diff --git a/generated/known_airflow_exceptions.txt b/generated/known_airflow_exceptions.txt
index 1fb461854905d..ac082d1430cac 100644
--- a/generated/known_airflow_exceptions.txt
+++ b/generated/known_airflow_exceptions.txt
@@ -339,7 +339,6 @@ providers/http/src/airflow/providers/http/operators/http.py::2
 providers/http/src/airflow/providers/http/triggers/http.py::1
 providers/http/tests/unit/http/sensors/test_http.py::2
 providers/imap/src/airflow/providers/imap/hooks/imap.py::1
-providers/jdbc/src/airflow/providers/jdbc/hooks/jdbc.py::2
 providers/jenkins/src/airflow/providers/jenkins/operators/jenkins_job_trigger.py::4
 providers/jenkins/src/airflow/providers/jenkins/sensors/jenkins.py::1
 providers/keycloak/src/airflow/providers/keycloak/auth_manager/keycloak_auth_manager.py::4
diff --git a/providers/jdbc/src/airflow/providers/jdbc/hooks/jdbc.py b/providers/jdbc/src/airflow/providers/jdbc/hooks/jdbc.py
index a09376d498052..c4b6fbf193c60 100644
--- a/providers/jdbc/src/airflow/providers/jdbc/hooks/jdbc.py
+++ b/providers/jdbc/src/airflow/providers/jdbc/hooks/jdbc.py
@@ -27,7 +27,6 @@
 import jaydebeapi
 from sqlalchemy.engine import URL
 
-from airflow.providers.common.compat.sdk import AirflowException
 from airflow.providers.common.sql.hooks.sql import DbApiHook
 
 if TYPE_CHECKING:
@@ -154,10 +153,10 @@ def sqlalchemy_url(self) -> URL:
         conn = self.connection
         sqlalchemy_query = conn.extra_dejson.get("sqlalchemy_query", {})
         if not isinstance(sqlalchemy_query, dict):
-            raise AirflowException("The parameter 'sqlalchemy_query' must be of type dict!")
+            raise TypeError("The parameter 'sqlalchemy_query' must be of type dict!")
         sqlalchemy_scheme = conn.extra_dejson.get("sqlalchemy_scheme")
         if sqlalchemy_scheme is None:
-            raise AirflowException(
+            raise ValueError(
                 "The parameter 'sqlalchemy_scheme' must be defined in extra for JDBC connections!"
             )
         return URL.create(
diff --git a/providers/jdbc/tests/unit/jdbc/hooks/test_jdbc.py b/providers/jdbc/tests/unit/jdbc/hooks/test_jdbc.py
index ff4fbe4733e5f..afea430885085 100644
--- a/providers/jdbc/tests/unit/jdbc/hooks/test_jdbc.py
+++ b/providers/jdbc/tests/unit/jdbc/hooks/test_jdbc.py
@@ -31,7 +31,6 @@
 import pytest
 
 from airflow.models import Connection
-from airflow.providers.common.compat.sdk import AirflowException
 from airflow.providers.jdbc.hooks.jdbc import JdbcHook, suppress_and_warn
 
 jdbc_conn_mock = Mock(name="jdbc_conn")
@@ -217,7 +216,7 @@ def test_sqlalchemy_url_without_sqlalchemy_scheme(self):
         hook_params = {"driver_path": "ParamDriverPath", "driver_class": "ParamDriverClass"}
         hook = get_hook(hook_params=hook_params)
 
-        with pytest.raises(AirflowException):
+        with pytest.raises(ValueError, match="'sqlalchemy_scheme' must be defined"):
             hook.sqlalchemy_url
 
     def test_sqlalchemy_url_with_sqlalchemy_scheme(self):
@@ -243,7 +242,7 @@ def test_sqlalchemy_url_with_sqlalchemy_scheme_and_wrong_query_value(self):
         hook_params = {"driver_path": "ParamDriverPath", "driver_class": "ParamDriverClass"}
         hook = get_hook(conn_params=conn_params, hook_params=hook_params)
 
-        with pytest.raises(AirflowException):
+        with pytest.raises(TypeError, match="'sqlalchemy_query' must be of type dict"):
             hook.sqlalchemy_url
 
     def test_get_sqlalchemy_engine_verify_creator_is_being_used(self):