diff --git a/graphstorm-processing/graphstorm_processing/config/config_conversion/gconstruct_converter.py b/graphstorm-processing/graphstorm_processing/config/config_conversion/gconstruct_converter.py
index 56d5edeea0..9edf300389 100644
--- a/graphstorm-processing/graphstorm_processing/config/config_conversion/gconstruct_converter.py
+++ b/graphstorm-processing/graphstorm_processing/config/config_conversion/gconstruct_converter.py
@@ -98,6 +98,17 @@ def _convert_feature(feats: list[dict]) -> list[dict]:
                 if gconstruct_transform_dict["name"] == "max_min_norm":
                     gsp_transformation_dict["name"] = "numerical"
                     gsp_transformation_dict["kwargs"] = {"normalizer": "min-max", "imputer": "mean"}
+                elif gconstruct_transform_dict["name"] == "bucket_numerical":
+                    gsp_transformation_dict["name"] = "numerical"
+                    assert "bucket_cnt" in gconstruct_transform_dict, \
+                        "bucket_cnt should be in the gconstruct bucket feature transform field"
+                    assert "range" in gconstruct_transform_dict, \
+                        "range should be in the gconstruct bucket feature transform field"
+                    gsp_transformation_dict["kwargs"] = {"normalizer": "bucket_numerical",
+                                                     "bucket_cnt": gconstruct_transform_dict['bucket_cnt'],
+                                                     "range": gconstruct_transform_dict['range'],
+                                                     "slide_window_size": gconstruct_transform_dict['slide_window_size'],
+                                                     "imputer": "mean"}
                 # TODO: Add support for other common transformations here
                 else:
                     raise ValueError(
diff --git a/graphstorm-processing/tests/test_converter.py b/graphstorm-processing/tests/test_converter.py
index e2935160c9..9c7fec6299 100644
--- a/graphstorm-processing/tests/test_converter.py
+++ b/graphstorm-processing/tests/test_converter.py
@@ -208,6 +208,10 @@ def test_convert_gsprocessing(converter: GConstructConfigConverter):
             "features": [
                 {"feature_col": ["citation_time"], "feature_name": "feat"},
                 {"feature_col": ["num_citations"], "transform": {"name": "max_min_norm"}},
+                {"feature_col": ["num_citations"], "transform": {"name": "bucket_numerical",
+                                                                 "bucket_cnt": 9,
+                                                                 "range": [10, 100],
+                                                                 "slide_window_size": 5}},
             ],
             "labels": [
                 {"label_col": "label", "task_type": "classification", "split_pct": [0.8, 0.1, 0.1]}
@@ -252,6 +256,17 @@ def test_convert_gsprocessing(converter: GConstructConfigConverter):
                 "kwargs": {"normalizer": "min-max", "imputer": "mean"},
             },
         },
+        {
+            "column": "num_citations",
+            "transformation": {
+                "name": "numerical",
+                "kwargs": {"normalizer": "bucket_numerical",
+                           "bucket_cnt": 9,
+                           "range": [10, 100],
+                           "slide_window_size": 5,
+                           "imputer": "mean"},
+            },
+        },
     ]
     assert nodes_output["labels"] == [
         {