diff --git a/Cargo.lock b/Cargo.lock
index d363238d11..11981e1b5d 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -8353,8 +8353,9 @@ dependencies = [
 
 [[package]]
 name = "object_store_opendal"
-version = "0.51.1"
-source = "git+https://github.com/apache/opendal?rev=0ba8574b6d08d209056704d28a9a114beb3c1022#0ba8574b6d08d209056704d28a9a114beb3c1022"
+version = "0.54.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5ce697ee723fdc3eaf6c457abf4059034be15167022b18b619993802cd1443d5"
 dependencies = [
  "async-trait",
  "bytes",
@@ -8439,11 +8440,11 @@ checksum = "c08d65885ee38876c4f86fa503fb49d7b507c2b62552df7c70b2fce627e06381"
 
 [[package]]
 name = "opendal"
-version = "0.53.1"
-source = "git+https://github.com/apache/opendal?rev=0ba8574b6d08d209056704d28a9a114beb3c1022#0ba8574b6d08d209056704d28a9a114beb3c1022"
+version = "0.54.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ffb9838d0575c6dbaf3fcec7255af8d5771996d4af900bbb6fa9a314dec00a1a"
 dependencies = [
  "anyhow",
- "async-trait",
  "backon",
  "base64 0.22.1",
  "bytes",
diff --git a/Cargo.toml b/Cargo.toml
index 31dbe0d4f3..f8016a83cb 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -161,7 +161,7 @@ nalgebra = "0.33"
 nix = { version = "0.30.1", default-features = false, features = ["event", "fs", "process"] }
 notify = "8.0"
 num_cpus = "1.16"
-object_store_opendal = { git = "https://github.com/apache/opendal", rev = "0ba8574b6d08d209056704d28a9a114beb3c1022" }
+object_store_opendal = "0.54"
 once_cell = "1.18"
 opentelemetry-proto = { version = "0.30", features = [
     "gen-tonic",
diff --git a/src/object-store/Cargo.toml b/src/object-store/Cargo.toml
index b141b043d5..8a1a877567 100644
--- a/src/object-store/Cargo.toml
+++ b/src/object-store/Cargo.toml
@@ -21,7 +21,7 @@ humantime-serde.workspace = true
 lazy_static.workspace = true
 md5 = "0.7"
 moka = { workspace = true, features = ["future"] }
-opendal = { git = "https://github.com/apache/opendal", rev = "0ba8574b6d08d209056704d28a9a114beb3c1022", features = [
+opendal = { version = "0.54", features = [
     "layers-tracing",
     "layers-prometheus",
     "services-azblob",
diff --git a/src/object-store/src/factory.rs b/src/object-store/src/factory.rs
index 22b3de263f..7614454c07 100644
--- a/src/object-store/src/factory.rs
+++ b/src/object-store/src/factory.rs
@@ -16,6 +16,7 @@ use std::{fs, path};
 
 use common_base::secrets::ExposeSecret;
 use common_telemetry::info;
+use opendal::layers::HttpClientLayer;
 use opendal::services::{Fs, Gcs, Oss, S3};
 use snafu::prelude::*;
 
@@ -89,8 +90,9 @@ pub async fn new_azblob_object_store(azblob_config: &AzblobConfig) -> Result<Obj
 
     let operator = ObjectStore::new(builder)
         .context(error::InitBackendSnafu)?
+        .layer(HttpClientLayer::new(client))
         .finish();
-    operator.update_http_client(|_| client);
+
     Ok(operator)
 }
 
@@ -113,8 +115,9 @@ pub async fn new_gcs_object_store(gcs_config: &GcsConfig) -> Result<ObjectStore>
 
     let operator = ObjectStore::new(builder)
         .context(error::InitBackendSnafu)?
+        .layer(HttpClientLayer::new(client))
         .finish();
-    operator.update_http_client(|_| client);
+
     Ok(operator)
 }
 
@@ -136,8 +139,9 @@ pub async fn new_oss_object_store(oss_config: &OssConfig) -> Result<ObjectStore>
 
     let operator = ObjectStore::new(builder)
         .context(error::InitBackendSnafu)?
+        .layer(HttpClientLayer::new(client))
         .finish();
-    operator.update_http_client(|_| client);
+
     Ok(operator)
 }
 
@@ -169,7 +173,8 @@ pub async fn new_s3_object_store(s3_config: &S3Config) -> Result<ObjectStore> {
 
     let operator = ObjectStore::new(builder)
         .context(error::InitBackendSnafu)?
+        .layer(HttpClientLayer::new(client))
         .finish();
-    operator.update_http_client(|_| client);
+
     Ok(operator)
 }
diff --git a/src/object-store/src/layers/lru_cache.rs b/src/object-store/src/layers/lru_cache.rs
index 9175192467..3b673bb381 100644
--- a/src/object-store/src/layers/lru_cache.rs
+++ b/src/object-store/src/layers/lru_cache.rs
@@ -99,13 +99,9 @@ pub struct LruCacheAccess<I, C> {
 impl<I: Access, C: Access> LayeredAccess for LruCacheAccess<I, C> {
     type Inner = I;
     type Reader = Reader;
-    type BlockingReader = I::BlockingReader;
     type Writer = I::Writer;
-    type BlockingWriter = I::BlockingWriter;
     type Lister = I::Lister;
-    type BlockingLister = I::BlockingLister;
     type Deleter = CacheAwareDeleter<C, I::Deleter>;
-    type BlockingDeleter = I::BlockingDeleter;
 
     fn inner(&self) -> &Self::Inner {
         &self.inner
@@ -135,25 +131,4 @@ impl<I: Access, C: Access> LayeredAccess for LruCacheAccess<I, C> {
     async fn list(&self, path: &str, args: OpList) -> Result<(RpList, Self::Lister)> {
         self.inner.list(path, args).await
     }
-
-    fn blocking_read(&self, path: &str, args: OpRead) -> Result<(RpRead, Self::BlockingReader)> {
-        // TODO(dennis): support blocking read cache
-        self.inner.blocking_read(path, args)
-    }
-
-    fn blocking_write(&self, path: &str, args: OpWrite) -> Result<(RpWrite, Self::BlockingWriter)> {
-        let result = self.inner.blocking_write(path, args);
-
-        self.read_cache.invalidate_entries_with_prefix(path);
-
-        result
-    }
-
-    fn blocking_list(&self, path: &str, args: OpList) -> Result<(RpList, Self::BlockingLister)> {
-        self.inner.blocking_list(path, args)
-    }
-
-    fn blocking_delete(&self) -> Result<(RpDelete, Self::BlockingDeleter)> {
-        self.inner.blocking_delete()
-    }
 }
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 741cd5cc74..b27a2801bc 100644
--- a/src/object-store/src/layers/lru_cache/read_cache.rs
+++ b/src/object-store/src/layers/lru_cache/read_cache.rs
@@ -160,7 +160,8 @@ impl<C: Access> ReadCache<C> {
             .map_ok(|entry| async {
                 let (path, mut meta) = entry.into_parts();
 
-                if !cloned_op.info().full_capability().list_has_content_length {
+                // TODO(dennis): Use a better API, see https://github.com/apache/opendal/issues/6522
+                if meta.content_length() == 0 {
                     meta = cloned_op.stat(&path).await?;
                 }