Apache Airflow

  1. Scaling and Production Deployment
    1. Deployment Architecture Planning
      1. Single Node vs Multi-Node
        1. Component Distribution
          1. Network Architecture
            1. Load Balancing Strategies
            2. Executor Selection and Configuration
              1. Executor Comparison Matrix
                1. LocalExecutor for Single Node
                  1. CeleryExecutor for Distributed Processing
                    1. KubernetesExecutor for Container Orchestration
                      1. Hybrid Executor Strategies
                      2. CeleryExecutor Scaling
                        1. Celery Architecture Overview
                          1. Message Broker Setup
                            1. Redis Configuration
                              1. RabbitMQ Configuration
                              2. Result Backend Configuration
                                1. Worker Node Setup
                                  1. Worker Scaling Strategies
                                    1. Flower Monitoring Setup
                                      1. Celery Performance Tuning
                                      2. KubernetesExecutor Scaling
                                        1. Kubernetes Cluster Requirements
                                          1. Pod Template Configuration
                                            1. Resource Limits and Requests
                                              1. Dynamic Pod Allocation
                                                1. Kubernetes Integration Configuration
                                                  1. Namespace Management
                                                    1. Storage Considerations
                                                    2. High Availability Setup
                                                      1. Scheduler High Availability
                                                        1. Database High Availability
                                                          1. Webserver Load Balancing
                                                            1. Shared Storage Requirements
                                                              1. Failover Strategies
                                                              2. Performance Optimization
                                                                1. Scheduler Performance Tuning
                                                                  1. Database Performance Optimization
                                                                    1. DAG Parsing Optimization
                                                                      1. Task Execution Optimization
                                                                        1. Resource Allocation Strategies
                                                                        2. Infrastructure as Code
                                                                          1. Terraform Deployment
                                                                            1. Ansible Configuration
                                                                              1. Docker Compose Production Setup
                                                                                1. Kubernetes Helm Charts
                                                                                2. CI/CD Integration
                                                                                  1. Version Control with Git
                                                                                    1. Automated Testing Pipelines
                                                                                      1. DAG Deployment Strategies
                                                                                        1. Environment Promotion
                                                                                          1. Rollback Procedures
                                                                                            1. Blue-Green Deployments

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                                                                                          13. Operational Airflow Management

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                                                                                          15. Airflow Best Practices and Patterns