Yuktha Poral updated the Airflow Spark example Docker image tag to v3.5.2.3.0 across YAML configuration files in the HPEEzmeral/aie-tutorials repository, focusing on maintaining compatibility with the latest Spark and Airflow releases. By aligning example configurations with upstream dependencies, Yuktha improved the reliability and reproducibility of tutorial workflows. The work centered on Docker, Airflow, and Spark, ensuring that onboarding for new users remains smooth and that tutorials reflect current best practices. While the contribution was limited to a single feature update over one month, it addressed a key maintenance need and enhanced consistency throughout the repository’s instructional materials.