diff --git a/apps/emqx_prometheus/src/emqx_prometheus_config.erl b/apps/emqx_prometheus/src/emqx_prometheus_config.erl
index bf7e747c8..f5140938c 100644
--- a/apps/emqx_prometheus/src/emqx_prometheus_config.erl
+++ b/apps/emqx_prometheus/src/emqx_prometheus_config.erl
@@ -25,6 +25,10 @@
 -export([conf/0, is_push_gateway_server_enabled/1]).
 -export([to_recommend_type/1]).
 
+-ifdef(TEST).
+-export([all_collectors/0]).
+-endif.
+
 update(Config) ->
     case
         emqx_conf:update(
diff --git a/apps/emqx_prometheus/test/emqx_prometheus_SUITE.erl b/apps/emqx_prometheus/test/emqx_prometheus_SUITE.erl
index 496919b10..11ca49f89 100644
--- a/apps/emqx_prometheus/test/emqx_prometheus_SUITE.erl
+++ b/apps/emqx_prometheus/test/emqx_prometheus_SUITE.erl
@@ -103,13 +103,16 @@ init_group() ->
     ok = mria_rlog:wait_for_shards([?CLUSTER_RPC_SHARD], infinity),
     meck:new(emqx_alarm, [non_strict, passthrough, no_link]),
     meck:expect(emqx_alarm, activate, 3, ok),
-    meck:expect(emqx_alarm, deactivate, 3, ok).
+    meck:expect(emqx_alarm, deactivate, 3, ok),
+    meck:new(emqx_license_checker, [non_strict, passthrough, no_link]),
+    meck:expect(emqx_license_checker, expiry_epoch, fun() -> 1859673600 end).
 
 end_group() ->
     ekka:stop(),
     mria:stop(),
     mria_mnesia:delete_schema(),
     meck:unload(emqx_alarm),
+    meck:unload(emqx_license_checker),
     emqx_common_test_helpers:stop_apps([emqx_prometheus]).
 
 end_per_group(_Group, Config) ->
diff --git a/apps/emqx_prometheus/test/emqx_prometheus_api_SUITE.erl b/apps/emqx_prometheus/test/emqx_prometheus_api_SUITE.erl
index cc20e60c7..6092a5d54 100644
--- a/apps/emqx_prometheus/test/emqx_prometheus_api_SUITE.erl
+++ b/apps/emqx_prometheus/test/emqx_prometheus_api_SUITE.erl
@@ -128,8 +128,8 @@ t_legacy_prometheus_api(_) ->
     Conf2 = emqx_utils_json:decode(Response2, [return_maps]),
     ?assertEqual(NewConf, Conf2),
 
-    EnvCollectors = application:get_env(prometheus, collectors, []),
-    PromCollectors = prometheus_registry:collectors(default),
+    EnvCollectors = env_collectors(),
+    PromCollectors = all_collectors(),
     ?assertEqual(lists:sort(EnvCollectors), lists:sort(PromCollectors)),
     ?assert(lists:member(prometheus_vm_statistics_collector, EnvCollectors), EnvCollectors),
 
@@ -221,8 +221,8 @@ t_prometheus_api(_) ->
     Conf2 = emqx_utils_json:decode(Response2, [return_maps]),
     ?assertMatch(NewConf, Conf2),
 
-    EnvCollectors = application:get_env(prometheus, collectors, []),
-    PromCollectors = prometheus_registry:collectors(default),
+    EnvCollectors = env_collectors(),
+    PromCollectors = all_collectors(),
     ?assertEqual(lists:sort(EnvCollectors), lists:sort(PromCollectors)),
     ?assert(lists:member(prometheus_vm_statistics_collector, EnvCollectors), EnvCollectors),
 
@@ -308,3 +308,16 @@ request_stats(JsonAuth, Auth) ->
 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 %%% Internal Functions
 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+env_collectors() ->
+    do_env_collectors(application:get_env(prometheus, collectors, []), []).
+
+do_env_collectors([], Acc) ->
+    lists:reverse(Acc);
+do_env_collectors([{_Registry, Collector} | Rest], Acc) when is_atom(Collector) ->
+    do_env_collectors(Rest, [Collector | Acc]);
+do_env_collectors([Collector | Rest], Acc) when is_atom(Collector) ->
+    do_env_collectors(Rest, [Collector | Acc]).
+
+all_collectors() ->
+    emqx_prometheus_config:all_collectors().