deepakpanda93 opened a new pull request, #14023:
URL: https://github.com/apache/hudi/pull/14023

   ### Describe the issue this Pull Request addresses
   
   This PR adds initial support for running Apache Hudi with PySpark inside 
Jupyter notebooks. While Hudi already supports PySpark, notebook environments 
like Jupyter require additional handling for:
   
   - Spark session setup with Hudi-specific JARs
   - Common pitfalls when using Hudi SQL procedures from spark.sql() in Python 
notebooks
   
   This improvement aims to make it easier for developers to experiment with 
Hudi inside Jupyter notebooks
   
   ### Summary and Changelog
   
   - Adds utility functions for initializing Hudi within Jupyter notebooks
   - Clarifies the usage of Hudi's SQL procedures inside notebook cells
   
   ### Impact
   
   This change improves the developer experience for PySpark and Jupyter users 
who work with Apache Hudi. There is no change to core APIs or storage format, 
and no impact on runtime behavior.
   
   ### Risk Level
   
   none
   
   ### Documentation Update
   
   - Yes. It is in plan to add Jupyter-compatible examples and usage notes
   - Will submit follow-up PR to `asf-site` under the "Getting Started" or 
"How-To Guides" section
   
   ### Contributor's checklist
   
   - [ ] Read through [contributor's 
guide](https://hudi.apache.org/contribute/how-to-contribute)
   - [ ] Enough context is provided in the sections above
   - [ ] Adequate tests were added if applicable
   


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