diff --git a/http-body-util/src/combinators/with_trailers.rs b/http-body-util/src/combinators/with_trailers.rs
index 9a9e525..fbaa1da 100644
--- a/http-body-util/src/combinators/with_trailers.rs
+++ b/http-body-util/src/combinators/with_trailers.rs
@@ -41,6 +41,7 @@ pin_project! {
         PollTrailers {
             #[pin]
             trailers: F,
+            prev_trailers: Option<HeaderMap>,
         },
         Trailers {
             trailers: Option<HeaderMap>,
@@ -65,17 +66,43 @@ where
 
             let new_state: State<_, _> = match this.state.as_mut().project() {
                 StateProj::PollBody { body, trailers } => match ready!(body.poll_frame(cx)?) {
-                    Some(frame) => {
-                        return Poll::Ready(Some(Ok(frame)));
-                    }
+                    Some(frame) => match frame.into_trailers() {
+                        Ok(prev_trailers) => {
+                            let trailers = trailers.take().unwrap();
+                            State::PollTrailers {
+                                trailers,
+                                prev_trailers: Some(prev_trailers),
+                            }
+                        }
+                        Err(frame) => {
+                            return Poll::Ready(Some(Ok(frame)));
+                        }
+                    },
                     None => {
                         let trailers = trailers.take().unwrap();
-                        State::PollTrailers { trailers }
+                        State::PollTrailers {
+                            trailers,
+                            prev_trailers: None,
+                        }
                     }
                 },
-                StateProj::PollTrailers { trailers } => {
+                StateProj::PollTrailers {
+                    trailers,
+                    prev_trailers,
+                } => {
                     let trailers = ready!(trailers.poll(cx)?);
-                    State::Trailers { trailers }
+                    match (trailers, prev_trailers.take()) {
+                        (None, None) => return Poll::Ready(None),
+                        (None, Some(trailers)) | (Some(trailers), None) => State::Trailers {
+                            trailers: Some(trailers),
+                        },
+                        (Some(new_trailers), Some(mut prev_trailers)) => {
+                            prev_trailers.extend(new_trailers);
+                            State::Trailers {
+                                trailers: Some(prev_trailers),
+                            }
+                        }
+                    }
                 }
                 StateProj::Trailers { trailers } => {
                     return Poll::Ready(trailers.take().map(Frame::trailers).map(Ok));
@@ -110,7 +137,7 @@ mod tests {
     use bytes::Bytes;
     use http::{HeaderMap, HeaderName, HeaderValue};
 
-    use crate::{BodyExt, Full};
+    use crate::{BodyExt, Empty, Full};
 
     #[allow(unused_imports)]
     use super::*;
@@ -149,6 +176,46 @@ mod tests {
         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,