aminghadersohi opened a new issue, #43174:
URL: https://github.com/apache/superset/issues/43174

   ### Summary
   
   Follow up on #42822 by applying the shared MCP Jinja form-data context 
helper to sibling programmatic query paths that compile, preview, or execute 
`ChartDataCommand`.
   
   The review on #42822 identified that a chart can resolve request-dependent 
Jinja inputs during `get_chart_data` while sibling tools such as 
`get_chart_sql` may still render fallback values (for example, `No filter`). 
This can make displayed/previewed SQL diverge from executed SQL.
   
   ### Candidate paths
   
   Audit and, where applicable, cover:
   
   - `get_chart_data._query_from_form_data` (`form_data_key` branch)
   - `get_chart_sql`
   - `get_chart_preview`
   - chart `preview_utils`
   - chart `compile`
   - `semantic_layer/get_table`
   - any other programmatic `ChartDataCommand` construction paths
   
   ### Acceptance criteria
   
   - Equivalent query contexts expose the same Jinja inputs across execution, 
SQL generation, compilation, and preview paths.
   - `filters`, `time_range`, `url_params`, and implicit dataset lookup behave 
consistently where supported.
   - Tests use real `QueryObject`/`QueryContext` shapes rather than mocked 
serializer output.
   - Authorization and guest-scope behavior remain unchanged.
   - Each adopted path has focused regression coverage.
   
   ### Context
   
   Raised during review of #42822: 
https://github.com/apache/superset/pull/42822#discussion_r3784861047
   


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