Analytics Capabilities
                                                                                                                                                                                              1. Statistical Analysis
                                                                                                                                                                                                1. Time Series Forecasting
                                                                                                                                                                                                  1. Clustering and Segmentation
                                                                                                                                                                                                    1. Recommendation Systems

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                                                                                                                                                                                                7. Data Governance, Quality, and Security

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                                                                                                                                                                                                9. Implementation and Project Management