diff --git a/components/bt/controller/esp32c5/bt.c b/components/bt/controller/esp32c5/bt.c
index 2b1945ccd9c..d16dcddc651 100644
--- a/components/bt/controller/esp32c5/bt.c
+++ b/components/bt/controller/esp32c5/bt.c
@@ -1,5 +1,5 @@
 /*
- * SPDX-FileCopyrightText: 2015-2025 Espressif Systems (Shanghai) CO LTD
+ * SPDX-FileCopyrightText: 2015-2026 Espressif Systems (Shanghai) CO LTD
  *
  * SPDX-License-Identifier: Apache-2.0
  */
@@ -47,6 +47,7 @@
 #if CONFIG_FREERTOS_USE_TICKLESS_IDLE
 #include "esp_private/sleep_modem.h"
 #include "esp_private/sleep_retention.h"
+#include "esp_private/pm_impl.h"
 #endif // CONFIG_FREERTOS_USE_TICKLESS_IDLE
 
 #include "freertos/FreeRTOS.h"
@@ -165,6 +166,7 @@ extern void esp_ble_controller_flash_only_param_config(void);
 #endif // CONFIG_BT_CTRL_RUN_IN_FLASH_ONLY
 #if CONFIG_FREERTOS_USE_TICKLESS_IDLE
 extern sleep_retention_entries_config_t *r_esp_ble_mac_retention_link_get(uint8_t *size, uint8_t extra);
+extern bool r_ble_lll_sleep_should_skip_light_sleep_check(void);
 extern void r_esp_ble_set_wakeup_overhead(uint32_t overhead);
 #endif /* CONFIG_FREERTOS_USE_TICKLESS_IDLE */
 #if CONFIG_BT_LE_LL_PEER_SCA_SET_ENABLE
@@ -802,7 +804,7 @@ esp_err_t controller_sleep_init(void)
 #endif // CONFIG_BT_LE_SLEEP_ENABLE
 
 #ifdef CONFIG_PM_ENABLE
-    rc = esp_pm_lock_create(ESP_PM_CPU_FREQ_MAX, 0, "bt", &s_pm_lock);
+    rc = esp_pm_lock_create(ESP_PM_APB_FREQ_MAX, 0, "bt", &s_pm_lock);
     if (rc != ESP_OK) {
         goto error;
     }
@@ -816,15 +818,17 @@ esp_err_t controller_sleep_init(void)
     esp_sleep_enable_bt_wakeup();
     ESP_LOGW(NIMBLE_PORT_LOG_TAG, "Enable light sleep, the wake up source is BLE timer");
 
+    rc = esp_pm_register_skip_light_sleep_callback(r_ble_lll_sleep_should_skip_light_sleep_check);
+    if (rc != ESP_OK) {
+        ESP_LOGE(NIMBLE_PORT_LOG_TAG, "Should skip cb register error");
+        goto error;
+    }
+
     rc = esp_pm_register_inform_out_light_sleep_overhead_callback(sleep_modem_light_sleep_overhead_set);
     if (rc != ESP_OK) {
         goto error;
     }
 
-#if SOC_PM_RETENTION_HAS_CLOCK_BUG && CONFIG_MAC_BB_PD
-    sleep_modem_register_mac_bb_module_prepare_callback(sleep_modem_mac_bb_power_down_prepare,
-                                                   sleep_modem_mac_bb_power_up_prepare);
-#endif // SOC_PM_RETENTION_HAS_CLOCK_BUG && CONFIG_MAC_BB_PD
 #endif /* CONFIG_BT_LE_SLEEP_ENABLE && CONFIG_FREERTOS_USE_TICKLESS_IDLE */
     return rc;
 
@@ -832,12 +836,9 @@ esp_err_t controller_sleep_init(void)
 error:
 #endif // CONFIG_PM_ENABLE
 #if CONFIG_BT_LE_SLEEP_ENABLE && CONFIG_FREERTOS_USE_TICKLESS_IDLE
-#if SOC_PM_RETENTION_HAS_CLOCK_BUG && CONFIG_MAC_BB_PD
-    sleep_modem_unregister_mac_bb_module_prepare_callback(sleep_modem_mac_bb_power_down_prepare,
-                                                     sleep_modem_mac_bb_power_up_prepare);
-#endif // SOC_PM_RETENTION_HAS_CLOCK_BUG && CONFIG_MAC_BB_PD
-    esp_sleep_disable_bt_wakeup();
+    esp_pm_unregister_skip_light_sleep_callback(r_ble_lll_sleep_should_skip_light_sleep_check);
     esp_pm_unregister_inform_out_light_sleep_overhead_callback(sleep_modem_light_sleep_overhead_set);
+    esp_sleep_disable_bt_wakeup();
 #endif /* CONFIG_BT_LE_SLEEP_ENABLE && CONFIG_FREERTOS_USE_TICKLESS_IDLE */
 #ifdef CONFIG_PM_ENABLE
     /*lock should release first and then delete*/
@@ -853,14 +854,11 @@ error:
 void controller_sleep_deinit(void)
 {
 #if CONFIG_BT_LE_SLEEP_ENABLE && CONFIG_FREERTOS_USE_TICKLESS_IDLE
-#if SOC_PM_RETENTION_HAS_CLOCK_BUG && CONFIG_MAC_BB_PD
-    sleep_modem_unregister_mac_bb_module_prepare_callback(sleep_modem_mac_bb_power_down_prepare,
-                                                     sleep_modem_mac_bb_power_up_prepare);
-#endif // SOC_PM_RETENTION_HAS_CLOCK_BUG && CONFIG_MAC_BB_PD
     r_ble_rtc_wake_up_state_clr();
+    esp_pm_unregister_skip_light_sleep_callback(r_ble_lll_sleep_should_skip_light_sleep_check);
+    esp_pm_unregister_inform_out_light_sleep_overhead_callback(sleep_modem_light_sleep_overhead_set);
     esp_sleep_disable_bt_wakeup();
     sleep_modem_ble_mac_modem_state_deinit();
-    esp_pm_unregister_inform_out_light_sleep_overhead_callback(sleep_modem_light_sleep_overhead_set);
 #endif /* CONFIG_FREERTOS_USE_TICKLESS_IDLE */
 #ifdef CONFIG_PM_ENABLE
     /* lock should be released first */