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Course Outline
Review of Apache Airflow Fundamentals
- Core concepts: DAGs, tasks, and operators.
- Airflow architecture and components.
- Recap of common use cases and workflows.
Optimizing Workflow Performance
- Identifying bottlenecks in Airflow pipelines.
- Task-level optimization techniques.
- Leveraging task retries, parallelism, and concurrency.
Managing Complex Dependencies
- Defining dynamic dependencies in workflows.
- Handling conditional and branching workflows.
- Using task groups and sub-DAGs effectively.
Advanced Features in Apache Airflow
- Creating custom operators and hooks.
- Implementing sensors for external triggers.
- Integrating third-party services and plugins.
Scaling Apache Airflow Deployments
- Horizontal and vertical scaling approaches.
- Using Celery Executors for distributed execution.
- Best practices for scaling in cloud environments.
Monitoring and Debugging Workflows
- Configuring logging and alerts for workflow monitoring.
- Using the Airflow UI and CLI for troubleshooting.
- Identifying and resolving common issues in Airflow deployments.
Securing Apache Airflow
- Authentication and access control in Airflow.
- Protecting sensitive data and environment configurations.
- Implementing audit trails for workflows.
Enterprise Use Cases and Best Practices
- Designing robust workflows for production environments.
- Leveraging Airflow for data engineering and ETL pipelines.
- Exploring real-world case studies of scalable Airflow deployments.
Summary and Next Steps
Requirements
- Basic understanding of Apache Airflow.
- Familiarity with Python programming and workflow orchestration concepts.
- Experience in managing and deploying applications on Linux environments.
Target Audience
- Data engineers.
- DevOps professionals.
- Software developers.
21 Hours
Testimonials (1)
The instructor adapted the training to the participants’ level and responded to all questions. He was very communicative, and it was easy to interact with him. I really appreciated the format of the training, which included many practical exercises. Overall, it was a very engaging and well-organized session.
