diff --git a/dbms/src/TiDB/Schema/SchemaBuilder.cpp b/dbms/src/TiDB/Schema/SchemaBuilder.cpp
index cf769181b6c..328769f3894 100644
--- a/dbms/src/TiDB/Schema/SchemaBuilder.cpp
+++ b/dbms/src/TiDB/Schema/SchemaBuilder.cpp
@@ -844,7 +844,7 @@ void SchemaBuilder<Getter, NameMapper>::applyDropSchema(const String & db_name)
     auto db = context.tryGetDatabase(db_name);
     if (db == nullptr)
     {
-        LOG_INFO(log, "Database {} does not exists", db_name);
+        LOG_INFO(log, "Database does not exist, db_name={}", db_name);
         return;
     }
 
@@ -1046,7 +1046,7 @@ void SchemaBuilder<Getter, NameMapper>::applyDropPhysicalTable(const String & db
     auto storage = tmt_context.getStorages().get(keyspace_id, table_id);
     if (storage == nullptr)
     {
-        LOG_DEBUG(log, "table {} does not exist.", table_id);
+        LOG_DEBUG(log, "table does not exist, table_id={}", table_id);
         return;
     }
     GET_METRIC(tiflash_schema_internal_ddl_count, type_drop_table).Increment();
@@ -1087,7 +1087,7 @@ void SchemaBuilder<Getter, NameMapper>::applyDropTable(DatabaseID database_id, T
     auto * storage = tmt_context.getStorages().get(keyspace_id, table_id).get();
     if (storage == nullptr)
     {
-        LOG_DEBUG(log, "table {} does not exist.", table_id);
+        LOG_DEBUG(log, "table does not exist, table_id={}", table_id);
         return;
     }
     const auto & table_info = storage->getTableInfo();
diff --git a/dbms/src/TiDB/Schema/SchemaGetter.cpp b/dbms/src/TiDB/Schema/SchemaGetter.cpp
index 47ee084341c..5e170dd7fd6 100644
--- a/dbms/src/TiDB/Schema/SchemaGetter.cpp
+++ b/dbms/src/TiDB/Schema/SchemaGetter.cpp
@@ -248,10 +248,10 @@ std::optional<SchemaDiff> SchemaGetter::getSchemaDiff(Int64 ver)
     String data = TxnStructure::get(snap, key);
     if (data.empty())
     {
-        LOG_WARNING(log, "The schema diff for version {}, key {} is empty.", ver, key);
+        LOG_WARNING(log, "The schema diff is empty, schema_version={} key={}", ver, key);
         return std::nullopt;
     }
-    LOG_DEBUG(log, "Get SchemaDiff from TiKV: {}", data); // TODO: turn it into trace level
+    LOG_TRACE(log, "Get SchemaDiff from TiKV, schema_version={} data={}", ver, data);
     SchemaDiff diff;
     diff.deserialize(data);
     return diff;
@@ -275,7 +275,7 @@ TiDB::DBInfoPtr SchemaGetter::getDatabase(DatabaseID db_id)
     if (json.empty())
         return nullptr;
 
-    LOG_DEBUG(log, "Get DB Info from TiKV : " + json);
+    LOG_DEBUG(log, "Get DB Info from TiKV: {}", json);
     auto db_info = std::make_shared<TiDB::DBInfo>(json, keyspace_id);
     return db_info;
 }
@@ -285,25 +285,26 @@ TiDB::TableInfoPtr SchemaGetter::getTableInfo(DatabaseID db_id, TableID table_id
     String db_key = getDBKey(db_id);
     if (!checkDBExists(db_key))
     {
-        LOG_ERROR(log, "The database {} does not exist.", db_id);
+        LOG_ERROR(log, "The database does not exist, database_id={}", db_id);
         return nullptr;
     }
     String table_key = getTableKey(table_id);
     String table_info_json = TxnStructure::hGet(snap, db_key, table_key);
     if (table_info_json.empty())
     {
-        LOG_WARNING(log, "The table {} is dropped in TiKV, try to get the latest table_info", table_id);
+        LOG_WARNING(log, "The table is dropped in TiKV, try to get the latest table_info, table_id={}", table_id);
         table_info_json = TxnStructure::mvccGet(snap, db_key, table_key);
         if (table_info_json.empty())
         {
             LOG_ERROR(
                 log,
-                "The table {} is dropped in TiKV, and the latest table_info is still empty, it should by gc",
+                "The table is dropped in TiKV, and the latest table_info is still empty, it should be GCed, "
+                "table_id={}",
                 table_id);
             return nullptr;
         }
     }
-    LOG_DEBUG(log, "Get Table Info from TiKV : " + table_info_json);
+    LOG_DEBUG(log, "Get Table Info from TiKV: {}", table_info_json);
     TiDB::TableInfoPtr table_info = std::make_shared<TiDB::TableInfo>(table_info_json, keyspace_id);
 
     return table_info;
@@ -319,26 +320,26 @@ std::tuple<TiDB::DBInfoPtr, TiDB::TableInfoPtr> SchemaGetter::getDatabaseAndTabl
     if (db_json.empty())
         return std::make_tuple(nullptr, nullptr);
 
-    LOG_DEBUG(log, "Get DB Info from TiKV : " + db_json);
+    LOG_DEBUG(log, "Get DB Info from TiKV: {}", db_json);
     auto db_info = std::make_shared<TiDB::DBInfo>(db_json, keyspace_id);
 
     String table_key = getTableKey(table_id);
     String table_info_json = TxnStructure::hGet(snap, db_key, table_key);
     if (table_info_json.empty())
     {
-        LOG_WARNING(log, "The table {} is dropped in TiKV, try to get the latest table_info", table_id);
+        LOG_WARNING(log, "The table is dropped in TiKV, try to get the latest table_info, table_id={}", table_id);
         table_info_json = TxnStructure::mvccGet(snap, db_key, table_key);
         if (table_info_json.empty())
         {
             LOG_ERROR(
                 log,
-                "The table {} is dropped in TiKV, and the latest table_info is still empty, it should by gc",
+                "The table is dropped in TiKV, and the latest table_info is still empty, it should be GCed, "
+                "table_id={}",
                 table_id);
             return std::make_tuple(db_info, nullptr);
-            ;
         }
     }
-    LOG_DEBUG(log, "Get Table Info from TiKV : " + table_info_json);
+    LOG_DEBUG(log, "Get Table Info from TiKV: {}", table_info_json);
     TiDB::TableInfoPtr table_info = std::make_shared<TiDB::TableInfo>(table_info_json, keyspace_id);
 
     return std::make_tuple(db_info, table_info);