diff --git a/be/src/olap/data_dir.h b/be/src/olap/data_dir.h
index e70083210394cf..5437a489c60b74 100644
--- a/be/src/olap/data_dir.h
+++ b/be/src/olap/data_dir.h
@@ -124,6 +124,8 @@ class DataDir {
 
     void update_user_data_size(int64_t size);
 
+    std::set<TabletInfo> tablet_set() { return _tablet_set; }
+
 private:
     std::string _cluster_id_path() const { return _path + CLUSTER_ID_PREFIX; }
     Status _init_cluster_id();
diff --git a/be/src/olap/storage_engine.cpp b/be/src/olap/storage_engine.cpp
index b65652b9df5f84..c8105257073798 100644
--- a/be/src/olap/storage_engine.cpp
+++ b/be/src/olap/storage_engine.cpp
@@ -428,6 +428,18 @@ std::vector<DataDir*> StorageEngine::get_stores_for_create_tablet(
     std::random_device rd;
     srand(rd());
     std::random_shuffle(stores.begin(), stores.end());
+    // Two random choices
+    for (int i = 0; i < stores.size(); i++) {
+        int j = i + 1;
+        if (j < stores.size()) {
+            if (stores[i]->tablet_set().size() > stores[j]->tablet_set().size()) {
+                std::swap(stores[i], stores[j]);
+            }
+            std::random_shuffle(stores.begin() + j, stores.end());
+        } else {
+            break;
+        }   
+    } 
     return stores;
 }