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..9ad7e7d 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", 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..6b075b5 100644
--- a/hdfs/src/object_store/hdfs.rs
+++ b/hdfs/src/object_store/hdfs.rs
@@ -21,7 +21,7 @@ use std::collections::{BTreeSet, 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;
@@ -29,6 +29,7 @@ use chrono::{DateTime, NaiveDateTime, Utc};
 use futures::{stream::BoxStream, StreamExt, TryStreamExt};
 use hdfs::hdfs::{get_hdfs_by_full_path, FileStatus, HdfsErr, HdfsFile, HdfsFs};
 use hdfs::walkdir::HdfsWalkDir;
+use object_store::multipart::{CloudMultiPartUpload, CloudMultiPartUploadImpl};
 use object_store::{
     path::{self, Path},
     Error, GetOptions, GetResult, ListResult, MultipartId, ObjectMeta, ObjectStore, Result,
@@ -111,6 +112,126 @@ impl Display for HadoopFileSystem {
     }
 }
 
+struct HdfsMultiPartUpload {
+    location: Path,
+    hdfs: Arc<HdfsFs>,
+    content: Arc<Mutex<Vec<Option<Vec<u8>>>>>,
+    first_unwritten_idx: Arc<Mutex<usize>>,
+    file_created: Arc<Mutex<bool>>,
+}
+
+impl HdfsMultiPartUpload {
+    fn create_file_if_necessary(&self) -> Result<()> {
+        let mut file_created = self.file_created.lock().unwrap();
+        if !*file_created {
+            let location = HadoopFileSystem::path_to_filesystem(&self.location.clone());
+            match self.hdfs.create_with_overwrite(&location, true) {
+                Ok(_) => {
+                    *file_created = true;
+                    Ok(())
+                }
+                Err(e) => Err(to_error(e)),
+            }
+        } else {
+            Ok(())
+        }
+    }
+}
+
+#[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();
+            while content.len() <= part_idx {
+                content.push(None);
+            }
+            content[part_idx] = Some(buf);
+        }
+
+        let location = HadoopFileSystem::path_to_filesystem(&self.location.clone());
+        let first_unwritten_idx = {
+            let guard = self.first_unwritten_idx.lock().unwrap();
+            *guard
+        };
+
+        self.create_file_if_necessary()?;
+
+        // Attempt to write all contiguous sequences of parts
+        if first_unwritten_idx <= part_idx {
+            let hdfs = self.hdfs.clone();
+            let content = self.content.clone();
+            let first_unwritten_idx = self.first_unwritten_idx.clone();
+
+            maybe_spawn_blocking(move || {
+                let file = hdfs.append(&location).map_err(to_error)?;
+                let mut content = content.lock().unwrap();
+
+                let mut first_unwritten_idx = first_unwritten_idx.lock().unwrap();
+
+                // Write all contiguous parts and free up the memory
+                while let Some(buf) = content.get_mut(*first_unwritten_idx).and_then(Option::take) {
+                    file.write(buf.as_slice()).map_err(to_error)?;
+                    *first_unwritten_idx += 1;
+                }
+
+                file.close().map_err(to_error)?;
+                Ok(())
+            })
+            .await
+            .map_err(to_io_error)?;
+        }
+
+        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 content = self.content.lock().unwrap();
+        if content.len() != completed_parts.len() {
+            return Err(std::io::Error::new(
+                std::io::ErrorKind::InvalidData,
+                format!(
+                    "Expected {} parts, but only {} parts were received",
+                    content.len(),
+                    completed_parts.len()
+                ),
+            ));
+        }
+
+        // check first_unwritten_idx
+        let first_unwritten_idx = self.first_unwritten_idx.lock().unwrap();
+        if *first_unwritten_idx != content.len() {
+            return Err(std::io::Error::new(
+                std::io::ErrorKind::InvalidData,
+                format!(
+                    "Expected to write {} parts, but only {} parts were written",
+                    content.len(),
+                    *first_unwritten_idx
+                ),
+            ));
+        }
+
+        // Last check: make sure all parts were written, since we change it to None after writing
+        if content.iter().any(Option::is_some) {
+            return Err(std::io::Error::new(
+                std::io::ErrorKind::InvalidData,
+                "Not all parts were written",
+            ));
+        }
+
+        Ok(())
+    }
+}
+
 #[async_trait]
 impl ObjectStore for HadoopFileSystem {
     // Current implementation is very simple due to missing configs,
@@ -138,13 +259,25 @@ 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(Vec::new())),
+            first_unwritten_idx: Arc::new(Mutex::new(0)),
+            file_created: Arc::new(Mutex::new(false)),
+        };
+
+        Ok((
+            MultipartId::default(),
+            Box::new(CloudMultiPartUpload::new(upload, 8)),
+        ))
     }
 
-    async fn abort_multipart(&self, _location: &Path, _multipart_id: &MultipartId) -> Result<()> {
-        todo!()
+    async fn abort_multipart(&self, location: &Path, _multipart_id: &MultipartId) -> Result<()> {
+        // remove the file if it exists
+        self.delete(location).await
     }
 
     async fn get(&self, location: &Path) -> Result<GetResult> {
@@ -620,6 +753,30 @@ 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::*;