diff --git a/datafusion/spark/src/function/math/abs.rs b/datafusion/spark/src/function/math/abs.rs
index 97703937f39f2..101291ac5f66e 100644
--- a/datafusion/spark/src/function/math/abs.rs
+++ b/datafusion/spark/src/function/math/abs.rs
@@ -16,10 +16,11 @@
 // under the License.
 
 use arrow::array::*;
-use arrow::datatypes::DataType;
+use arrow::datatypes::{DataType, Field, FieldRef};
 use datafusion_common::{DataFusionError, Result, ScalarValue, internal_err};
 use datafusion_expr::{
-    ColumnarValue, ScalarFunctionArgs, ScalarUDFImpl, Signature, Volatility,
+    ColumnarValue, ReturnFieldArgs, ScalarFunctionArgs, ScalarUDFImpl, Signature,
+    Volatility,
 };
 use datafusion_functions::{
     downcast_named_arg, make_abs_function, make_wrapping_abs_function,
@@ -69,8 +70,18 @@ impl ScalarUDFImpl for SparkAbs {
         &self.signature
     }
 
-    fn return_type(&self, arg_types: &[DataType]) -> Result<DataType> {
-        Ok(arg_types[0].clone())
+    fn return_type(&self, _arg_types: &[DataType]) -> Result<DataType> {
+        internal_err!(
+            "SparkAbs: return_type() is not used; return_field_from_args() is implemented"
+        )
+    }
+
+    fn return_field_from_args(&self, args: ReturnFieldArgs) -> Result<FieldRef> {
+        let input_field = &args.arg_fields[0];
+        let out_dt = input_field.data_type().clone();
+        let out_nullable = input_field.is_nullable();
+
+        Ok(Arc::new(Field::new(self.name(), out_dt, out_nullable)))
     }
 
     fn invoke_with_args(&self, args: ScalarFunctionArgs) -> Result<ColumnarValue> {
@@ -375,4 +386,63 @@ mod tests {
             as_decimal256_array
         );
     }
+
+    #[test]
+    fn test_abs_nullability() {
+        use arrow::datatypes::{DataType, Field};
+        use datafusion_expr::ReturnFieldArgs;
+        use std::sync::Arc;
+
+        let abs = SparkAbs::new();
+
+        // --- non-nullable Int32 input ---
+        let non_nullable_i32 = Arc::new(Field::new("c", DataType::Int32, false));
+        let out_non_null = abs
+            .return_field_from_args(ReturnFieldArgs {
+                arg_fields: &[Arc::clone(&non_nullable_i32)],
+                scalar_arguments: &[None],
+            })
+            .unwrap();
+
+        // result should be non-nullable and the same DataType as input
+        assert!(!out_non_null.is_nullable());
+        assert_eq!(out_non_null.data_type(), &DataType::Int32);
+
+        // --- nullable Int32 input ---
+        let nullable_i32 = Arc::new(Field::new("c", DataType::Int32, true));
+        let out_nullable = abs
+            .return_field_from_args(ReturnFieldArgs {
+                arg_fields: &[Arc::clone(&nullable_i32)],
+                scalar_arguments: &[None],
+            })
+            .unwrap();
+
+        // result should be nullable and the same DataType as input
+        assert!(out_nullable.is_nullable());
+        assert_eq!(out_nullable.data_type(), &DataType::Int32);
+
+        // --- non-nullable Float64 input ---
+        let non_nullable_f64 = Arc::new(Field::new("c", DataType::Float64, false));
+        let out_f64 = abs
+            .return_field_from_args(ReturnFieldArgs {
+                arg_fields: &[Arc::clone(&non_nullable_f64)],
+                scalar_arguments: &[None],
+            })
+            .unwrap();
+
+        assert!(!out_f64.is_nullable());
+        assert_eq!(out_f64.data_type(), &DataType::Float64);
+
+        // --- nullable Float64 input ---
+        let nullable_f64 = Arc::new(Field::new("c", DataType::Float64, true));
+        let out_f64_null = abs
+            .return_field_from_args(ReturnFieldArgs {
+                arg_fields: &[Arc::clone(&nullable_f64)],
+                scalar_arguments: &[None],
+            })
+            .unwrap();
+
+        assert!(out_f64_null.is_nullable());
+        assert_eq!(out_f64_null.data_type(), &DataType::Float64);
+    }
 }