diff --git a/native/core/Cargo.toml b/native/core/Cargo.toml
index 898d41dde9..d89757302f 100644
--- a/native/core/Cargo.toml
+++ b/native/core/Cargo.toml
@@ -74,6 +74,10 @@ aws-credential-types = { workspace = true }
 parking_lot = "0.12.3"
 datafusion-comet-objectstore-hdfs = { path = "../hdfs", optional = true, default-features = false, features = ["hdfs"] }
 
+object_store_opendal = {version = "0.54.0", optional = true}
+hdfs-sys = {version = "0.3", optional = true, features = ["hdfs_3_3"]}
+opendal = { version ="0.54.0", optional = true, features = ["services-hdfs"] }
+
 [target.'cfg(target_os = "linux")'.dependencies]
 procfs = "0.17.0"
 
@@ -89,11 +93,12 @@ datafusion-functions-nested = { version = "49.0.2" }
 [features]
 default = []
 hdfs = ["datafusion-comet-objectstore-hdfs"]
+hdfs-opendal = ["opendal", "object_store_opendal", "hdfs-sys"]
 jemalloc = ["tikv-jemallocator", "tikv-jemalloc-ctl"]
 
 # exclude optional packages from cargo machete verifications
 [package.metadata.cargo-machete]
-ignored = ["datafusion-comet-objectstore-hdfs"]
+ignored = ["datafusion-comet-objectstore-hdfs", "hdfs-sys"]
 
 [lib]
 name = "comet"
diff --git a/native/core/src/parquet/parquet_support.rs b/native/core/src/parquet/parquet_support.rs
index 5c425c6688..e8118a5550 100644
--- a/native/core/src/parquet/parquet_support.rs
+++ b/native/core/src/parquet/parquet_support.rs
@@ -352,7 +352,44 @@ fn parse_hdfs_url(url: &Url) -> Result<(Box<dyn ObjectStore>, Path), object_stor
     }
 }
 
-#[cfg(not(feature = "hdfs"))]
+#[cfg(feature = "hdfs-opendal")]
+fn parse_hdfs_url(url: &Url) -> Result<(Box<dyn ObjectStore>, Path), object_store::Error> {
+    let name_node = get_name_node_uri(url)?;
+    let builder = opendal::services::Hdfs::default().name_node(&name_node);
+
+    let op = opendal::Operator::new(builder)
+        .map_err(|error| object_store::Error::Generic {
+            store: "hdfs-opendal",
+            source: error.into(),
+        })?
+        .finish();
+    let store = object_store_opendal::OpendalStore::new(op);
+    let path = Path::parse(url.path())?;
+    Ok((Box::new(store), path))
+}
+
+#[cfg(feature = "hdfs-opendal")]
+fn get_name_node_uri(url: &Url) -> Result<String, object_store::Error> {
+    use std::fmt::Write;
+    if let Some(host) = url.host() {
+        let schema = url.scheme();
+        let mut uri_builder = String::new();
+        write!(&mut uri_builder, "{schema}://{host}").unwrap();
+
+        if let Some(port) = url.port() {
+            write!(&mut uri_builder, ":{port}").unwrap();
+        }
+        Ok(uri_builder)
+    } else {
+        Err(object_store::Error::InvalidPath {
+            source: object_store::path::Error::InvalidPath {
+                path: std::path::PathBuf::from(url.as_str()),
+            },
+        })
+    }
+}
+
+#[cfg(all(not(feature = "hdfs"), not(feature = "hdfs-opendal")))]
 fn parse_hdfs_url(_url: &Url) -> Result<(Box<dyn ObjectStore>, Path), object_store::Error> {
     Err(object_store::Error::Generic {
         store: "HadoopFileSystem",