diff --git a/Cargo.toml b/Cargo.toml
index 4e8a0d4..4eaa6dd 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -20,4 +20,7 @@ members = [
     "hdfs",
     "hdfs-examples",
     "hdfs-testing",
-]
\ No newline at end of file
+]
+
+[patch.crates-io]
+object_store = { git = "https://github.com/apache/arrow-rs.git", rev = "bff6155d38e19bfe62a776731b78b435560f2c8e" }
diff --git a/hdfs/Cargo.toml b/hdfs/Cargo.toml
index 1df6333..70ea610 100644
--- a/hdfs/Cargo.toml
+++ b/hdfs/Cargo.toml
@@ -46,5 +46,5 @@ chrono = { version = "0.4" }
 fs-hdfs = { version = "^0.1.11", optional = true }
 fs-hdfs3 = { version = "^0.1.11", optional = true }
 futures = "0.3"
-object_store = "0.6.1"
+object_store = { version = "0.6.1", features = ["cloud"] }
 tokio = { version = "1.18", features = ["macros", "rt", "rt-multi-thread", "sync", "parking_lot"] }
diff --git a/hdfs/src/object_store/hdfs.rs b/hdfs/src/object_store/hdfs.rs
index 5a45641..f2fdc32 100644
--- a/hdfs/src/object_store/hdfs.rs
+++ b/hdfs/src/object_store/hdfs.rs
@@ -17,11 +17,11 @@
 
 //! Object store that represents the HDFS File System.
 
-use std::collections::{BTreeSet, VecDeque};
+use std::collections::{BTreeSet, HashMap, VecDeque};
 use std::fmt::{Display, Formatter};
 use std::ops::Range;
 use std::path::PathBuf;
-use std::sync::Arc;
+use std::sync::{Arc, Mutex};
 
 use async_trait::async_trait;
 use bytes::Bytes;
@@ -33,6 +33,7 @@ use object_store::{
     path::{self, Path},
     Error, GetOptions, GetResult, ListResult, MultipartId, ObjectMeta, ObjectStore, Result,
 };
+use object_store::multipart::{CloudMultiPartUpload, CloudMultiPartUploadImpl};
 use tokio::io::AsyncWrite;
 
 /// scheme for HDFS File System
@@ -111,6 +112,58 @@ impl Display for HadoopFileSystem {
     }
 }
 
+struct HdfsMultiPartUpload {
+    location: Path,
+    hdfs: Arc<HdfsFs>,
+    content: Arc<Mutex<HashMap<usize, Vec<u8>>>>,
+}
+
+#[async_trait]
+impl CloudMultiPartUploadImpl for HdfsMultiPartUpload {
+    async fn put_multipart_part(&self, buf: Vec<u8>, part_idx: usize) -> Result<object_store::multipart::UploadPart, std::io::Error> {
+        let mut content = self.content.lock().unwrap();
+        content.insert(part_idx, buf);
+
+        Ok(object_store::multipart::UploadPart {
+            content_id: part_idx.to_string(),
+        })
+    }
+
+    async fn complete(&self, _completed_parts: Vec<object_store::multipart::UploadPart>) -> Result<(), std::io::Error> {
+        let hdfs = self.hdfs.clone();
+        let location = HadoopFileSystem::path_to_filesystem(&self.location.clone());
+        let content = self.content.clone();
+
+        maybe_spawn_blocking(move || {
+            let file = match hdfs.create_with_overwrite(&location, true) {
+                Ok(f) => f,
+                Err(e) => {
+                    return Err(to_error(e));
+                }
+            };
+
+            let content = content.lock().unwrap();
+            // sort by hash key and put into file
+            let mut keys: Vec<usize> = content.keys().cloned().collect();
+            keys.sort();
+
+            assert_eq!(keys[0], 0, "Missing part 0 for multipart upload");
+            assert_eq!(keys[keys.len() - 1], keys.len() - 1, "Missing last part for multipart upload");
+
+            for key in keys {
+                let buf = content.get(&key).unwrap();
+                file.write(buf.as_slice()).map_err(to_error)?;
+            }
+
+            file.close().map_err(to_error)?;
+
+            Ok(())
+        })
+        .await
+        .map_err(to_io_error)
+    }
+}
+
 #[async_trait]
 impl ObjectStore for HadoopFileSystem {
     // Current implementation is very simple due to missing configs,
@@ -138,13 +191,20 @@ impl ObjectStore for HadoopFileSystem {
 
     async fn put_multipart(
         &self,
-        _location: &Path,
+        location: &Path,
     ) -> Result<(MultipartId, Box<dyn AsyncWrite + Unpin + Send>)> {
-        todo!()
+        let upload = HdfsMultiPartUpload {
+            location: location.clone(),
+            hdfs: self.hdfs.clone(),
+            content: Arc::new(Mutex::new(HashMap::new())),
+        };
+
+        Ok((MultipartId::default(), Box::new(CloudMultiPartUpload::new(upload, 8))))
     }
 
     async fn abort_multipart(&self, _location: &Path, _multipart_id: &MultipartId) -> Result<()> {
-        todo!()
+        // Currently, the implementation doesn't put anything to HDFS until complete is called.
+        Ok(())
     }
 
     async fn get(&self, location: &Path) -> Result<GetResult> {
@@ -620,6 +680,27 @@ fn to_error(err: HdfsErr) -> Error {
     }
 }
 
+fn to_io_error(err: Error) -> std::io::Error {
+    match err {
+        Error::Generic { store, source } => {
+            std::io::Error::new(std::io::ErrorKind::Other, format!("{}: {}", store, source))
+        }
+        Error::NotFound { path, source } => {
+            std::io::Error::new(std::io::ErrorKind::NotFound, format!("{}: {}", path, source))
+        }
+        Error::AlreadyExists { path, source } => {
+            std::io::Error::new(std::io::ErrorKind::AlreadyExists, format!("{}: {}", path, source))
+        }
+        Error::InvalidPath { source } => {
+            std::io::Error::new(std::io::ErrorKind::InvalidInput, source)
+        }
+
+        _ => {
+            std::io::Error::new(std::io::ErrorKind::Other, format!("HadoopFileSystem: {}", err))
+        }
+    }
+}
+
 #[cfg(test)]
 mod tests {
     use super::*;