diff --git a/apps/emqx_modules/src/emqx_modules_app.erl b/apps/emqx_modules/src/emqx_modules_app.erl
index bf8efc8f6..4fcd2718e 100644
--- a/apps/emqx_modules/src/emqx_modules_app.erl
+++ b/apps/emqx_modules/src/emqx_modules_app.erl
@@ -33,7 +33,21 @@ stop(_State) ->
     ok.
 
 maybe_enable_modules() ->
-    emqx_conf:get([delayed, enable], true) andalso emqx_delayed:enable(),
+    DelayedEnabled = emqx_conf:get([delayed, enable], true),
+    RewriteEnabled = length(emqx_conf:get([rewrite], [])) > 0,
+    RetainerEnabled = emqx_conf:get([retainer, enable], false),
+    AutoSubscribeEnabled = length(emqx_conf:get([auto_subscribe, topics], [])) > 0,
+    application:set_env(
+        emqx_telemetry,
+        advanced_mqtt_features_in_use,
+        #{
+            delayed => DelayedEnabled,
+            topic_rewrite => RewriteEnabled,
+            retained => RetainerEnabled,
+            auto_subscribe => AutoSubscribeEnabled
+        }
+    ),
+    DelayedEnabled andalso emqx_delayed:enable(),
     emqx_conf:get([telemetry, enable], true) andalso emqx_telemetry:enable(),
     emqx_conf:get([observer_cli, enable], true) andalso emqx_observer_cli:enable(),
     emqx_event_message:enable(),
diff --git a/apps/emqx_modules/src/emqx_telemetry.erl b/apps/emqx_modules/src/emqx_telemetry.erl
index ae0cd428e..e15f91519 100644
--- a/apps/emqx_modules/src/emqx_telemetry.erl
+++ b/apps/emqx_modules/src/emqx_telemetry.erl
@@ -347,7 +347,8 @@ get_telemetry(State0 = #state{uuid = UUID}) ->
         {messages_sent, messages_sent()},
         {build_info, build_info()},
         {vm_specs, vm_specs()},
-        {mqtt_runtime_insights, MQTTRTInsights}
+        {mqtt_runtime_insights, MQTTRTInsights},
+        {advanced_mqtt_features, advanced_mqtt_features()}
     ]}.
 
 report_telemetry(State0 = #state{url = URL}) ->
@@ -447,6 +448,10 @@ update_mqtt_rates(
 update_mqtt_rates(State) ->
     {#{}, State}.
 
+advanced_mqtt_features() ->
+    AdvancedFeatures = application:get_env(emqx_telemetry, advanced_mqtt_features_in_use, #{}),
+    maps:map(fun(_K, V) -> bool2int(V) end, AdvancedFeatures).
+
 bin(L) when is_list(L) ->
     list_to_binary(L);
 bin(A) when is_atom(A) ->
@@ -454,6 +459,9 @@ bin(A) when is_atom(A) ->
 bin(B) when is_binary(B) ->
     B.
 
+bool2int(true) -> 1;
+bool2int(false) -> 0.
+
 empty_state() ->
     #state{
         url = ?TELEMETRY_URL,
diff --git a/apps/emqx_modules/test/emqx_telemetry_SUITE.erl b/apps/emqx_modules/test/emqx_telemetry_SUITE.erl
index 2c93d33d3..004d10d43 100644
--- a/apps/emqx_modules/test/emqx_telemetry_SUITE.erl
+++ b/apps/emqx_modules/test/emqx_telemetry_SUITE.erl
@@ -29,11 +29,11 @@ all() -> emqx_common_test_helpers:all(?MODULE).
 
 init_per_suite(Config) ->
     snabbkaffe:fix_ct_logging(),
-    emqx_common_test_helpers:start_apps([emqx_modules]),
+    emqx_common_test_helpers:start_apps([emqx_conf, emqx_modules]),
     Config.
 
 end_per_suite(_Config) ->
-    emqx_common_test_helpers:stop_apps([emqx_modules]).
+    emqx_common_test_helpers:stop_apps([emqx_conf, emqx_modules]).
 
 init_per_testcase(t_get_telemetry, Config) ->
     DataDir = ?config(data_dir, Config),
@@ -66,6 +66,19 @@ init_per_testcase(t_get_telemetry, Config) ->
         end
     ),
     Config;
+init_per_testcase(t_advanced_mqtt_features, Config) ->
+    OldValues = application:get_env(emqx_telemetry, advanced_mqtt_features_in_use, #{}),
+    application:set_env(
+        emqx_telemetry,
+        advanced_mqtt_features_in_use,
+        #{
+            delayed => false,
+            topic_rewrite => false,
+            retained => false,
+            auto_subscribe => false
+        }
+    ),
+    [{old_values, OldValues} | Config];
 init_per_testcase(_Testcase, Config) ->
     TestPID = self(),
     ok = meck:new(httpc, [non_strict, passthrough, no_history, no_link]),
@@ -79,6 +92,9 @@ init_per_testcase(_Testcase, Config) ->
 end_per_testcase(t_get_telemetry, _Config) ->
     meck:unload([httpc, emqx_telemetry]),
     ok;
+end_per_testcase(t_advanced_mqtt_features, Config) ->
+    OldValues = ?config(old_values, Config),
+    application:set_env(emqx_telemetry, advanced_mqtt_features_in_use, OldValues);
 end_per_testcase(_Testcase, _Config) ->
     meck:unload([httpc]),
     ok.
@@ -142,6 +158,39 @@ t_get_telemetry(_Config) ->
     ?assert(is_integer(maps:get(num_topics, MQTTRTInsights))),
     ok.
 
+t_advanced_mqtt_features(_) ->
+    {ok, TelemetryData} = emqx_telemetry:get_telemetry(),
+    AdvFeats = get_value(advanced_mqtt_features, TelemetryData),
+    ?assertEqual(
+        #{
+            retained => 0,
+            topic_rewrite => 0,
+            auto_subscribe => 0,
+            delayed => 0
+        },
+        AdvFeats
+    ),
+    lists:foreach(
+        fun(TelemetryKey) ->
+            {ok, EnabledFeats} = application:get_env(emqx_telemetry, advanced_mqtt_features_in_use),
+            application:set_env(
+                emqx_telemetry,
+                advanced_mqtt_features_in_use,
+                EnabledFeats#{TelemetryKey => true}
+            ),
+            {ok, Data} = emqx_telemetry:get_telemetry(),
+            #{TelemetryKey := Value} = get_value(advanced_mqtt_features, Data),
+            ?assertEqual(1, Value, #{key => TelemetryKey})
+        end,
+        [
+            retained,
+            topic_rewrite,
+            auto_subscribe,
+            delayed
+        ]
+    ),
+    ok.
+
 t_enable(_) ->
     ok = meck:new(emqx_telemetry, [non_strict, passthrough, no_history, no_link]),
     ok = meck:expect(emqx_telemetry, official_version, fun(_) -> true end),
@@ -176,6 +225,13 @@ t_send_after_enable(_) ->
                                 <<"messages_received_rate">> := _,
                                 <<"messages_sent_rate">> := _,
                                 <<"num_topics">> := _
+                            },
+                        <<"advanced_mqtt_features">> :=
+                            #{
+                                <<"retained">> := _,
+                                <<"topic_rewrite">> := _,
+                                <<"auto_subscribe">> := _,
+                                <<"delayed">> := _
                             }
                     },
                     Decoded