Worked on the HPEEzmeral/aie-tutorials repository to maintain compatibility between Airflow and Spark by updating the Airflow Spark example Docker image tag to v3.5.2.3.0 across all relevant YAML configuration files. This targeted update ensured that tutorial examples remained aligned with the latest upstream dependencies, reducing the risk of incompatibility issues for users. Leveraging skills in Airflow, Docker, and Spark, the work focused on improving the reliability and reproducibility of onboarding tutorials. By standardizing the Docker image tags, the developer enhanced consistency throughout the repository, supporting a smoother experience for users following the Airflow and Spark tutorial workflows.