diff --git a/src/object-store/src/layers/lru_cache/read_cache.rs b/src/object-store/src/layers/lru_cache/read_cache.rs
index 6519adf766f9..f88b36784d15 100644
--- a/src/object-store/src/layers/lru_cache/read_cache.rs
+++ b/src/object-store/src/layers/lru_cache/read_cache.rs
@@ -18,15 +18,17 @@ use common_telemetry::debug;
 use futures::FutureExt;
 use moka::future::Cache;
 use moka::notification::ListenerFuture;
-use opendal::raw::oio::{List, Read, Reader, Write};
-use opendal::raw::{Access, OpDelete, OpList, OpRead, OpStat, OpWrite, RpRead};
-use opendal::{Error as OpendalError, ErrorKind, Result};
+use opendal::raw::oio::{Read, Reader, Write};
+use opendal::raw::{Access, OpDelete, OpRead, OpStat, OpWrite, RpRead};
+use opendal::{Error as OpendalError, ErrorKind, Metakey, OperatorBuilder, Result};
 
 use crate::metrics::{
     OBJECT_STORE_LRU_CACHE_BYTES, OBJECT_STORE_LRU_CACHE_ENTRIES, OBJECT_STORE_LRU_CACHE_HIT,
     OBJECT_STORE_LRU_CACHE_MISS, OBJECT_STORE_READ_ERROR,
 };
 
+const RECOVER_CACHE_LIST_CONCURRENT: usize = 8;
+
 /// Cache value for read file
 #[derive(Debug, Clone, PartialEq, Eq, Copy)]
 enum ReadResult {
@@ -142,19 +144,16 @@ impl<C: Access> ReadCache<C> {
     /// Recover existing cache items from `file_cache` to `mem_cache`.
     /// Return entry count and total approximate entry size in bytes.
     pub(crate) async fn recover_cache(&self) -> Result<(u64, u64)> {
-        let (_, mut pager) = self.file_cache.list("/", OpList::default()).await?;
-
-        while let Some(entry) = pager.next().await? {
+        let op = OperatorBuilder::new(self.file_cache.clone()).finish();
+        let mut entries = op
+            .list_with("/")
+            .metakey(Metakey::ContentLength | Metakey::ContentType)
+            .concurrent(RECOVER_CACHE_LIST_CONCURRENT)
+            .await?;
+
+        while let Some(entry) = entries.pop() {
             let read_key = entry.path();
-
-            // We can't retrieve the metadata from `[opendal::raw::oio::Entry]` directly,
-            // because it's private field.
-            let size = {
-                let stat = self.file_cache.stat(read_key, OpStat::default()).await?;
-
-                stat.into_metadata().content_length()
-            };
-
+            let size = entry.metadata().content_length();
             OBJECT_STORE_LRU_CACHE_ENTRIES.inc();
             OBJECT_STORE_LRU_CACHE_BYTES.add(size as i64);
             self.mem_cache