diff --git a/providers/apache/spark/src/airflow/providers/apache/spark/hooks/spark_submit.py b/providers/apache/spark/src/airflow/providers/apache/spark/hooks/spark_submit.py
index d7c411b172b41..eba5292dd2d75 100644
--- a/providers/apache/spark/src/airflow/providers/apache/spark/hooks/spark_submit.py
+++ b/providers/apache/spark/src/airflow/providers/apache/spark/hooks/spark_submit.py
@@ -279,14 +279,14 @@ def _resolve_connection(self) -> dict[str, Any]:
             if not self.spark_binary:
                 self.spark_binary = extra.get("spark-binary", DEFAULT_SPARK_BINARY)
                 if self.spark_binary is not None and self.spark_binary not in ALLOWED_SPARK_BINARIES:
-                    raise RuntimeError(
-                        f"The spark-binary extra can be on of {ALLOWED_SPARK_BINARIES} and it"
+                    raise ValueError(
+                        f"The spark-binary extra can be one of {ALLOWED_SPARK_BINARIES} and it"
                         f" was `{self.spark_binary}`. Please make sure your spark binary is one of the"
                         f" allowed ones and that it is available on the PATH"
                     )
             conn_spark_home = extra.get("spark-home")
             if conn_spark_home:
-                raise RuntimeError(
+                raise ValueError(
                     "The `spark-home` extra is not allowed any more. Please make sure one of"
                     f" {ALLOWED_SPARK_BINARIES} is available on the PATH, and set `spark-binary`"
                     " if needed."
diff --git a/providers/apache/spark/tests/unit/apache/spark/hooks/test_spark_submit.py b/providers/apache/spark/tests/unit/apache/spark/hooks/test_spark_submit.py
index 2f6c6d2109040..e19a7f736118e 100644
--- a/providers/apache/spark/tests/unit/apache/spark/hooks/test_spark_submit.py
+++ b/providers/apache/spark/tests/unit/apache/spark/hooks/test_spark_submit.py
@@ -536,11 +536,11 @@ def test_resolve_connection_custom_spark_binary_allowed_in_hook(self):
         SparkSubmitHook(conn_id="spark_binary_set", spark_binary="another-custom-spark-submit")
 
     def test_resolve_connection_spark_binary_extra_not_allowed_runtime_error(self):
-        with pytest.raises(RuntimeError):
+        with pytest.raises(ValueError):
             SparkSubmitHook(conn_id="spark_custom_binary_set")
 
     def test_resolve_connection_spark_home_not_allowed_runtime_error(self):
-        with pytest.raises(RuntimeError):
+        with pytest.raises(ValueError):
             SparkSubmitHook(conn_id="spark_home_set")
 
     def test_resolve_connection_spark_binary_default_value_override(self):