nevzheng opened a new pull request, #12080:
URL: https://github.com/apache/gravitino/pull/12080

   ### What changes were proposed in this pull request?
   
   Define and document Lance compatibility for the five Gravitino V3-native 
type families.
   
   | Type family | Outcome |
   | --- | --- |
   | Nanosecond timestamps | Round-trip exact precision-9 timestamps. |
   | Variant | Reject before dataset mutation. |
   | Unknown/Null | Round-trip nullable Unknown through Arrow Null; reject 
unsupported non-null use. |
   | Geometry | Round-trip through GeoArrow WKB while preserving CRS. |
   | Geography | Round-trip through GeoArrow WKB while preserving CRS and 
edge-algorithm metadata. |
   
   ### Why are the changes needed?
   
   Lance and Arrow provide exact representations for four families. Variant has 
no lossless target and must fail without overwriting the existing dataset.
   
   Fix: #12064
   
   Related: #12056
   
   ### Does this PR introduce _any_ user-facing change?
   
   Yes. Timestamp, nullable Unknown, Geometry, and Geography gain exact 
mappings, while Variant fails before mutation.
   
   ### How was this patch tested?
   
   - Added native Lance schema round-trip coverage.
   - Verified rejected Variant overwrite leaves the original dataset and 
metadata intact.
   - Covered the Lance-specific module suites and native integration paths.
   - Updated `docs/lakehouse-generic-lance-table.md`.
   


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