diff --git a/object_store/src/lib.rs b/object_store/src/lib.rs
index 3a841667ff97..c7820a9278c0 100644
--- a/object_store/src/lib.rs
+++ b/object_store/src/lib.rs
@@ -2115,6 +2115,38 @@ mod tests {
         assert_eq!(meta.size, chunk_size * 2);
     }
 
+    pub(crate) async fn multipart_lazy(storage: Arc<DynObjectStore>) {
+        let path = Path::from("test_multipart_lazy");
+        let chunk_size = 5 * 1024 * 1024;
+
+        let chunks = get_chunks(chunk_size, 1);
+        let mut w = crate::multipart::put_multipart_lazy(
+            Arc::clone(&storage),
+            path.clone(),
+            10 * 1024 * 1024,
+        );
+        for chunk in chunks {
+            w.write_all(&chunk).await.unwrap();
+        }
+        w.shutdown().await.unwrap();
+
+        let meta = storage.head(&path).await.unwrap();
+        assert_eq!(meta.size, chunk_size);
+
+        let mut w = crate::multipart::put_multipart_lazy(
+            Arc::clone(&storage),
+            path.clone(),
+            10 * 1024 * 1024,
+        );
+        let chunks = get_chunks(chunk_size, 4);
+        for chunk in chunks {
+            w.write_all(&chunk).await.unwrap();
+        }
+        w.shutdown().await.unwrap();
+        let meta = storage.head(&path).await.unwrap();
+        assert_eq!(meta.size, chunk_size * 4);
+    }
+
     #[cfg(any(feature = "aws", feature = "azure"))]
     pub(crate) async fn tagging<F, Fut>(storage: &dyn ObjectStore, validate: bool, get_tags: F)
     where
diff --git a/object_store/src/local.rs b/object_store/src/local.rs
index 71b96f058c79..e2653a659d15 100644
--- a/object_store/src/local.rs
+++ b/object_store/src/local.rs
@@ -1432,6 +1432,14 @@ mod tests {
         );
     }
 
+    #[tokio::test]
+    async fn test_multipart_lazy() {
+        let root = TempDir::new().unwrap();
+        let integration = LocalFileSystem::new_with_prefix(root.path()).unwrap();
+        let store = Arc::new(integration);
+        crate::tests::multipart_lazy(store).await;
+    }
+
     #[tokio::test]
     async fn filesystem_filename_with_percent() {
         let temp_dir = TempDir::new().unwrap();
diff --git a/object_store/src/multipart.rs b/object_store/src/multipart.rs
index 1dcd5a6f4960..d3d95a324e63 100644
--- a/object_store/src/multipart.rs
+++ b/object_store/src/multipart.rs
@@ -24,11 +24,12 @@
 use async_trait::async_trait;
 use bytes::Bytes;
 use futures::{stream::FuturesUnordered, Future, StreamExt};
+use std::task::ready;
 use std::{io, pin::Pin, sync::Arc, task::Poll};
 use tokio::io::AsyncWrite;
 
 use crate::path::Path;
-use crate::{MultipartId, PutResult, Result};
+use crate::{MultipartId, ObjectStore, PutResult, Result};
 
 type BoxedTryFuture<T> = Pin<Box<dyn Future<Output = Result<T, io::Error>> + Send>>;
 
@@ -316,3 +317,215 @@ pub trait MultiPartStore: Send + Sync + 'static {
     /// Aborts a multipart upload
     async fn abort_multipart(&self, path: &Path, id: &MultipartId) -> Result<()>;
 }
+
+/// Create a lazy multipart writer for a given [`ObjectStore`] and [`Path`].
+///
+/// A multipart upload using `ObjectStore::put_multipart` will only be created when the size exceeds `multipart_threshold`,
+/// otherwise a direct PUT will be performed on shutdown.
+pub fn put_multipart_lazy(
+    store: Arc<dyn ObjectStore>,
+    path: Path,
+    multipart_threshold: usize,
+) -> Box<dyn AsyncWrite + Send + Unpin> {
+    Box::new(LazyWriteMultiPart::new(store, path, multipart_threshold))
+}
+
+enum LazyWriteState {
+    /// Buffering data, not yet reached multipart threshold
+    Buffer(Vec<u8>),
+    /// Writer shutdown, putting data in progress
+    Put(BoxedTryFuture<()>),
+    /// Multipart threshold reached, creating a new multipart upload
+    CreateMultipart(BoxedTryFuture<Box<dyn AsyncWrite + Send + Unpin>>, Vec<u8>),
+    /// Writing the buffered data from before creation of multipart upload
+    FlushingInitialWrite(Option<Box<dyn AsyncWrite + Send + Unpin>>, Vec<u8>, usize),
+    /// Delegate to underlying multipart writer
+    AsyncWrite(Box<dyn AsyncWrite + Send + Unpin>),
+}
+
+/// Wrapper around a [`ObjectStore`] and [`Path`] that implements [`AsyncWrite`]
+struct LazyWriteMultiPart {
+    store: Arc<dyn ObjectStore>,
+    path: Path,
+    multipart_threshold: usize,
+    state: LazyWriteState,
+}
+
+impl LazyWriteMultiPart {
+    pub fn new(store: Arc<dyn ObjectStore>, path: Path, multipart_threshold: usize) -> Self {
+        Self {
+            store,
+            path,
+            multipart_threshold,
+            state: LazyWriteState::Buffer(Vec::new()),
+        }
+    }
+
+    fn poll_create_multipart(
+        &mut self,
+        cx: &mut std::task::Context<'_>,
+    ) -> Poll<Result<(), io::Error>> {
+        match &mut self.state {
+            LazyWriteState::CreateMultipart(fut, buffer) => {
+                let writer = ready!(Pin::new(fut).poll(cx))?;
+                if buffer.is_empty() {
+                    self.state = LazyWriteState::AsyncWrite(writer);
+                } else {
+                    let new_buffer = std::mem::take(buffer);
+                    self.state = LazyWriteState::FlushingInitialWrite(Some(writer), new_buffer, 0);
+                }
+                Poll::Ready(Ok(()))
+            }
+            _ => unreachable!(),
+        }
+    }
+
+    fn do_inner_flush(
+        cx: &mut std::task::Context<'_>,
+        writer: &mut Box<dyn AsyncWrite + Send + Unpin>,
+        buffer: &mut Vec<u8>,
+        flush_offset: &mut usize,
+        write_len: usize,
+    ) -> Poll<Result<usize, io::Error>> {
+        let end = std::cmp::min(*flush_offset + write_len, buffer.len());
+        let n = ready!(Pin::new(writer).poll_write(cx, &buffer[*flush_offset..end]))?;
+        *flush_offset += n;
+        Poll::Ready(Ok(n))
+    }
+}
+
+impl AsyncWrite for LazyWriteMultiPart {
+    fn poll_write(
+        mut self: Pin<&mut Self>,
+        cx: &mut std::task::Context<'_>,
+        buf: &[u8],
+    ) -> Poll<Result<usize, io::Error>> {
+        let multipart_threshold = self.multipart_threshold;
+        let store = Arc::clone(&self.store);
+        let path = self.path.clone();
+
+        let mut wrote = 0;
+        loop {
+            match &mut self.state {
+                LazyWriteState::Buffer(buffer) => {
+                    let buf_len = buf.len();
+                    let new_len = buffer.len() + buf_len;
+
+                    if new_len > multipart_threshold {
+                        let new_buffer = std::mem::take(buffer);
+                        let store = Arc::clone(&store);
+                        let path = path.clone();
+                        let create_fut = Box::pin(async move {
+                            let (_, multipart_writer) = store.put_multipart(&path).await?;
+                            Ok(multipart_writer)
+                        });
+                        self.state = LazyWriteState::CreateMultipart(create_fut, new_buffer);
+                    } else {
+                        buffer.extend_from_slice(buf);
+                        return Poll::Ready(Ok(buf_len));
+                    }
+                }
+                LazyWriteState::CreateMultipart(_, _) => {
+                    ready!(self.as_mut().poll_create_multipart(cx))?;
+                }
+                LazyWriteState::FlushingInitialWrite(writer, buffer, flush_offset) => {
+                    let n = ready!(Self::do_inner_flush(
+                        cx,
+                        writer.as_mut().unwrap(),
+                        buffer,
+                        flush_offset,
+                        buf.len()
+                    ))?;
+
+                    if *flush_offset == buffer.len() {
+                        wrote += n;
+                        self.state = LazyWriteState::AsyncWrite(writer.take().unwrap());
+                    } else {
+                        buffer.extend_from_slice(buf);
+                        return Poll::Ready(Ok(n));
+                    }
+                }
+                LazyWriteState::AsyncWrite(writer) => {
+                    return Pin::new(writer).poll_write(cx, buf).map_ok(|n| n + wrote)
+                }
+                LazyWriteState::Put(_) => {
+                    return Err(io::Error::new(
+                        io::ErrorKind::InvalidInput,
+                        "Cannot write after shutdown.",
+                    ))
+                    .into()
+                }
+            }
+        }
+    }
+
+    fn poll_flush(
+        mut self: Pin<&mut Self>,
+        cx: &mut std::task::Context<'_>,
+    ) -> Poll<Result<(), io::Error>> {
+        loop {
+            match &mut self.state {
+                LazyWriteState::CreateMultipart(_, _) => {
+                    ready!(self.as_mut().poll_create_multipart(cx))?;
+                }
+                LazyWriteState::FlushingInitialWrite(writer, buffer, flush_offset) => {
+                    ready!(Self::do_inner_flush(
+                        cx,
+                        writer.as_mut().unwrap(),
+                        buffer,
+                        flush_offset,
+                        buffer.len(),
+                    )?);
+                    if *flush_offset == buffer.len() {
+                        self.state = LazyWriteState::AsyncWrite(writer.take().unwrap());
+                    } else {
+                        return Poll::Pending;
+                    }
+                }
+                LazyWriteState::AsyncWrite(writer) => return Pin::new(writer).poll_flush(cx),
+                LazyWriteState::Buffer(_) => return Poll::Ready(Ok(())),
+                LazyWriteState::Put(_) => return Poll::Ready(Ok(())),
+            }
+        }
+    }
+
+    fn poll_shutdown(
+        mut self: Pin<&mut Self>,
+        cx: &mut std::task::Context<'_>,
+    ) -> Poll<Result<(), io::Error>> {
+        ready!(self.as_mut().poll_flush(cx))?;
+        let store = Arc::clone(&self.store);
+        let path = self.path.clone();
+
+        loop {
+            match &mut self.state {
+                LazyWriteState::Buffer(buffer) => {
+                    let store = Arc::clone(&store);
+                    let path = path.clone();
+                    let buffer = std::mem::take(buffer);
+                    let put_task = Box::pin(async move {
+                        store.put(&path, buffer.into()).await?;
+                        Ok(())
+                    });
+                    self.state = LazyWriteState::Put(put_task);
+                }
+                LazyWriteState::AsyncWrite(writer) => return Pin::new(writer).poll_shutdown(cx),
+                LazyWriteState::Put(fut) => return Pin::new(fut).poll(cx),
+                // handled by flush
+                _ => {
+                    unreachable!();
+                }
+            }
+        }
+    }
+}
+
+impl std::fmt::Debug for LazyWriteMultiPart {
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        f.debug_struct("LazyWriteMultiPart")
+            .field("store", &self.store)
+            .field("path", &self.path)
+            .field("multipart_threshold", &self.multipart_threshold)
+            .finish()
+    }
+}