KodaiD opened a new pull request, #16436:
URL: https://github.com/apache/iceberg/pull/16436

   ## Problem
   
   The "Adding A Catalog" section in `spark-quickstart.md` runs standalone 
`spark-sql` commands, while the rest of the guide uses `docker exec` with the 
`spark-iceberg` image. This inconsistency makes the tutorial difficult to 
follow. Additionally, the catalog type is described as "JDBC" when the 
configuration actually uses Hadoop catalog.
   
   ## Solutions
   
   This PR updates the section to align with the Docker-based setup used in the 
rest of the guide, and fixes the typo.
   
   Changes:
   
   - CLI tab: Replace `spark-sql` with `docker exec` command and remove 
`--packages` flag already bundled in the image
   - spark-defaults.conf tab: Provide a `docker exec` command to append the 
config, and remove `spark.jars.packages`
   - Catalog type description: Fix `JDBC` → `Hadoop catalog` to match the 
actual configuration
   


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