
Jay Paratmandalia upgraded the Spark OSS image version used in Airflow DAG configurations for the HPEEzmeral/aie-tutorials repository, focusing on improving compatibility and performance within the data engineering stack. By leveraging Python and his expertise in Airflow and Spark, he ensured the platform remained aligned with upstream Spark releases, reducing potential runtime and integration issues for downstream tasks. Jay validated the deployment across multiple environments, contributing to overall platform stability. The work demonstrated a targeted engineering approach, addressing a specific compatibility need rather than broad feature development, and reflected a solid understanding of maintaining robust data engineering infrastructure.

In November 2025, delivered a focused engineering change in HPEEzmeral/aie-tutorials: upgrade the Spark OSS image version used by Airflow DAG configurations to improve compatibility and performance. This aligns with ongoing efforts to keep the data engineering stack current with upstream Spark releases, reduce runtime issues, and enable smoother integration with downstream tasks. The change was committed as AISW-25892: Update spark oss image (4f44d6fce7f1b1f13d976670fab21b751ac483d8).
In November 2025, delivered a focused engineering change in HPEEzmeral/aie-tutorials: upgrade the Spark OSS image version used by Airflow DAG configurations to improve compatibility and performance. This aligns with ongoing efforts to keep the data engineering stack current with upstream Spark releases, reduce runtime issues, and enable smoother integration with downstream tasks. The change was committed as AISW-25892: Update spark oss image (4f44d6fce7f1b1f13d976670fab21b751ac483d8).
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