EXCEEDS logo
Exceeds
jameswillis

PROFILE

Jameswillis

Worked on the apache/spark repository to restore support for Scala UDFs with Seq[Row] input in Spark 4, ensuring backward compatibility with Spark 3.5 and reducing upgrade friction for Scala users. Addressed a backward-compatibility risk by preserving the None encoder for Seq[Row] arguments, aligning Spark 4 behavior with previous versions. Expanded unit tests to cover additional Scala UDF input types and regression scenarios, improving test coverage and reliability. Demonstrated a thorough approach to code review, continuous integration validation, and open-source contribution workflows. Utilized Scala, Spark SQL encoder mechanics, and Git-based workflows to deliver a targeted bug fix in data processing.

Overall Statistics

Feature vs Bugs

0%Features

Repository Contributions

1Total
Bugs
1
Commits
1
Features
0
Lines of code
23
Activity Months1

Work History

November 2025

1 Commits

Nov 1, 2025

November 2025: Focused on preserving backward compatibility for Scala UDFs in Spark 4, with a targeted fix to restore Seq[Row] input support and align behavior with Spark 3.5 to ease upgrades for Scala UDF users.

Activity

Loading activity data...

Quality Metrics

Correctness100.0%
Maintainability80.0%
Architecture80.0%
Performance80.0%
AI Usage80.0%

Skills & Technologies

Programming Languages

Scala

Technical Skills

Data ProcessingScalaSparkUnit Testing

Repositories Contributed To

1 repo

Overview of all repositories you've contributed to across your timeline

apache/spark

Nov 2025 Nov 2025
1 Month active

Languages Used

Scala

Technical Skills

Data ProcessingScalaSparkUnit Testing