Data Engineering

  1. Data Operations and Infrastructure Management
    1. Infrastructure as Code
      1. IaC Principles and Benefits
        1. Version Control for Infrastructure
          1. Reproducible Deployments
            1. Configuration Drift Prevention
            2. Terraform
              1. Configuration Language Syntax
                1. Resource Providers
                  1. State Management
                    1. Module Development
                      1. Workspace Management
                      2. Cloud-Specific IaC Tools
                        1. AWS CloudFormation
                          1. Template Structure
                            1. Stack Management
                              1. Change Sets
                              2. Azure Resource Manager Templates
                                1. Google Cloud Deployment Manager
                              3. Containerization Technologies
                                1. Docker Fundamentals
                                  1. Container vs. Virtual Machine
                                    1. Image Creation and Management
                                      1. Dockerfile Best Practices
                                        1. Container Networking
                                          1. Volume Management
                                          2. Docker Compose
                                            1. Multi-Container Applications
                                              1. Service Definition
                                                1. Environment Configuration
                                                  1. Development Workflows
                                                  2. Container Registries
                                                    1. Image Storage and Distribution
                                                      1. Security Scanning
                                                        1. Access Control
                                                      2. Container Orchestration
                                                        1. Kubernetes Architecture
                                                          1. Master Node Components
                                                            1. Worker Node Components
                                                              1. Pod Lifecycle Management
                                                              2. Kubernetes Resources
                                                                1. Deployments and ReplicaSets
                                                                  1. Services and Ingress
                                                                    1. ConfigMaps and Secrets
                                                                      1. Persistent Volumes
                                                                      2. Kubernetes Operations
                                                                        1. Cluster Management
                                                                          1. Application Deployment
                                                                            1. Scaling and Load Balancing
                                                                              1. Monitoring and Logging
                                                                            2. CI/CD for Data Pipelines
                                                                              1. Continuous Integration Practices
                                                                                1. Automated Testing Strategies
                                                                                  1. Code Quality Gates
                                                                                    1. Build Automation
                                                                                      1. Artifact Management
                                                                                      2. Continuous Deployment Strategies
                                                                                        1. Blue-Green Deployments
                                                                                          1. Canary Releases
                                                                                            1. Rolling Updates
                                                                                              1. Rollback Procedures
                                                                                              2. Pipeline Testing
                                                                                                1. Unit Testing for Data Pipelines
                                                                                                  1. Integration Testing
                                                                                                    1. Data Quality Testing
                                                                                                      1. Performance Testing
                                                                                                    2. Monitoring and Observability
                                                                                                      1. System Performance Monitoring
                                                                                                        1. CPU and Memory Utilization
                                                                                                          1. Disk I/O Metrics
                                                                                                            1. Network Performance
                                                                                                              1. Application Performance Monitoring
                                                                                                              2. Data Pipeline Monitoring
                                                                                                                1. Pipeline Execution Metrics
                                                                                                                  1. Data Freshness Monitoring
                                                                                                                    1. Error Rate Tracking
                                                                                                                      1. SLA Monitoring
                                                                                                                      2. Logging Strategies
                                                                                                                        1. Structured Logging
                                                                                                                          1. Log Aggregation
                                                                                                                            1. Log Analysis Tools
                                                                                                                              1. Log Retention Policies
                                                                                                                              2. Alerting Systems
                                                                                                                                1. Threshold-Based Alerts
                                                                                                                                  1. Anomaly Detection Alerts
                                                                                                                                    1. Alert Routing and Escalation
                                                                                                                                      1. Incident Response Procedures

                                                                                                                                  Previous

                                                                                                                                  10. Cloud Data Engineering Platforms

                                                                                                                                  Go to top

                                                                                                                                  Next

                                                                                                                                  12. Data Governance, Quality, and Security