diff --git a/composer/workflows/airflow_db_cleanup.py b/composer/workflows/airflow_db_cleanup.py
index 65cc48c4688..4b8f0105a76 100644
--- a/composer/workflows/airflow_db_cleanup.py
+++ b/composer/workflows/airflow_db_cleanup.py
@@ -53,7 +53,6 @@
 
 import airflow
 from airflow import settings
-from airflow.jobs.base_job import BaseJob
 from airflow.models import (
     DAG,
     DagModel,
@@ -101,13 +100,6 @@
 # List of all the objects that will be deleted. Comment out the DB objects you
 # want to skip.
 DATABASE_OBJECTS = [
-    {
-        "airflow_db_model": BaseJob,
-        "age_check_column": BaseJob.latest_heartbeat,
-        "keep_last": False,
-        "keep_last_filters": None,
-        "keep_last_group_by": None,
-    },
     {
         "airflow_db_model": DagRun,
         "age_check_column": DagRun.execution_date,
@@ -228,6 +220,35 @@
 except Exception as e:
     logging.error(e)
 
+if AIRFLOW_VERSION < ["2", "6", "0"]:
+    try:
+        from airflow.jobs.base_job import BaseJob
+        DATABASE_OBJECTS.append(
+            {
+                "airflow_db_model": BaseJob,
+                "age_check_column": BaseJob.latest_heartbeat,
+                "keep_last": False,
+                "keep_last_filters": None,
+                "keep_last_group_by": None,
+            }
+        )
+    except Exception as e:
+        logging.error(e)
+else:
+    try:
+        from airflow.jobs.job import Job
+        DATABASE_OBJECTS.append(
+            {
+                "airflow_db_model": Job,
+                "age_check_column": Job.latest_heartbeat,
+                "keep_last": False,
+                "keep_last_filters": None,
+                "keep_last_group_by": None,
+            }
+        )
+    except Exception as e:
+        logging.error(e)
+
 default_args = {
     "owner": DAG_OWNER_NAME,
     "depends_on_past": False,