Hi All,

I propose to enhance our logging system by transitioning to structured
logs. This initiative is designed to tackle the challenges of analyzing
distributed logs from drivers, workers, and executors by allowing them to
be queried using a fixed schema. The goal is to improve the informativeness
and accessibility of logs, making it significantly easier to diagnose
issues.

Key benefits include:

   - Clarity and queryability of distributed log files.
   - Continued support for log4j, allowing users to switch back to
   traditional text logging if preferred.

The improvement will simplify debugging and enhance productivity without
disrupting existing logging practices. The implementation is estimated to
take around 3 months.

*SPIP*:
https://docs.google.com/document/d/1rATVGmFLNVLmtxSpWrEceYm7d-ocgu8ofhryVs4g3XU/edit?usp=sharing
*JIRA*: SPARK-47240 <https://issues.apache.org/jira/browse/SPARK-47240>

Your comments and feedback would be greatly appreciated.

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