dosubot[bot] commented on issue #34810:
URL: https://github.com/apache/superset/issues/34810#issuecomment-3213470245

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   This happens because Superset's "Sync columns from source" feature replaces 
all dataset columns with those detected from your SQL query. If the query 
fails, returns no columns, or the metadata can't be fetched, all existing 
columns—including those defined in your YAML—are removed. This is a destructive 
operation and is a known risk for virtual datasets and YAML imports 
[source](https://github.com/apache/superset/blob/829e4d92d91ceae4b43b1ed3b063ffe45377799c/superset/connectors/sqla/models.py).
   
   Recent updates on master/latest-dev have added a checkbox in the dataset 
save modal that lets you skip automatic column syncing when saving, so you can 
avoid unwanted column removal if your SQL hasn't changed or you don't want to 
risk losing custom columns 
[source](https://github.com/apache/superset/pull/34757). If you see the 
"Automatically sync columns" checkbox, uncheck it before saving to keep your 
columns intact.
   
   If you need to sync columns, make sure your SQL query is valid and returns 
the expected columns—otherwise, Superset will clear out your dataset columns. 
There isn't official documentation on best practices yet, but this new checkbox 
gives you more control and helps prevent accidental data loss.
   
   
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