rangareddy opened a new pull request, #14187:
URL: https://github.com/apache/hudi/pull/14187

   ### Describe the issue this Pull Request addresses
   
   This PR standardizes the local development experience and prevents 
accidental connection to unintended clusters when using interactive Spark 
shells.
   
   Currently, if the spark-shell, pyspark, or spark-sql scripts are executed 
without explicitly setting the --master flag, Spark may default to a 
potentially undefined or shared configuration. For common development 
workflows, it is safer and more efficient to guarantee a local, isolated 
environment.
   
   <!-- Either describe the issue inline here with motivation behind the 
changes 
        (or) link to an issue by including `Closes #<issue-number>` for 
context. 
        If this PR includes changes to the storage format, public APIs,
        or has breaking changes, use `!` (e.g., feat!: ...) -->
   
   ### Summary and Changelog
   
   **Summary:**
   Configures the default behavior of interactive Spark shell scripts 
(spark-shell, pyspark, spark-sql) to use a dedicated local master with two 
threads (local[2]).
   
   **Changelog:**
   * Modified shell scripts (spark-shell, pyspark, spark-sql) to include the 
--master local[2] configuration by default.
   * Users can still override this setting by explicitly passing a different 
--master flag.
   
   <!-- Short, plain-English summary of what users gain or what changed in 
behavior.
        Followed by a detailed log of all the changes. Highlight if any code 
was copied. -->
   
   ### Impact
   
   The impact is minor and primarily affects the development experience:
   
   * User-facing Change: The default behavior of running spark-shell (and 
related interactive tools) without arguments will now always launch a 2-thread 
local instance, guaranteeing resource isolation for local testing.
   
   * Performance Impact: None on actual cluster workloads. Local performance 
for interactive tasks may be marginally improved due to predictable resource 
allocation.
   
   <!-- Describe any public API or user-facing feature change or any 
performance impact. -->
   
   ### Risk Level
   
   low
   
   This change only affects non-cluster, interactive shell execution. It does 
not impact production configurations, cluster deployments, or submitted 
application jobs. The risk is limited to local developer environments.
   
   <!-- Accepted values: none, low, medium or high. Other than `none`, explain 
the risk.
        If medium or high, explain what verification was done to mitigate the 
risks. -->
   
   ### Documentation Update
   none
   <!-- Describe any necessary documentation update if there is any new 
feature, config, or user-facing change. If not, put "none".
   
   - The config description must be updated if new configs are added or the 
default value of the configs are changed.
   - Any new feature or user-facing change requires updating the Hudi website. 
Please follow the 
     [instruction](https://hudi.apache.org/contribute/developer-setup#website) 
to make changes to the website. -->
   
   ### Contributor's checklist
   
   - [x] Read through [contributor's 
guide](https://hudi.apache.org/contribute/how-to-contribute)
   - [x] Enough context is provided in the sections above
   - [x] Adequate tests were added if applicable
   


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