diff --git a/src/storage/compaction/ob_medium_compaction_func.cpp b/src/storage/compaction/ob_medium_compaction_func.cpp
index 96af160779..813ab3f4cb 100644
--- a/src/storage/compaction/ob_medium_compaction_func.cpp
+++ b/src/storage/compaction/ob_medium_compaction_func.cpp
@@ -851,7 +851,7 @@ int ObMediumCompactionScheduleFunc::prepare_medium_info(
     LOG_WARN("failed to init parallel range", K(ret), K(medium_info));
   } else {
     medium_info.last_medium_snapshot_ = result.handle_.get_table(0)->get_snapshot_version();
-    LOG_INFO("success to prepare medium info", K(ret), K(medium_info));
+    LOG_TRACE("success to prepare medium info", K(ret), K(medium_info));
   }
   return ret;
 }
diff --git a/src/storage/compaction/ob_medium_compaction_mgr.cpp b/src/storage/compaction/ob_medium_compaction_mgr.cpp
index 90bb39363e..d9e61fa201 100644
--- a/src/storage/compaction/ob_medium_compaction_mgr.cpp
+++ b/src/storage/compaction/ob_medium_compaction_mgr.cpp
@@ -273,7 +273,7 @@ int ObTabletMediumCompactionInfoRecorder::sync_clog_succ_for_leader(const int64_
   } else if (OB_FAIL(submit_trans_on_mds_table(true/*is_commit*/))) {
     LOG_WARN("failed to dec ref on memtable", K(ret), K_(tablet_id), KPC(medium_info_));
   } else {
-    FLOG_INFO("success to save medium info for leader", K(ret), K_(ls_id), K_(tablet_id), KPC(medium_info_),
+    LOG_TRACE("success to save medium info for leader", K(ret), K_(ls_id), K_(tablet_id), KPC(medium_info_),
         K(max_saved_version_), K_(clog_scn));
   }
   return ret;
diff --git a/src/storage/compaction/ob_tenant_tablet_scheduler.cpp b/src/storage/compaction/ob_tenant_tablet_scheduler.cpp
index 1317ee01cc..0d05b3f2f9 100644
--- a/src/storage/compaction/ob_tenant_tablet_scheduler.cpp
+++ b/src/storage/compaction/ob_tenant_tablet_scheduler.cpp
@@ -1484,20 +1484,21 @@ bool ObTenantTabletScheduler::get_enable_adaptive_compaction()
   int ret = OB_SUCCESS;
   bool enable_adaptive_compaction = enable_adaptive_compaction_;
   ObTenantSysStat cur_sys_stat;
-  if (!enable_adaptive_compaction_) {
+  if (!enable_adaptive_compaction) {
     // do nothing
+#ifdef ENABLE_DEBUG_LOG
+  } else if (GCONF.enable_crazy_medium_compaction) {
+    enable_adaptive_compaction = true;
+    LOG_DEBUG("set crazy medium, set enable_adaptive_compaction = true");
+#endif
   } else if (OB_FAIL(MTL(ObTenantTabletStatMgr *)->get_sys_stat(cur_sys_stat))) {
     LOG_WARN("failed to get tenant sys stat", K(ret), K(cur_sys_stat));
   } else if (cur_sys_stat.is_full_cpu_usage()) {
     enable_adaptive_compaction = false;
-    FLOG_INFO("disable adaptive compaction due to the high load CPU", K(ret), K(cur_sys_stat));
+    if (REACH_TENANT_TIME_INTERVAL(PRINT_LOG_INVERVAL)) {
+      FLOG_INFO("disable adaptive compaction due to the high load CPU", K(ret), K(cur_sys_stat));
+    }
   }
-#ifdef ENABLE_DEBUG_LOG
-  if (GCONF.enable_crazy_medium_compaction) {
-    enable_adaptive_compaction = true;
-    LOG_DEBUG("set crazy medium, set enable_adaptive_compaction = true");
-  }
-#endif
   return enable_adaptive_compaction;
 }