diff --git a/crates/http/src/layers/otel/layer.rs b/crates/http/src/layers/otel/layer.rs
index de245954..48c0a891 100644
--- a/crates/http/src/layers/otel/layer.rs
+++ b/crates/http/src/layers/otel/layer.rs
@@ -1,12 +1,15 @@
 use std::sync::Arc;
 
-use opentelemetry::metrics::{Counter, Histogram, UpDownCounter};
+use opentelemetry::{
+    metrics::{Counter, Histogram, UpDownCounter},
+    KeyValue,
+};
 use tower::Layer;
 
 use super::{
     extract_context::DefaultExtractContext, inject_context::DefaultInjectContext,
-    make_span_builder::DefaultMakeSpanBuilder, on_error::DefaultOnError,
-    on_response::DefaultOnResponse, service::Trace,
+    make_metrics_labels::DefaultMakeMetricsLabels, make_span_builder::DefaultMakeSpanBuilder,
+    on_error::DefaultOnError, on_response::DefaultOnResponse, service::Trace,
 };
 
 #[derive(Debug, Clone)]
@@ -14,6 +17,7 @@ pub struct TraceLayer<
     ExtractContext = DefaultExtractContext,
     InjectContext = DefaultInjectContext,
     MakeSpanBuilder = DefaultMakeSpanBuilder,
+    MakeMetricsLabels = DefaultMakeMetricsLabels,
     OnResponse = DefaultOnResponse,
     OnError = DefaultOnError,
 > {
@@ -21,12 +25,14 @@ pub struct TraceLayer<
     extract_context: ExtractContext,
     inject_context: InjectContext,
     make_span_builder: MakeSpanBuilder,
+    make_metrics_labels: MakeMetricsLabels,
     on_response: OnResponse,
     on_error: OnError,
 
     inflight_requests: UpDownCounter<i64>,
     request_counter: Counter<u64>,
     request_histogram: Histogram<f64>,
+    static_attributes: Vec<KeyValue>,
 }
 
 impl Default for TraceLayer {
@@ -63,8 +69,15 @@ impl TraceLayer {
     }
 }
 
-impl<ExtractContext, InjectContext, MakeSpanBuilder, OnResponse, OnError>
-    TraceLayer<ExtractContext, InjectContext, MakeSpanBuilder, OnResponse, OnError>
+impl<ExtractContext, InjectContext, MakeSpanBuilder, MakeMetricsLabels, OnResponse, OnError>
+    TraceLayer<
+        ExtractContext,
+        InjectContext,
+        MakeSpanBuilder,
+        MakeMetricsLabels,
+        OnResponse,
+        OnError,
+    >
 {
     #[must_use]
     pub fn new(
@@ -77,6 +90,7 @@ impl<ExtractContext, InjectContext, MakeSpanBuilder, OnResponse, OnError>
         ExtractContext: Default,
         InjectContext: Default,
         MakeSpanBuilder: Default,
+        MakeMetricsLabels: Default,
         OnResponse: Default,
         OnError: Default,
     {
@@ -85,29 +99,55 @@ impl<ExtractContext, InjectContext, MakeSpanBuilder, OnResponse, OnError>
             extract_context: ExtractContext::default(),
             inject_context: InjectContext::default(),
             make_span_builder: MakeSpanBuilder::default(),
+            make_metrics_labels: MakeMetricsLabels::default(),
             on_response: OnResponse::default(),
             on_error: OnError::default(),
             inflight_requests,
             request_counter,
             request_histogram,
+            static_attributes: Vec::new(),
         }
     }
 
+    #[must_use]
+    pub fn with_static_attribute(mut self, attribute: KeyValue) -> Self {
+        self.static_attributes.push(attribute);
+        self
+    }
+
+    #[must_use]
+    pub fn with_static_attributes(
+        mut self,
+        attributes: impl IntoIterator<Item = KeyValue>,
+    ) -> Self {
+        self.static_attributes.extend(attributes);
+        self
+    }
+
     #[must_use]
     pub fn extract_context<NewExtractContext>(
         self,
         extract_context: NewExtractContext,
-    ) -> TraceLayer<NewExtractContext, InjectContext, MakeSpanBuilder, OnResponse, OnError> {
+    ) -> TraceLayer<
+        NewExtractContext,
+        InjectContext,
+        MakeSpanBuilder,
+        MakeMetricsLabels,
+        OnResponse,
+        OnError,
+    > {
         TraceLayer {
             tracer: self.tracer,
             extract_context,
             inject_context: self.inject_context,
             make_span_builder: self.make_span_builder,
+            make_metrics_labels: self.make_metrics_labels,
             on_response: self.on_response,
             on_error: self.on_error,
             inflight_requests: self.inflight_requests,
             request_counter: self.request_counter,
             request_histogram: self.request_histogram,
+            static_attributes: self.static_attributes,
         }
     }
 
@@ -115,17 +155,26 @@ impl<ExtractContext, InjectContext, MakeSpanBuilder, OnResponse, OnError>
     pub fn inject_context<NewInjectContext>(
         self,
         inject_context: NewInjectContext,
-    ) -> TraceLayer<ExtractContext, NewInjectContext, MakeSpanBuilder, OnResponse, OnError> {
+    ) -> TraceLayer<
+        ExtractContext,
+        NewInjectContext,
+        MakeSpanBuilder,
+        MakeMetricsLabels,
+        OnResponse,
+        OnError,
+    > {
         TraceLayer {
             tracer: self.tracer,
             extract_context: self.extract_context,
             inject_context,
             make_span_builder: self.make_span_builder,
+            make_metrics_labels: self.make_metrics_labels,
             on_response: self.on_response,
             on_error: self.on_error,
             inflight_requests: self.inflight_requests,
             request_counter: self.request_counter,
             request_histogram: self.request_histogram,
+            static_attributes: self.static_attributes,
         }
     }
 
@@ -133,17 +182,53 @@ impl<ExtractContext, InjectContext, MakeSpanBuilder, OnResponse, OnError>
     pub fn make_span_builder<NewMakeSpanBuilder>(
         self,
         make_span_builder: NewMakeSpanBuilder,
-    ) -> TraceLayer<ExtractContext, InjectContext, NewMakeSpanBuilder, OnResponse, OnError> {
+    ) -> TraceLayer<
+        ExtractContext,
+        InjectContext,
+        NewMakeSpanBuilder,
+        MakeMetricsLabels,
+        OnResponse,
+        OnError,
+    > {
         TraceLayer {
             tracer: self.tracer,
             extract_context: self.extract_context,
             inject_context: self.inject_context,
             make_span_builder,
+            make_metrics_labels: self.make_metrics_labels,
             on_response: self.on_response,
             on_error: self.on_error,
             inflight_requests: self.inflight_requests,
             request_counter: self.request_counter,
             request_histogram: self.request_histogram,
+            static_attributes: self.static_attributes,
+        }
+    }
+
+    #[must_use]
+    pub fn make_metrics_labels<NewMakeMetricsLabels>(
+        self,
+        make_metrics_labels: NewMakeMetricsLabels,
+    ) -> TraceLayer<
+        ExtractContext,
+        InjectContext,
+        MakeSpanBuilder,
+        NewMakeMetricsLabels,
+        OnResponse,
+        OnError,
+    > {
+        TraceLayer {
+            tracer: self.tracer,
+            extract_context: self.extract_context,
+            inject_context: self.inject_context,
+            make_span_builder: self.make_span_builder,
+            make_metrics_labels,
+            on_response: self.on_response,
+            on_error: self.on_error,
+            inflight_requests: self.inflight_requests,
+            request_counter: self.request_counter,
+            request_histogram: self.request_histogram,
+            static_attributes: self.static_attributes,
         }
     }
 
@@ -151,17 +236,26 @@ impl<ExtractContext, InjectContext, MakeSpanBuilder, OnResponse, OnError>
     pub fn on_response<NewOnResponse>(
         self,
         on_response: NewOnResponse,
-    ) -> TraceLayer<ExtractContext, InjectContext, MakeSpanBuilder, NewOnResponse, OnError> {
+    ) -> TraceLayer<
+        ExtractContext,
+        InjectContext,
+        MakeSpanBuilder,
+        MakeMetricsLabels,
+        NewOnResponse,
+        OnError,
+    > {
         TraceLayer {
             tracer: self.tracer,
             extract_context: self.extract_context,
             inject_context: self.inject_context,
             make_span_builder: self.make_span_builder,
+            make_metrics_labels: self.make_metrics_labels,
             on_response,
             on_error: self.on_error,
             inflight_requests: self.inflight_requests,
             request_counter: self.request_counter,
             request_histogram: self.request_histogram,
+            static_attributes: self.static_attributes,
         }
     }
 
@@ -169,31 +263,57 @@ impl<ExtractContext, InjectContext, MakeSpanBuilder, OnResponse, OnError>
     pub fn on_error<NewOnError>(
         self,
         on_error: NewOnError,
-    ) -> TraceLayer<ExtractContext, InjectContext, MakeSpanBuilder, OnResponse, NewOnError> {
+    ) -> TraceLayer<
+        ExtractContext,
+        InjectContext,
+        MakeSpanBuilder,
+        MakeMetricsLabels,
+        OnResponse,
+        NewOnError,
+    > {
         TraceLayer {
             tracer: self.tracer,
             extract_context: self.extract_context,
             inject_context: self.inject_context,
             make_span_builder: self.make_span_builder,
+            make_metrics_labels: self.make_metrics_labels,
             on_response: self.on_response,
             on_error,
             inflight_requests: self.inflight_requests,
             request_counter: self.request_counter,
             request_histogram: self.request_histogram,
+            static_attributes: self.static_attributes,
         }
     }
 }
 
-impl<ExtractContext, InjectContext, MakeSpanBuilder, OnResponse, OnError, S> Layer<S>
-    for TraceLayer<ExtractContext, InjectContext, MakeSpanBuilder, OnResponse, OnError>
+impl<ExtractContext, InjectContext, MakeSpanBuilder, MakeMetricsLabels, OnResponse, OnError, S>
+    Layer<S>
+    for TraceLayer<
+        ExtractContext,
+        InjectContext,
+        MakeSpanBuilder,
+        MakeMetricsLabels,
+        OnResponse,
+        OnError,
+    >
 where
     ExtractContext: Clone,
     InjectContext: Clone,
     MakeSpanBuilder: Clone,
+    MakeMetricsLabels: Clone,
     OnResponse: Clone,
     OnError: Clone,
 {
-    type Service = Trace<ExtractContext, InjectContext, MakeSpanBuilder, OnResponse, OnError, S>;
+    type Service = Trace<
+        ExtractContext,
+        InjectContext,
+        MakeSpanBuilder,
+        MakeMetricsLabels,
+        OnResponse,
+        OnError,
+        S,
+    >;
 
     fn layer(&self, inner: S) -> Self::Service {
         Trace::new(
@@ -202,11 +322,13 @@ where
             self.extract_context.clone(),
             self.inject_context.clone(),
             self.make_span_builder.clone(),
+            self.make_metrics_labels.clone(),
             self.on_response.clone(),
             self.on_error.clone(),
             self.inflight_requests.clone(),
             self.request_counter.clone(),
             self.request_histogram.clone(),
+            self.static_attributes.clone(),
         )
     }
 }
diff --git a/crates/http/src/layers/otel/make_metrics_labels.rs b/crates/http/src/layers/otel/make_metrics_labels.rs
new file mode 100644
index 00000000..132f1260
--- /dev/null
+++ b/crates/http/src/layers/otel/make_metrics_labels.rs
@@ -0,0 +1,61 @@
+// Copyright 2022 The Matrix.org Foundation C.I.C.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+use std::borrow::Cow;
+
+use http::Request;
+use opentelemetry::KeyValue;
+
+use super::utils::http_method_str;
+
+pub trait MakeMetricsLabels<R> {
+    fn make_metrics_labels(&self, request: &R) -> Vec<KeyValue>;
+}
+
+#[derive(Debug, Clone, Copy, Default)]
+pub struct DefaultMakeMetricsLabels;
+
+impl<R> MakeMetricsLabels<R> for DefaultMakeMetricsLabels {
+    fn make_metrics_labels(&self, _request: &R) -> Vec<KeyValue> {
+        Vec::new()
+    }
+}
+
+#[derive(Debug, Clone, Copy, Default)]
+pub struct MetricsLabelsFromHttpRequest;
+
+impl<B> MakeMetricsLabels<Request<B>> for MetricsLabelsFromHttpRequest {
+    fn make_metrics_labels(&self, request: &Request<B>) -> Vec<KeyValue> {
+        vec![KeyValue::new("method", http_method_str(request.method()))]
+    }
+}
+
+#[cfg(feature = "axum")]
+#[derive(Debug, Clone, Copy, Default)]
+pub struct MetricsLabelsFromAxumRequest;
+
+#[cfg(feature = "axum")]
+impl<B> MakeMetricsLabels<Request<B>> for MetricsLabelsFromAxumRequest {
+    fn make_metrics_labels(&self, request: &Request<B>) -> Vec<KeyValue> {
+        let path: Cow<'static, str> = request
+            .extensions()
+            .get::<axum::extract::MatchedPath>()
+            .map_or("FALLBACK".into(), |path| path.as_str().to_owned().into());
+
+        vec![
+            KeyValue::new("method", http_method_str(request.method())),
+            KeyValue::new("route", path),
+        ]
+    }
+}
diff --git a/crates/http/src/layers/otel/make_span_builder.rs b/crates/http/src/layers/otel/make_span_builder.rs
index 94177fb4..3115ff43 100644
--- a/crates/http/src/layers/otel/make_span_builder.rs
+++ b/crates/http/src/layers/otel/make_span_builder.rs
@@ -12,22 +12,21 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use std::{borrow::Cow, vec::Vec};
+use std::borrow::Cow;
 
 #[cfg(feature = "axum")]
 use axum::extract::{ConnectInfo, MatchedPath};
 use headers::{ContentLength, HeaderMapExt, Host, UserAgent};
-use http::{Method, Request, Version};
+use http::Request;
 #[cfg(feature = "client")]
 use hyper::client::connect::dns::Name;
-use opentelemetry::{
-    trace::{SpanBuilder, SpanKind},
-    KeyValue,
-};
+use opentelemetry::trace::{SpanBuilder, SpanKind};
 use opentelemetry_semantic_conventions::trace as SC;
 
+use super::utils::{http_flavor, http_method_str};
+
 pub trait MakeSpanBuilder<R> {
-    fn make_span_builder(&self, request: &R) -> (SpanBuilder, Vec<KeyValue>);
+    fn make_span_builder(&self, request: &R) -> SpanBuilder;
 }
 
 #[derive(Debug, Clone, Copy)]
@@ -51,36 +50,8 @@ impl Default for DefaultMakeSpanBuilder {
 }
 
 impl<R> MakeSpanBuilder<R> for DefaultMakeSpanBuilder {
-    fn make_span_builder(&self, _request: &R) -> (SpanBuilder, Vec<KeyValue>) {
-        (SpanBuilder::from_name(self.operation), Vec::new())
-    }
-}
-
-#[inline]
-fn http_method_str(method: &Method) -> Cow<'static, str> {
-    match method {
-        &Method::OPTIONS => "OPTIONS".into(),
-        &Method::GET => "GET".into(),
-        &Method::POST => "POST".into(),
-        &Method::PUT => "PUT".into(),
-        &Method::DELETE => "DELETE".into(),
-        &Method::HEAD => "HEAD".into(),
-        &Method::TRACE => "TRACE".into(),
-        &Method::CONNECT => "CONNECT".into(),
-        &Method::PATCH => "PATCH".into(),
-        other => other.to_string().into(),
-    }
-}
-
-#[inline]
-fn http_flavor(version: Version) -> Cow<'static, str> {
-    match version {
-        Version::HTTP_09 => "0.9".into(),
-        Version::HTTP_10 => "1.0".into(),
-        Version::HTTP_11 => "1.1".into(),
-        Version::HTTP_2 => "2.0".into(),
-        Version::HTTP_3 => "3.0".into(),
-        other => format!("{:?}", other).into(),
+    fn make_span_builder(&self, _request: &R) -> SpanBuilder {
+        SpanBuilder::from_name(self.operation)
     }
 }
 
@@ -117,10 +88,9 @@ impl SpanFromHttpRequest {
 }
 
 impl<B> MakeSpanBuilder<Request<B>> for SpanFromHttpRequest {
-    fn make_span_builder(&self, request: &Request<B>) -> (SpanBuilder, Vec<KeyValue>) {
-        let method = SC::HTTP_METHOD.string(http_method_str(request.method()));
+    fn make_span_builder(&self, request: &Request<B>) -> SpanBuilder {
         let mut attributes = vec![
-            method.clone(),
+            SC::HTTP_METHOD.string(http_method_str(request.method())),
             SC::HTTP_FLAVOR.string(http_flavor(request.version())),
             SC::HTTP_TARGET.string(request.uri().to_string()),
         ];
@@ -141,12 +111,9 @@ impl<B> MakeSpanBuilder<Request<B>> for SpanFromHttpRequest {
             }
         }
 
-        let span_builder = SpanBuilder::from_name(self.operation)
+        SpanBuilder::from_name(self.operation)
             .with_kind(self.span_kind.clone())
-            .with_attributes(attributes);
-
-        let metrics_labels = vec![method];
-        (span_builder, metrics_labels)
+            .with_attributes(attributes)
     }
 }
 
@@ -156,15 +123,21 @@ pub struct SpanFromAxumRequest;
 
 #[cfg(feature = "axum")]
 impl<B> MakeSpanBuilder<Request<B>> for SpanFromAxumRequest {
-    fn make_span_builder(&self, request: &Request<B>) -> (SpanBuilder, Vec<KeyValue>) {
-        let method = SC::HTTP_METHOD.string(http_method_str(request.method()));
-
-        let mut metrics_labels = vec![method.clone()];
+    fn make_span_builder(&self, request: &Request<B>) -> SpanBuilder {
+        let (name, route): (String, Cow<'static, str>) =
+            if let Some(path) = request.extensions().get::<MatchedPath>() {
+                let path = path.as_str().to_owned();
+                let name = path.clone();
+                (name, path.into())
+            } else {
+                (request.uri().path().to_owned(), Cow::Borrowed("FALLBACK"))
+            };
 
         let mut attributes = vec![
-            method,
+            SC::HTTP_METHOD.string(http_method_str(request.method())),
             SC::HTTP_FLAVOR.string(http_flavor(request.version())),
             SC::HTTP_TARGET.string(request.uri().to_string()),
+            SC::HTTP_ROUTE.string(route),
         ];
 
         let headers = request.headers();
@@ -192,23 +165,9 @@ impl<B> MakeSpanBuilder<Request<B>> for SpanFromAxumRequest {
             attributes.push(SC::NET_PEER_PORT.i64(addr.port().into()));
         }
 
-        let (name, route) = if let Some(path) = request.extensions().get::<MatchedPath>() {
-            let path = path.as_str();
-            (path, path)
-        } else {
-            (request.uri().path(), "FALLBACK")
-        };
-
-        let route = SC::HTTP_ROUTE.string(route.to_owned());
-        attributes.push(route.clone());
-        metrics_labels.push(route);
-
-        (
-            SpanBuilder::from_name(name.to_owned())
-                .with_kind(SpanKind::Server)
-                .with_attributes(attributes),
-            metrics_labels,
-        )
+        SpanBuilder::from_name(name)
+            .with_kind(SpanKind::Server)
+            .with_attributes(attributes)
     }
 }
 
@@ -218,14 +177,11 @@ pub struct SpanFromDnsRequest;
 
 #[cfg(feature = "client")]
 impl MakeSpanBuilder<Name> for SpanFromDnsRequest {
-    fn make_span_builder(&self, request: &Name) -> (SpanBuilder, Vec<KeyValue>) {
+    fn make_span_builder(&self, request: &Name) -> SpanBuilder {
         let attributes = vec![SC::NET_HOST_NAME.string(request.as_str().to_owned())];
 
-        (
-            SpanBuilder::from_name("resolve")
-                .with_kind(SpanKind::Client)
-                .with_attributes(attributes.clone()),
-            attributes,
-        )
+        SpanBuilder::from_name("resolve")
+            .with_kind(SpanKind::Client)
+            .with_attributes(attributes)
     }
 }
diff --git a/crates/http/src/layers/otel/mod.rs b/crates/http/src/layers/otel/mod.rs
index 45dc7a16..7dd074bd 100644
--- a/crates/http/src/layers/otel/mod.rs
+++ b/crates/http/src/layers/otel/mod.rs
@@ -15,15 +15,18 @@
 mod extract_context;
 mod inject_context;
 mod layer;
+mod make_metrics_labels;
 mod make_span_builder;
 mod on_error;
 mod on_response;
 mod service;
+mod utils;
 
 pub type TraceHttpServerLayer = TraceLayer<
     ExtractFromHttpRequest,
     DefaultInjectContext,
     SpanFromHttpRequest,
+    MetricsLabelsFromHttpRequest,
     OnHttpResponse,
     DefaultOnError,
 >;
@@ -32,6 +35,7 @@ pub type TraceHttpServer<S> = Trace<
     ExtractFromHttpRequest,
     DefaultInjectContext,
     SpanFromHttpRequest,
+    MetricsLabelsFromHttpRequest,
     OnHttpResponse,
     DefaultOnError,
     S,
@@ -42,6 +46,7 @@ pub type TraceAxumServerLayer = TraceLayer<
     ExtractFromHttpRequest,
     DefaultInjectContext,
     SpanFromAxumRequest,
+    MetricsLabelsFromAxumRequest,
     OnHttpResponse,
     DefaultOnError,
 >;
@@ -51,6 +56,7 @@ pub type TraceAxumServer<S> = Trace<
     ExtractFromHttpRequest,
     DefaultInjectContext,
     SpanFromAxumRequest,
+    MetricsLabelsFromAxumRequest,
     OnHttpResponse,
     DefaultOnError,
     S,
@@ -60,6 +66,7 @@ pub type TraceHttpClientLayer = TraceLayer<
     DefaultExtractContext,
     InjectInHttpRequest,
     SpanFromHttpRequest,
+    MetricsLabelsFromHttpRequest,
     OnHttpResponse,
     DefaultOnError,
 >;
@@ -68,6 +75,7 @@ pub type TraceHttpClient<S> = Trace<
     DefaultExtractContext,
     InjectInHttpRequest,
     SpanFromHttpRequest,
+    MetricsLabelsFromHttpRequest,
     OnHttpResponse,
     DefaultOnError,
     S,
@@ -78,6 +86,7 @@ pub type TraceDnsLayer = TraceLayer<
     DefaultExtractContext,
     DefaultInjectContext,
     SpanFromDnsRequest,
+    DefaultMakeMetricsLabels,
     DefaultOnResponse,
     DefaultOnError,
 >;
@@ -87,6 +96,7 @@ pub type TraceDns<S> = Trace<
     DefaultExtractContext,
     DefaultInjectContext,
     SpanFromDnsRequest,
+    DefaultMakeMetricsLabels,
     DefaultOnResponse,
     DefaultOnError,
     S,
@@ -97,6 +107,7 @@ impl TraceHttpServerLayer {
     pub fn http_server() -> Self {
         TraceLayer::with_namespace("http_server")
             .make_span_builder(SpanFromHttpRequest::server())
+            .make_metrics_labels(MetricsLabelsFromHttpRequest::default())
             .on_response(OnHttpResponse)
             .extract_context(ExtractFromHttpRequest)
     }
@@ -108,6 +119,7 @@ impl TraceAxumServerLayer {
     pub fn axum() -> Self {
         TraceLayer::with_namespace("http_server")
             .make_span_builder(SpanFromAxumRequest)
+            .make_metrics_labels(MetricsLabelsFromAxumRequest::default())
             .on_response(OnHttpResponse)
             .extract_context(ExtractFromHttpRequest)
     }
@@ -118,6 +130,7 @@ impl TraceHttpClientLayer {
     pub fn http_client(operation: &'static str) -> Self {
         TraceLayer::with_namespace("http_client")
             .make_span_builder(SpanFromHttpRequest::client(operation))
+            .make_metrics_labels(MetricsLabelsFromHttpRequest::default())
             .on_response(OnHttpResponse)
             .inject_context(InjectInHttpRequest)
     }
@@ -126,6 +139,7 @@ impl TraceHttpClientLayer {
     pub fn inner_http_client() -> Self {
         TraceLayer::with_namespace("inner_http_client")
             .make_span_builder(SpanFromHttpRequest::inner_client())
+            .make_metrics_labels(MetricsLabelsFromHttpRequest::default())
             .on_response(OnHttpResponse)
             .inject_context(InjectInHttpRequest)
     }
@@ -139,6 +153,9 @@ impl TraceDnsLayer {
     }
 }
 
+use self::make_metrics_labels::{
+    DefaultMakeMetricsLabels, MetricsLabelsFromAxumRequest, MetricsLabelsFromHttpRequest,
+};
 pub use self::{
     extract_context::*, inject_context::*, layer::*, make_span_builder::*, on_error::*,
     on_response::*, service::*,
diff --git a/crates/http/src/layers/otel/on_error.rs b/crates/http/src/layers/otel/on_error.rs
index 12930545..2c441115 100644
--- a/crates/http/src/layers/otel/on_error.rs
+++ b/crates/http/src/layers/otel/on_error.rs
@@ -16,7 +16,7 @@ use opentelemetry::{trace::SpanRef, KeyValue};
 use opentelemetry_semantic_conventions::trace::EXCEPTION_MESSAGE;
 
 pub trait OnError<E> {
-    fn on_error(&self, span: &SpanRef<'_>, err: &E) -> Vec<KeyValue>;
+    fn on_error(&self, span: &SpanRef<'_>, metrics_labels: &mut Vec<KeyValue>, err: &E);
 }
 
 #[derive(Debug, Clone, Copy, Default)]
@@ -26,10 +26,8 @@ impl<E> OnError<E> for DefaultOnError
 where
     E: std::fmt::Display,
 {
-    fn on_error(&self, span: &SpanRef<'_>, err: &E) -> Vec<KeyValue> {
+    fn on_error(&self, span: &SpanRef<'_>, _metrics_labels: &mut Vec<KeyValue>, err: &E) {
         let attributes = vec![EXCEPTION_MESSAGE.string(err.to_string())];
         span.add_event("exception".to_owned(), attributes);
-
-        Vec::new()
     }
 }
diff --git a/crates/http/src/layers/otel/on_response.rs b/crates/http/src/layers/otel/on_response.rs
index 0c104e0f..59aae359 100644
--- a/crates/http/src/layers/otel/on_response.rs
+++ b/crates/http/src/layers/otel/on_response.rs
@@ -20,15 +20,14 @@ use opentelemetry::{trace::SpanRef, KeyValue};
 use opentelemetry_semantic_conventions::trace as SC;
 
 pub trait OnResponse<R> {
-    fn on_response(&self, span: &SpanRef<'_>, response: &R) -> Vec<KeyValue>;
+    fn on_response(&self, span: &SpanRef<'_>, metrics_labels: &mut Vec<KeyValue>, response: &R);
 }
 
 #[derive(Debug, Clone, Copy, Default)]
 pub struct DefaultOnResponse;
 
 impl<R> OnResponse<R> for DefaultOnResponse {
-    fn on_response(&self, _span: &SpanRef<'_>, _response: &R) -> Vec<KeyValue> {
-        Vec::new()
+    fn on_response(&self, _span: &SpanRef<'_>, _metrics_labels: &mut Vec<KeyValue>, _response: &R) {
     }
 }
 
@@ -36,9 +35,15 @@ impl<R> OnResponse<R> for DefaultOnResponse {
 pub struct OnHttpResponse;
 
 impl<B> OnResponse<Response<B>> for OnHttpResponse {
-    fn on_response(&self, span: &SpanRef<'_>, response: &Response<B>) -> Vec<KeyValue> {
+    fn on_response(
+        &self,
+        span: &SpanRef<'_>,
+        metrics_labels: &mut Vec<KeyValue>,
+        response: &Response<B>,
+    ) {
         let status_code = i64::from(response.status().as_u16());
         span.set_attribute(SC::HTTP_STATUS_CODE.i64(status_code));
+        metrics_labels.push(KeyValue::new("status_code", status_code));
 
         if let Some(ContentLength(content_length)) = response.headers().typed_get() {
             if let Ok(content_length) = content_length.try_into() {
@@ -55,7 +60,5 @@ impl<B> OnResponse<Response<B>> for OnHttpResponse {
             span.set_attribute(SC::NET_HOST_IP.string(info.local_addr().ip().to_string()));
             span.set_attribute(SC::NET_HOST_PORT.i64(info.local_addr().port().into()));
         }
-
-        vec![KeyValue::new("status_code", status_code)]
     }
 }
diff --git a/crates/http/src/layers/otel/service.rs b/crates/http/src/layers/otel/service.rs
index 84102c40..8dc49d6c 100644
--- a/crates/http/src/layers/otel/service.rs
+++ b/crates/http/src/layers/otel/service.rs
@@ -24,26 +24,37 @@ use tower::Service;
 
 use super::{
     extract_context::ExtractContext, inject_context::InjectContext,
-    make_span_builder::MakeSpanBuilder, on_error::OnError, on_response::OnResponse,
+    make_metrics_labels::MakeMetricsLabels, make_span_builder::MakeSpanBuilder, on_error::OnError,
+    on_response::OnResponse,
 };
 
 #[derive(Debug, Clone)]
-pub struct Trace<ExtractContext, InjectContext, MakeSpanBuilder, OnResponse, OnError, S> {
+pub struct Trace<
+    ExtractContext,
+    InjectContext,
+    MakeSpanBuilder,
+    MakeMetricsLabels,
+    OnResponse,
+    OnError,
+    S,
+> {
     inner: S,
     tracer: Arc<opentelemetry::global::BoxedTracer>,
     extract_context: ExtractContext,
     inject_context: InjectContext,
     make_span_builder: MakeSpanBuilder,
+    make_metrics_labels: MakeMetricsLabels,
     on_response: OnResponse,
     on_error: OnError,
 
     inflight_requests: UpDownCounter<i64>,
     request_counter: Counter<u64>,
     request_histogram: Histogram<f64>,
+    static_attributes: Vec<KeyValue>,
 }
 
-impl<ExtractContext, InjectContext, MakeSpanBuilder, OnResponse, OnError, S>
-    Trace<ExtractContext, InjectContext, MakeSpanBuilder, OnResponse, OnError, S>
+impl<ExtractContext, InjectContext, MakeSpanBuilder, MakeMetricsLabels, OnResponse, OnError, S>
+    Trace<ExtractContext, InjectContext, MakeSpanBuilder, MakeMetricsLabels, OnResponse, OnError, S>
 {
     #[allow(clippy::too_many_arguments)]
     pub fn new(
@@ -52,11 +63,13 @@ impl<ExtractContext, InjectContext, MakeSpanBuilder, OnResponse, OnError, S>
         extract_context: ExtractContext,
         inject_context: InjectContext,
         make_span_builder: MakeSpanBuilder,
+        make_metrics_labels: MakeMetricsLabels,
         on_response: OnResponse,
         on_error: OnError,
         inflight_requests: UpDownCounter<i64>,
         request_counter: Counter<u64>,
         request_histogram: Histogram<f64>,
+        static_attributes: Vec<KeyValue>,
     ) -> Self {
         Self {
             inner: service,
@@ -65,12 +78,14 @@ impl<ExtractContext, InjectContext, MakeSpanBuilder, OnResponse, OnError, S>
             extract_context,
             inject_context,
             make_span_builder,
+            make_metrics_labels,
             on_response,
             on_error,
 
             inflight_requests,
             request_counter,
             request_histogram,
+            static_attributes,
         }
     }
 }
@@ -98,8 +113,25 @@ impl Drop for InFlightGuard {
     }
 }
 
-impl<Req, S, ExtractContextT, InjectContextT, MakeSpanBuilderT, OnResponseT, OnErrorT> Service<Req>
-    for Trace<ExtractContextT, InjectContextT, MakeSpanBuilderT, OnResponseT, OnErrorT, S>
+impl<
+        Req,
+        S,
+        ExtractContextT,
+        InjectContextT,
+        MakeSpanBuilderT,
+        MakeMetricsLabelsT,
+        OnResponseT,
+        OnErrorT,
+    > Service<Req>
+    for Trace<
+        ExtractContextT,
+        InjectContextT,
+        MakeSpanBuilderT,
+        MakeMetricsLabelsT,
+        OnResponseT,
+        OnErrorT,
+        S,
+    >
 where
     ExtractContextT: ExtractContext<Req> + Send,
     InjectContextT: InjectContext<Req> + Send,
@@ -107,6 +139,7 @@ where
     OnResponseT: OnResponse<S::Response> + Send + Clone + 'static,
     OnErrorT: OnError<S::Error> + Send + Clone + 'static,
     MakeSpanBuilderT: MakeSpanBuilder<Req> + Send,
+    MakeMetricsLabelsT: MakeMetricsLabels<Req> + Send,
     S::Future: Send + 'static,
 {
     type Response = S::Response;
@@ -123,7 +156,15 @@ where
         let start_time = SystemTime::now();
 
         let cx = self.extract_context.extract_context(&request);
-        let (span_builder, mut metrics_labels) = self.make_span_builder.make_span_builder(&request);
+        let mut span_builder = self.make_span_builder.make_span_builder(&request);
+        let mut metrics_labels = self.make_metrics_labels.make_metrics_labels(&request);
+
+        // Add the static attributes to the metrics and the span
+        metrics_labels.extend_from_slice(&self.static_attributes[..]);
+        let mut span_attributes = span_builder.attributes.unwrap_or_default();
+        span_attributes.extend(self.static_attributes.iter().cloned());
+        span_builder.attributes = Some(span_attributes);
+
         let span = span_builder.start_with_context(self.tracer.as_ref(), &cx);
 
         let cx = cx.with_span(span);
@@ -144,11 +185,10 @@ where
                 let _guard = guard;
 
                 let span = cx.span();
-                let extra_labels = match r {
-                    Ok(response) => on_response.on_response(&span, response),
-                    Err(err) => on_error.on_error(&span, err),
+                match r {
+                    Ok(response) => on_response.on_response(&span, &mut metrics_labels, response),
+                    Err(err) => on_error.on_error(&span, &mut metrics_labels, err),
                 };
-                metrics_labels.extend_from_slice(&extra_labels);
 
                 request_counter.add(&cx, 1, &metrics_labels);
                 request_histogram.record(
diff --git a/crates/http/src/layers/otel/utils.rs b/crates/http/src/layers/otel/utils.rs
new file mode 100644
index 00000000..d7606f55
--- /dev/null
+++ b/crates/http/src/layers/otel/utils.rs
@@ -0,0 +1,45 @@
+// Copyright 2022 The Matrix.org Foundation C.I.C.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+use std::borrow::Cow;
+
+use http::{Method, Version};
+
+#[inline]
+pub(super) fn http_method_str(method: &Method) -> Cow<'static, str> {
+    match method {
+        &Method::OPTIONS => "OPTIONS".into(),
+        &Method::GET => "GET".into(),
+        &Method::POST => "POST".into(),
+        &Method::PUT => "PUT".into(),
+        &Method::DELETE => "DELETE".into(),
+        &Method::HEAD => "HEAD".into(),
+        &Method::TRACE => "TRACE".into(),
+        &Method::CONNECT => "CONNECT".into(),
+        &Method::PATCH => "PATCH".into(),
+        other => other.to_string().into(),
+    }
+}
+
+#[inline]
+pub(super) fn http_flavor(version: Version) -> Cow<'static, str> {
+    match version {
+        Version::HTTP_09 => "0.9".into(),
+        Version::HTTP_10 => "1.0".into(),
+        Version::HTTP_11 => "1.1".into(),
+        Version::HTTP_2 => "2.0".into(),
+        Version::HTTP_3 => "3.0".into(),
+        other => format!("{:?}", other).into(),
+    }
+}
diff --git a/crates/http/src/layers/server.rs b/crates/http/src/layers/server.rs
index 8dc45171..c4d0e9cb 100644
--- a/crates/http/src/layers/server.rs
+++ b/crates/http/src/layers/server.rs
@@ -15,6 +15,7 @@
 use std::marker::PhantomData;
 
 use http::{Request, Response};
+use opentelemetry::KeyValue;
 use tower::{util::BoxCloneService, Layer, Service, ServiceBuilder, ServiceExt};
 use tower_http::{compression::CompressionBody, ServiceBuilderExt};
 
@@ -51,10 +52,17 @@ where
         let builder = ServiceBuilder::new().compression();
 
         #[cfg(feature = "axum")]
-        let builder = builder.layer(TraceLayer::axum());
+        let mut trace_layer = TraceLayer::axum();
 
         #[cfg(not(feature = "axum"))]
-        let builder = builder.layer(TraceLayer::http_server());
+        let mut trace_layer = TraceLayer::http_server();
+
+        if let Some(name) = &self.listener_name {
+            trace_layer =
+                trace_layer.with_static_attribute(KeyValue::new("listener", name.clone()));
+        }
+
+        let builder = builder.layer(trace_layer);
 
         builder.service(inner).boxed_clone()
     }