diff --git a/http-body-util/Cargo.toml b/http-body-util/Cargo.toml
index c9d36aa..4b733e4 100644
--- a/http-body-util/Cargo.toml
+++ b/http-body-util/Cargo.toml
@@ -33,4 +33,4 @@ http-body = { version = "1", path = "../http-body" }
 pin-project-lite = "0.2"
 
 [dev-dependencies]
-tokio = { version = "1", features = ["macros", "rt"] }
+tokio = { version = "1", features = ["macros", "rt", "sync", "rt-multi-thread"] }
diff --git a/http-body-util/src/combinators/mod.rs b/http-body-util/src/combinators/mod.rs
index 0ecdb0b..38d2637 100644
--- a/http-body-util/src/combinators/mod.rs
+++ b/http-body-util/src/combinators/mod.rs
@@ -5,6 +5,7 @@ mod collect;
 mod frame;
 mod map_err;
 mod map_frame;
+mod with_trailers;
 
 pub use self::{
     box_body::{BoxBody, UnsyncBoxBody},
@@ -12,4 +13,5 @@ pub use self::{
     frame::Frame,
     map_err::MapErr,
     map_frame::MapFrame,
+    with_trailers::WithTrailers,
 };
diff --git a/http-body-util/src/combinators/with_trailers.rs b/http-body-util/src/combinators/with_trailers.rs
new file mode 100644
index 0000000..383e1ec
--- /dev/null
+++ b/http-body-util/src/combinators/with_trailers.rs
@@ -0,0 +1,213 @@
+use std::{
+    future::Future,
+    pin::Pin,
+    task::{Context, Poll},
+};
+
+use futures_util::ready;
+use http::HeaderMap;
+use http_body::{Body, Frame};
+use pin_project_lite::pin_project;
+
+pin_project! {
+    /// Adds trailers to a body.
+    ///
+    /// See [`BodyExt::with_trailers`] for more details.
+    pub struct WithTrailers<T, F> {
+        #[pin]
+        state: State<T, F>,
+    }
+}
+
+impl<T, F> WithTrailers<T, F> {
+    pub(crate) fn new(body: T, trailers: F) -> Self {
+        Self {
+            state: State::PollBody {
+                body,
+                trailers: Some(trailers),
+            },
+        }
+    }
+}
+
+pin_project! {
+    #[project = StateProj]
+    enum State<T, F> {
+        PollBody {
+            #[pin]
+            body: T,
+            trailers: Option<F>,
+        },
+        PollTrailers {
+            #[pin]
+            trailers: F,
+            prev_trailers: Option<HeaderMap>,
+        },
+        Done,
+    }
+}
+
+impl<T, F> Body for WithTrailers<T, F>
+where
+    T: Body,
+    F: Future<Output = Option<Result<HeaderMap, T::Error>>>,
+{
+    type Data = T::Data;
+    type Error = T::Error;
+
+    fn poll_frame(
+        mut self: Pin<&mut Self>,
+        cx: &mut Context<'_>,
+    ) -> Poll<Option<Result<Frame<Self::Data>, Self::Error>>> {
+        loop {
+            let mut this = self.as_mut().project();
+
+            match this.state.as_mut().project() {
+                StateProj::PollBody { body, trailers } => match ready!(body.poll_frame(cx)?) {
+                    Some(frame) => match frame.into_trailers() {
+                        Ok(prev_trailers) => {
+                            let trailers = trailers.take().unwrap();
+                            this.state.set(State::PollTrailers {
+                                trailers,
+                                prev_trailers: Some(prev_trailers),
+                            });
+                        }
+                        Err(frame) => {
+                            return Poll::Ready(Some(Ok(frame)));
+                        }
+                    },
+                    None => {
+                        let trailers = trailers.take().unwrap();
+                        this.state.set(State::PollTrailers {
+                            trailers,
+                            prev_trailers: None,
+                        });
+                    }
+                },
+                StateProj::PollTrailers {
+                    trailers,
+                    prev_trailers,
+                } => {
+                    let trailers = ready!(trailers.poll(cx)?);
+                    match (trailers, prev_trailers.take()) {
+                        (None, None) => return Poll::Ready(None),
+                        (None, Some(trailers)) | (Some(trailers), None) => {
+                            this.state.set(State::Done);
+                            return Poll::Ready(Some(Ok(Frame::trailers(trailers))));
+                        }
+                        (Some(new_trailers), Some(mut prev_trailers)) => {
+                            prev_trailers.extend(new_trailers);
+                            this.state.set(State::Done);
+                            return Poll::Ready(Some(Ok(Frame::trailers(prev_trailers))));
+                        }
+                    }
+                }
+                StateProj::Done => {
+                    return Poll::Ready(None);
+                }
+            }
+        }
+    }
+
+    #[inline]
+    fn size_hint(&self) -> http_body::SizeHint {
+        match &self.state {
+            State::PollBody { body, .. } => body.size_hint(),
+            State::PollTrailers { .. } | State::Done => Default::default(),
+        }
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use std::convert::Infallible;
+
+    use bytes::Bytes;
+    use http::{HeaderMap, HeaderName, HeaderValue};
+
+    use crate::{BodyExt, Empty, Full};
+
+    #[allow(unused_imports)]
+    use super::*;
+
+    #[tokio::test]
+    async fn works() {
+        let mut trailers = HeaderMap::new();
+        trailers.insert(
+            HeaderName::from_static("foo"),
+            HeaderValue::from_static("bar"),
+        );
+
+        let body =
+            Full::<Bytes>::from("hello").with_trailers(std::future::ready(Some(
+                Ok::<_, Infallible>(trailers.clone()),
+            )));
+
+        futures_util::pin_mut!(body);
+        let waker = futures_util::task::noop_waker();
+        let mut cx = Context::from_waker(&waker);
+
+        let data = unwrap_ready(body.as_mut().poll_frame(&mut cx))
+            .unwrap()
+            .unwrap()
+            .into_data()
+            .unwrap();
+        assert_eq!(data, "hello");
+
+        let body_trailers = unwrap_ready(body.as_mut().poll_frame(&mut cx))
+            .unwrap()
+            .unwrap()
+            .into_trailers()
+            .unwrap();
+        assert_eq!(body_trailers, trailers);
+
+        assert!(unwrap_ready(body.as_mut().poll_frame(&mut cx)).is_none());
+    }
+
+    #[tokio::test]
+    async fn merges_trailers() {
+        let mut trailers_1 = HeaderMap::new();
+        trailers_1.insert(
+            HeaderName::from_static("foo"),
+            HeaderValue::from_static("bar"),
+        );
+
+        let mut trailers_2 = HeaderMap::new();
+        trailers_2.insert(
+            HeaderName::from_static("baz"),
+            HeaderValue::from_static("qux"),
+        );
+
+        let body = Empty::<Bytes>::new()
+            .with_trailers(std::future::ready(Some(Ok::<_, Infallible>(
+                trailers_1.clone(),
+            ))))
+            .with_trailers(std::future::ready(Some(Ok::<_, Infallible>(
+                trailers_2.clone(),
+            ))));
+
+        futures_util::pin_mut!(body);
+        let waker = futures_util::task::noop_waker();
+        let mut cx = Context::from_waker(&waker);
+
+        let body_trailers = unwrap_ready(body.as_mut().poll_frame(&mut cx))
+            .unwrap()
+            .unwrap()
+            .into_trailers()
+            .unwrap();
+
+        let mut all_trailers = HeaderMap::new();
+        all_trailers.extend(trailers_1);
+        all_trailers.extend(trailers_2);
+        assert_eq!(body_trailers, all_trailers);
+
+        assert!(unwrap_ready(body.as_mut().poll_frame(&mut cx)).is_none());
+    }
+
+    fn unwrap_ready<T>(poll: Poll<T>) -> T {
+        match poll {
+            Poll::Ready(t) => t,
+            Poll::Pending => panic!("pending"),
+        }
+    }
+}
diff --git a/http-body-util/src/lib.rs b/http-body-util/src/lib.rs
index 059ada6..1b715b3 100644
--- a/http-body-util/src/lib.rs
+++ b/http-body-util/src/lib.rs
@@ -89,6 +89,50 @@ pub trait BodyExt: http_body::Body {
             collected: Some(crate::Collected::default()),
         }
     }
+
+    /// Add trailers to the body.
+    ///
+    /// The trailers will be sent when all previous frames have been sent and the `trailers` future
+    /// resolves.
+    ///
+    /// # Example
+    ///
+    /// ```
+    /// use http::HeaderMap;
+    /// use http_body_util::{Full, BodyExt};
+    /// use bytes::Bytes;
+    ///
+    /// # #[tokio::main]
+    /// async fn main() {
+    /// let (tx, rx) = tokio::sync::oneshot::channel::<HeaderMap>();
+    ///
+    /// let body = Full::<Bytes>::from("Hello, World!")
+    ///     // add trailers via a future
+    ///     .with_trailers(async move {
+    ///         match rx.await {
+    ///             Ok(trailers) => Some(Ok(trailers)),
+    ///             Err(_err) => None,
+    ///         }
+    ///     });
+    ///
+    /// // compute the trailers in the background
+    /// tokio::spawn(async move {
+    ///     let _ = tx.send(compute_trailers().await);
+    /// });
+    ///
+    /// async fn compute_trailers() -> HeaderMap {
+    ///     // ...
+    ///     # unimplemented!()
+    /// }
+    /// # }
+    /// ```
+    fn with_trailers<F>(self, trailers: F) -> combinators::WithTrailers<Self, F>
+    where
+        Self: Sized,
+        F: std::future::Future<Output = Option<Result<http::HeaderMap, Self::Error>>>,
+    {
+        combinators::WithTrailers::new(self, trailers)
+    }
 }
 
 impl<T: ?Sized> BodyExt for T where T: http_body::Body {}