diff --git a/airflow/providers/celery/executors/celery_executor.py b/airflow/providers/celery/executors/celery_executor.py
index 2a75be91da56e..0b4293cde728f 100644
--- a/airflow/providers/celery/executors/celery_executor.py
+++ b/airflow/providers/celery/executors/celery_executor.py
@@ -30,10 +30,12 @@
 import time
 from collections import Counter
 from concurrent.futures import ProcessPoolExecutor
+from importlib.metadata import version as importlib_version
 from multiprocessing import cpu_count
 from typing import TYPE_CHECKING, Any, Optional, Sequence, Tuple
 
 from celery import states as celery_states
+from packaging.version import Version
 
 try:
     from airflow.cli.cli_config import (
@@ -178,11 +180,19 @@ def __getattr__(name):
     action="store_true",
 )
 
+AIRFLOW_VERSION = Version(importlib_version("apache-airflow"))
+
+CELERY_CLI_COMMAND_PATH = (
+    "airflow.providers.celery.cli.celery_command"
+    if AIRFLOW_VERSION >= Version("2.8.0")
+    else "airflow.cli.commands.celery_command"
+)
+
 CELERY_COMMANDS = (
     ActionCommand(
         name="worker",
         help="Start a Celery worker node",
-        func=lazy_load_command("airflow.providers.celery.cli.celery_command.worker"),
+        func=lazy_load_command(f"{CELERY_CLI_COMMAND_PATH}.worker"),
         args=(
             ARG_QUEUES,
             ARG_CONCURRENCY,
@@ -203,7 +213,7 @@ def __getattr__(name):
     ActionCommand(
         name="flower",
         help="Start a Celery Flower",
-        func=lazy_load_command("airflow.providers.celery.cli.celery_command.flower"),
+        func=lazy_load_command(f"{CELERY_CLI_COMMAND_PATH}.flower"),
         args=(
             ARG_FLOWER_HOSTNAME,
             ARG_FLOWER_PORT,
@@ -222,7 +232,7 @@ def __getattr__(name):
     ActionCommand(
         name="stop",
         help="Stop the Celery worker gracefully",
-        func=lazy_load_command("airflow.providers.celery.cli.celery_command.stop_worker"),
+        func=lazy_load_command(f"{CELERY_CLI_COMMAND_PATH}.stop_worker"),
         args=(ARG_PID, ARG_VERBOSE),
     ),
 )