diff --git a/packit_service/worker/helpers/testing_farm.py b/packit_service/worker/helpers/testing_farm.py
index 451ea02fe..5513fbb4b 100644
--- a/packit_service/worker/helpers/testing_farm.py
+++ b/packit_service/worker/helpers/testing_farm.py
@@ -684,10 +684,6 @@ def distro2compose(self, target: str) -> Optional[str]:
         if compose == "CentOS-Stream":
             compose = "CentOS-Stream-8"
 
-        if arch == "aarch64":
-            # TF has separate composes for aarch64 architecture
-            compose += "-aarch64"
-
         if self.job_config.use_internal_tf:
             if self.is_compose_matching(compose, compiled_composes):
                 return compose
diff --git a/tests/unit/test_testing_farm.py b/tests/unit/test_testing_farm.py
index 9762419cc..24004016f 100644
--- a/tests/unit/test_testing_farm.py
+++ b/tests/unit/test_testing_farm.py
@@ -202,6 +202,7 @@ def test_testing_farm_response(
     "target,compose,use_internal_tf",
     [
         ("fedora-33-x86_64", "Fedora-33", False),
+        ("fedora-33-aarch64", "Fedora-33", False),
         ("fedora-rawhide-x86_64", "Fedora-Rawhide", False),
         ("centos-stream-8-x86_64", "CentOS-Stream-8", False),
         ("centos-stream-x86_64", "CentOS-Stream-8", False),
@@ -259,43 +260,6 @@ def test_distro2compose(target, compose, use_internal_tf):
     assert job_helper.distro2compose(target) == compose
 
 
-@pytest.mark.parametrize(
-    "target,compose,use_internal_tf",
-    [
-        ("fedora-33-x86_64", "Fedora-33", False),
-        ("fedora-33-aarch64", "Fedora-33-aarch64", False),
-    ],
-)
-def test_distro2compose_for_aarch64(target, compose, use_internal_tf):
-    job_helper = TFJobHelper(
-        service_config=ServiceConfig.get_service_config(),
-        package_config=flexmock(jobs=[]),
-        project=flexmock(),
-        metadata=flexmock(),
-        db_project_event=flexmock()
-        .should_receive("get_project_event_object")
-        .and_return(flexmock())
-        .mock(),
-        job_config=JobConfig(
-            type=JobType.tests,
-            trigger=JobConfigTriggerType.pull_request,
-            packages={
-                "package": CommonPackageConfig(
-                    use_internal_tf=use_internal_tf,
-                )
-            },
-        ),
-    )
-    job_helper = flexmock(job_helper)
-
-    response = flexmock(status_code=200, json=lambda: {"composes": [{"name": compose}]})
-    job_helper.should_receive("send_testing_farm_request").with_args(
-        endpoint="composes/public"
-    ).and_return(response).once()
-
-    assert job_helper.distro2compose(target) == compose
-
-
 @pytest.mark.parametrize(
     ("build_id," "chroot," "built_packages," "packages_to_send"),
     [