jawad-arb123 opened a new pull request, #5130:
URL: https://github.com/apache/zeppelin/pull/5130

   ### PR description
   This PR introduces a new developer utility script, 
`dev/update_interpreter.sh`, that automates the full interpreter rebuild and 
restart workflow during Apache Zeppelin interpreter development.
   
   The script replaces a long, error-prone manual process with a single command:
   
   `./dev/update_interpreter.sh <interpreter-name>
   `
   
   ### Problem
   
   When developing or modifying Zeppelin interpreters, developers currently 
need to manually execute multiple commands in the correct order to see changes 
take effect:
   
   - Build the interpreter module
   
   - Copy the generated JAR to the interpreter directory (frequently forgotten)
   
   - Copy interpreter-setting.json
   
   - Stop Zeppelin
   
   - Clear interpreter cache
   
   - Clean local repository
   
   - Restart Zeppelin
   
   This workflow is:
   
   Error-prone          ->        missing the JAR copy step leads to silent 
failures
   
   Time-consuming ->        repeated execution of 7+ commands slows iteration
   
   Inconsistent         –>        cleanup steps vary between developers
   
   Hard to debug     –>        no validation, logging, or clear failure feedback
   
   ### Solution
   
   This PR adds `dev/update_interpreter.sh`, which automates the entire 
workflow with built-in validation, logging, and safety checks.
   
   #### Key features:
   
   **One-command workflow**
   
   `./dev/update_interpreter.sh <interpreter-name>
   `
   
   **Safety & validation**
   
   - Verifies interpreter module exists
   
   - Confirms JAR build success before copying
   
   - Validates Zeppelin server build before restart
   
   - Verifies Zeppelin startup status (does not silently fail)
   
   - Improved developer experience
   
   - Clear success/failure indicators
   
   **Timestamped logs**
   
   `update_interpreter_<name>_<timestamp>.log
   `
   
   - Automatically displays Zeppelin logs on startup failure
   
   - Edge-case handling
   
   - Can be run from any directory
   
   - Auto-detects Zeppelin project root
   
   - Automatically surfaces relevant logs when failures occur


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