diff --git a/be/src/olap/tablet_meta.cpp b/be/src/olap/tablet_meta.cpp
index b7c1d0b041f373..2454f271792ae9 100644
--- a/be/src/olap/tablet_meta.cpp
+++ b/be/src/olap/tablet_meta.cpp
@@ -27,6 +27,7 @@
 #include <time.h>
 
 #include <cstdint>
+#include <memory>
 #include <set>
 #include <utility>
 
@@ -39,7 +40,9 @@
 #include "olap/olap_define.h"
 #include "olap/rowset/rowset.h"
 #include "olap/rowset/rowset_meta_manager.h"
+#include "olap/tablet_fwd.h"
 #include "olap/tablet_meta_manager.h"
+#include "olap/tablet_schema_cache.h"
 #include "olap/utils.h"
 #include "util/debug_points.h"
 #include "util/mem_info.h"
@@ -80,6 +83,12 @@ TabletMetaSharedPtr TabletMeta::create(
             request.inverted_index_storage_format, request.time_series_compaction_level_threshold);
 }
 
+TabletMeta::~TabletMeta() {
+    if (_handle) {
+        TabletSchemaCache::instance()->release(_handle);
+    }
+}
+
 TabletMeta::TabletMeta()
         : _tablet_uid(0, 0),
           _schema(new TabletSchema),
@@ -595,7 +604,14 @@ void TabletMeta::init_from_pb(const TabletMetaPB& tablet_meta_pb) {
     }
 
     // init _schema
-    _schema->init_from_pb(tablet_meta_pb.schema());
+    TabletSchemaSPtr schema = std::make_shared<TabletSchema>();
+    schema->init_from_pb(tablet_meta_pb.schema());
+    if (_handle) {
+        TabletSchemaCache::instance()->release(_handle);
+    }
+    auto pair = TabletSchemaCache::instance()->insert(schema->to_key());
+    _handle = pair.first;
+    _schema = pair.second;
 
     if (tablet_meta_pb.has_enable_unique_key_merge_on_write()) {
         _enable_unique_key_merge_on_write = tablet_meta_pb.enable_unique_key_merge_on_write();
diff --git a/be/src/olap/tablet_meta.h b/be/src/olap/tablet_meta.h
index 4a67f6b0f9d939..b04e138a3b61b7 100644
--- a/be/src/olap/tablet_meta.h
+++ b/be/src/olap/tablet_meta.h
@@ -99,6 +99,7 @@ class TabletMeta : public MetadataAdder<TabletMeta> {
             const std::unordered_map<uint32_t, uint32_t>& col_ordinal_to_unique_id);
 
     TabletMeta();
+    ~TabletMeta() override;
     TabletMeta(int64_t table_id, int64_t partition_id, int64_t tablet_id, int64_t replica_id,
                int32_t schema_hash, uint64_t shard_id, const TTabletSchema& tablet_schema,
                uint32_t next_unique_id,
@@ -301,6 +302,7 @@ class TabletMeta : public MetadataAdder<TabletMeta> {
     // the reference of _schema may use in tablet, so here need keep
     // the lifetime of tablemeta and _schema is same with tablet
     TabletSchemaSPtr _schema;
+    Cache::Handle* _handle = nullptr;
 
     std::vector<RowsetMetaSharedPtr> _rs_metas;
     // This variable _stale_rs_metas is used to record these rowsets‘ meta which are be compacted.