diff --git a/ingestion/src/metadata/profiler/interface/sqlalchemy/databricks/profiler_interface.py b/ingestion/src/metadata/profiler/interface/sqlalchemy/databricks/profiler_interface.py
index 90f2c98879a..60e3f7c7cc3 100644
--- a/ingestion/src/metadata/profiler/interface/sqlalchemy/databricks/profiler_interface.py
+++ b/ingestion/src/metadata/profiler/interface/sqlalchemy/databricks/profiler_interface.py
@@ -17,7 +17,6 @@ from typing import List
 
 from pyhive.sqlalchemy_hive import HiveCompiler
 from sqlalchemy import Column, inspect
-from sqlalchemy.sql import column
 
 from metadata.generated.schema.entity.data.table import Column as OMColumn
 from metadata.generated.schema.entity.data.table import ColumnName, DataType, TableData
@@ -61,20 +60,26 @@ class DatabricksProfilerInterface(SQAProfilerInterface):
         columns_list = []
         for col in columns:
             if col.dataType != DataType.STRUCT:
-                col.name = ColumnName(f"{parent}.{col.name.root}")
-                col = build_orm_col(
-                    idx=1, col=col, table_service_type=DatabaseServiceType.Databricks
+                # For DBX struct we need to quote the column name as `a`.`b`.`c`
+                # otherwise the driver will quote it as `a.b.c`
+                col_name = ".".join([f"`{part}`" for part in parent.split(".")])
+                col.name = ColumnName(f"{col_name}.`{col.name.root}`")
+                # Set `_quote` to False to avoid quoting the column name again when compiled
+                sqa_col = build_orm_col(
+                    idx=1,
+                    col=col,
+                    table_service_type=DatabaseServiceType.Databricks,
+                    _quote=False,
                 )
-                col._set_parent(  # pylint: disable=protected-access
+                sqa_col._set_parent(  # pylint: disable=protected-access
                     self.table.__table__
                 )
-
-                columns_list.append(column(col.label(col.name.replace(".", "_"))))
+                columns_list.append(sqa_col)
             else:
-                col = self._get_struct_columns(
+                cols = self._get_struct_columns(
                     col.children, f"{parent}.{col.name.root}"
                 )
-                columns_list.extend(col)
+                columns_list.extend(cols)
         return columns_list
 
     def get_columns(self) -> Column:
@@ -86,7 +91,7 @@ class DatabricksProfilerInterface(SQAProfilerInterface):
                     self._get_struct_columns(column_obj.children, column_obj.name.root)
                 )
             else:
-                col = build_orm_col(idx, column, DatabaseServiceType.Databricks)
+                col = build_orm_col(idx, column_obj, DatabaseServiceType.Databricks)
                 col._set_parent(  # pylint: disable=protected-access
                     self.table.__table__
                 )
diff --git a/ingestion/src/metadata/profiler/orm/converter/base.py b/ingestion/src/metadata/profiler/orm/converter/base.py
index 2a58c60003a..865cf7c1992 100644
--- a/ingestion/src/metadata/profiler/orm/converter/base.py
+++ b/ingestion/src/metadata/profiler/orm/converter/base.py
@@ -64,7 +64,9 @@ def check_if_should_quote_column_name(table_service_type) -> Optional[bool]:
     return None
 
 
-def build_orm_col(idx: int, col: Column, table_service_type) -> sqlalchemy.Column:
+def build_orm_col(
+    idx: int, col: Column, table_service_type, *, _quote=None
+) -> sqlalchemy.Column:
     """
     Cook the ORM column from our metadata instance
     information.
@@ -76,14 +78,20 @@ def build_orm_col(idx: int, col: Column, table_service_type) -> sqlalchemy.Colum
     As this is only used for INSERT/UPDATE/DELETE,
     there is no impact for our read-only purposes.
     """
+    if _quote is not None:
+        quote = _quote
+    else:
+        quote = check_if_should_quote_column_name(
+            table_service_type
+        ) or check_snowflake_case_sensitive(table_service_type, col.name.root)
+
     return sqlalchemy.Column(
         name=str(col.name.root),
         type_=converter_registry[table_service_type]().map_types(
             col, table_service_type
         ),
         primary_key=not bool(idx),  # The first col seen is used as PK
-        quote=check_if_should_quote_column_name(table_service_type)
-        or check_snowflake_case_sensitive(table_service_type, col.name.root),
+        quote=quote,
         key=str(
             col.name.root
         ).lower(),  # Add lowercase column name as key for snowflake case sensitive columns
diff --git a/openmetadata-service/src/main/java/org/openmetadata/service/util/FullyQualifiedName.java b/openmetadata-service/src/main/java/org/openmetadata/service/util/FullyQualifiedName.java
index 448bf828357..17f33aa8130 100644
--- a/openmetadata-service/src/main/java/org/openmetadata/service/util/FullyQualifiedName.java
+++ b/openmetadata-service/src/main/java/org/openmetadata/service/util/FullyQualifiedName.java
@@ -181,7 +181,11 @@ public class FullyQualifiedName {
   public static String getTableFQN(String columnFQN) {
     // Split columnFQN of format databaseServiceName.databaseName.tableName.columnName
     String[] split = split(columnFQN);
-    if (split.length != 5) {
+    // column FQN for struct columns are of format
+    // service.database.schema.table.column.child1.child2
+    // and not service.database.schema.table."column.child1.child2" so split length should be 5 or
+    // more
+    if (split.length < 5) {
       throw new IllegalArgumentException("Invalid fully qualified column name " + columnFQN);
     }
     // Return table FQN of format databaseService.tableName