diff --git a/Cargo.lock b/Cargo.lock
index 147821e..754080a 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -978,6 +978,15 @@ dependencies = [
  "ahash 0.7.6",
 ]
 
+[[package]]
+name = "hashbrown"
+version = "0.13.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "33ff8ae62cd3a9102e5637afc8452c55acf3844001bd5374e0b0bd7b6616c038"
+dependencies = [
+ "ahash 0.8.3",
+]
+
 [[package]]
 name = "hashbrown"
 version = "0.14.0"
@@ -1285,6 +1294,15 @@ version = "0.4.19"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b06a4cde4c0f271a446782e3eff8de789548ce57dbc8eca9292c27f4a42004b4"
 
+[[package]]
+name = "mach2"
+version = "0.4.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6d0d1830bcd151a6fc4aea1369af235b36c1528fe976b8ff678683c9995eade8"
+dependencies = [
+ "libc",
+]
+
 [[package]]
 name = "matchers"
 version = "0.1.0"
@@ -1324,6 +1342,60 @@ dependencies = [
  "autocfg",
 ]
 
+[[package]]
+name = "metrics"
+version = "0.21.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "fde3af1a009ed76a778cb84fdef9e7dbbdf5775ae3e4cc1f434a6a307f6f76c5"
+dependencies = [
+ "ahash 0.8.3",
+ "metrics-macros",
+ "portable-atomic",
+]
+
+[[package]]
+name = "metrics-exporter-prometheus"
+version = "0.12.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8a4964177ddfdab1e3a2b37aec7cf320e14169abb0ed73999f558136409178d5"
+dependencies = [
+ "base64 0.21.2",
+ "hyper",
+ "indexmap 1.9.3",
+ "ipnet",
+ "metrics",
+ "metrics-util",
+ "quanta",
+ "thiserror",
+ "tokio",
+]
+
+[[package]]
+name = "metrics-macros"
+version = "0.7.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ddece26afd34c31585c74a4db0630c376df271c285d682d1e55012197830b6df"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.27",
+]
+
+[[package]]
+name = "metrics-util"
+version = "0.15.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4de2ed6e491ed114b40b732e4d1659a9d53992ebd87490c44a6ffe23739d973e"
+dependencies = [
+ "crossbeam-epoch",
+ "crossbeam-utils",
+ "hashbrown 0.13.1",
+ "metrics",
+ "num_cpus",
+ "quanta",
+ "sketches-ddsketch",
+]
+
 [[package]]
 name = "mime"
 version = "0.3.17"
@@ -1661,6 +1733,8 @@ dependencies = [
  "futures-util",
  "hex",
  "md-5",
+ "metrics",
+ "metrics-exporter-prometheus",
  "mime",
  "num_cpus",
  "once_cell",
@@ -1728,6 +1802,12 @@ version = "0.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "8b870d8c151b6f2fb93e84a13146138f05d02ed11c7e7c54f8826aaaf7c9f184"
 
+[[package]]
+name = "portable-atomic"
+version = "1.4.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "edc55135a600d700580e406b4de0d59cb9ad25e344a3a091a97ded2622ec4ec6"
+
 [[package]]
 name = "ppv-lite86"
 version = "0.2.17"
@@ -1775,6 +1855,22 @@ dependencies = [
  "prost",
 ]
 
+[[package]]
+name = "quanta"
+version = "0.11.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a17e662a7a8291a865152364c20c7abc5e60486ab2001e8ec10b24862de0b9ab"
+dependencies = [
+ "crossbeam-utils",
+ "libc",
+ "mach2",
+ "once_cell",
+ "raw-cpuid",
+ "wasi",
+ "web-sys",
+ "winapi",
+]
+
 [[package]]
 name = "quick-xml"
 version = "0.27.1"
@@ -1834,6 +1930,15 @@ dependencies = [
  "getrandom",
 ]
 
+[[package]]
+name = "raw-cpuid"
+version = "10.7.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6c297679cb867470fa8c9f67dbba74a78d78e3e98d7cf2b08d6d71540f797332"
+dependencies = [
+ "bitflags 1.3.2",
+]
+
 [[package]]
 name = "redox_syscall"
 version = "0.2.16"
@@ -2245,6 +2350,12 @@ dependencies = [
  "libc",
 ]
 
+[[package]]
+name = "sketches-ddsketch"
+version = "0.2.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "68a406c1882ed7f29cd5e248c9848a80e7cb6ae0fea82346d2746f2f941c07e1"
+
 [[package]]
 name = "slab"
 version = "0.4.8"
diff --git a/Cargo.toml b/Cargo.toml
index d461360..a455d9b 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -30,6 +30,8 @@ flume = "0.10.14"
 futures-util = "0.3.17"
 hex = "0.4.3"
 md-5 = "0.10.5"
+metrics = "0.21.1"
+metrics-exporter-prometheus = { version = "0.12.1", default-features = false, features = ["http-listener"] }
 mime = "0.3.1"
 num_cpus = "1.13"
 once_cell = "1.4.0"
diff --git a/src/backgrounded.rs b/src/backgrounded.rs
index 86ae39e..69c7972 100644
--- a/src/backgrounded.rs
+++ b/src/backgrounded.rs
@@ -75,6 +75,8 @@ where
 {
     fn drop(&mut self) {
         if self.identifier.is_some() || self.upload_id.is_some() {
+            metrics::increment_counter!("pict-rs.background.upload.failure");
+
             let cleanup_parent_span =
                 tracing::info_span!(parent: None, "Dropped backgrounded cleanup");
             cleanup_parent_span.follows_from(Span::current());
@@ -108,6 +110,8 @@ where
                     )
                 });
             }
+        } else {
+            metrics::increment_counter!("pict-rs.background.upload.success");
         }
     }
 }
diff --git a/src/concurrent_processor.rs b/src/concurrent_processor.rs
index ca54d7d..06eeeff 100644
--- a/src/concurrent_processor.rs
+++ b/src/concurrent_processor.rs
@@ -56,6 +56,8 @@ impl ProcessMap {
                     completed = &tracing::field::Empty,
                 );
 
+                metrics::increment_counter!("pict-rs.process-map.inserted");
+
                 (CancelState::Sender { sender }, span)
             }
             Entry::Occupied(receiver) => {
@@ -138,7 +140,9 @@ where
             CancelState::Sender { sender } => {
                 let res = std::task::ready!(fut.poll(cx));
 
-                process_map.remove(key);
+                if process_map.remove(key).is_some() {
+                    metrics::increment_counter!("pict-rs.process-map.removed");
+                }
 
                 if let Ok(tup) = &res {
                     let _ = sender.try_send(tup.clone());
@@ -158,6 +162,10 @@ impl Drop for CancelToken {
         if self.state.is_sender() {
             let completed = self.process_map.remove(&self.key).is_none();
             self.span.record("completed", completed);
+
+            if !completed {
+                metrics::increment_counter!("pict-rs.process-map.removed");
+            }
         }
     }
 }
diff --git a/src/config/commandline.rs b/src/config/commandline.rs
index d7ce4c1..fc5421c 100644
--- a/src/config/commandline.rs
+++ b/src/config/commandline.rs
@@ -48,6 +48,7 @@ impl Args {
                 worker_id,
                 client_pool_size,
                 client_timeout,
+                metrics_prometheus_address,
                 media_preprocess_steps,
                 media_max_file_size,
                 media_image_max_width,
@@ -104,6 +105,10 @@ impl Args {
                     timeout: client_timeout,
                 };
 
+                let metrics = Metrics {
+                    prometheus_address: metrics_prometheus_address,
+                };
+
                 let image_quality = ImageQuality {
                     avif: media_image_quality_avif,
                     jpeg: media_image_quality_jpeg,
@@ -180,6 +185,7 @@ impl Args {
                                 client,
                                 old_db,
                                 tracing,
+                                metrics,
                                 media,
                                 store,
                                 repo,
@@ -197,6 +203,7 @@ impl Args {
                                 client,
                                 old_db,
                                 tracing,
+                                metrics,
                                 media,
                                 store,
                                 repo,
@@ -212,6 +219,7 @@ impl Args {
                             client,
                             old_db,
                             tracing,
+                            metrics,
                             media,
                             store: None,
                             repo: None,
@@ -229,6 +237,7 @@ impl Args {
                 let server = Server::default();
                 let client = Client::default();
                 let media = Media::default();
+                let metrics = Metrics::default();
 
                 match store {
                     MigrateStoreFrom::Filesystem(MigrateFilesystem { from, to }) => match to {
@@ -238,6 +247,7 @@ impl Args {
                                 client,
                                 old_db,
                                 tracing,
+                                metrics,
                                 media,
                                 store: None,
                                 repo,
@@ -257,6 +267,7 @@ impl Args {
                                     client,
                                     old_db,
                                     tracing,
+                                    metrics,
                                     media,
                                     store: None,
                                     repo,
@@ -280,6 +291,7 @@ impl Args {
                                         client,
                                         old_db,
                                         tracing,
+                                        metrics,
                                         media,
                                         store: None,
                                         repo,
@@ -302,6 +314,7 @@ impl Args {
                                     client,
                                     old_db,
                                     tracing,
+                                    metrics,
                                     media,
                                     store: None,
                                     repo,
@@ -347,6 +360,7 @@ pub(super) struct ConfigFormat {
     client: Client,
     old_db: OldDb,
     tracing: Tracing,
+    metrics: Metrics,
     media: Media,
     #[serde(skip_serializing_if = "Option::is_none")]
     repo: Option<Repo>,
@@ -415,6 +429,13 @@ struct OpenTelemetry {
     targets: Option<Serde<Targets>>,
 }
 
+#[derive(Debug, Default, serde::Serialize)]
+#[serde(rename_all = "snake_case")]
+struct Metrics {
+    #[serde(skip_serializing_if = "Option::is_none")]
+    prometheus_address: Option<SocketAddr>,
+}
+
 #[derive(Debug, Default, serde::Serialize)]
 #[serde(rename_all = "snake_case")]
 struct OldDb {
@@ -723,6 +744,10 @@ struct Run {
     #[arg(long)]
     client_timeout: Option<u64>,
 
+    /// Whether to enable the prometheus scrape endpoint
+    #[arg(long)]
+    metrics_prometheus_address: Option<SocketAddr>,
+
     /// How many files are allowed to be uploaded per-request
     ///
     /// This number defaults to 1
diff --git a/src/config/file.rs b/src/config/file.rs
index e11bb37..7118ce4 100644
--- a/src/config/file.rs
+++ b/src/config/file.rs
@@ -15,6 +15,8 @@ pub(crate) struct ConfigFile {
 
     pub(crate) tracing: Tracing,
 
+    pub(crate) metrics: Metrics,
+
     pub(crate) old_db: OldDb,
 
     pub(crate) media: Media,
@@ -119,6 +121,13 @@ pub(crate) struct Tracing {
     pub(crate) opentelemetry: OpenTelemetry,
 }
 
+#[derive(Clone, Debug, serde::Deserialize, serde::Serialize)]
+#[serde(rename_all = "snake_case")]
+pub(crate) struct Metrics {
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub(crate) prometheus_address: Option<SocketAddr>,
+}
+
 #[derive(Clone, Debug, serde::Deserialize, serde::Serialize)]
 #[serde(rename_all = "snake_case")]
 pub(crate) struct Logging {
diff --git a/src/generate.rs b/src/generate.rs
index 983fa59..e10b23d 100644
--- a/src/generate.rs
+++ b/src/generate.rs
@@ -8,10 +8,40 @@ use crate::{
     store::Store,
 };
 use actix_web::web::Bytes;
-use std::path::PathBuf;
+use std::{path::PathBuf, time::Instant};
 use tokio::io::AsyncReadExt;
 use tracing::Instrument;
 
+struct MetricsGuard {
+    start: Instant,
+    armed: bool,
+}
+
+impl MetricsGuard {
+    fn guard() -> Self {
+        metrics::increment_counter!("pict-rs.generate.start");
+        Self {
+            start: Instant::now(),
+            armed: true,
+        }
+    }
+
+    fn disarm(mut self) {
+        self.armed = false;
+    }
+}
+
+impl Drop for MetricsGuard {
+    fn drop(&mut self) {
+        metrics::histogram!("pict-rs.generate.duration", self.start.elapsed().as_secs_f64(), "completed" => (!self.armed).to_string());
+        if self.armed {
+            metrics::increment_counter!("pict-rs.generate.failure");
+        } else {
+            metrics::increment_counter!("pict-rs.generate.success");
+        }
+    }
+}
+
 #[allow(clippy::too_many_arguments)]
 #[tracing::instrument(skip(repo, store, hash))]
 pub(crate) async fn generate<R: FullRepo, S: Store + 'static>(
@@ -61,6 +91,7 @@ async fn process<R: FullRepo, S: Store + 'static>(
     media: &crate::config::Media,
     hash: R::Bytes,
 ) -> Result<(Details, Bytes), Error> {
+    let guard = MetricsGuard::guard();
     let permit = crate::PROCESS_SEMAPHORE.acquire().await;
 
     let identifier = if let Some(identifier) = repo
@@ -149,5 +180,7 @@ async fn process<R: FullRepo, S: Store + 'static>(
     )
     .await?;
 
+    guard.disarm();
+
     Ok((details, bytes)) as Result<(Details, Bytes), Error>
 }
diff --git a/src/ingest.rs b/src/ingest.rs
index 1c4fd53..037a147 100644
--- a/src/ingest.rs
+++ b/src/ingest.rs
@@ -225,6 +225,8 @@ where
 {
     fn drop(&mut self) {
         if self.hash.is_some() || self.alias.is_some() | self.identifier.is_some() {
+            metrics::increment_counter!("pict-rs.ingest.failure");
+
             let cleanup_parent_span = tracing::info_span!(parent: None, "Dropped session cleanup");
             cleanup_parent_span.follows_from(Span::current());
 
@@ -279,6 +281,8 @@ where
                     )
                 });
             }
+        } else {
+            metrics::increment_counter!("pict-rs.ingest.success");
         }
     }
 }
diff --git a/src/lib.rs b/src/lib.rs
index 213725a..4cd87b2 100644
--- a/src/lib.rs
+++ b/src/lib.rs
@@ -37,6 +37,8 @@ use futures_util::{
     stream::{empty, once},
     Stream, StreamExt, TryStreamExt,
 };
+use metrics_exporter_prometheus::PrometheusBuilder;
+use middleware::Metrics;
 use once_cell::sync::Lazy;
 use reqwest_middleware::{ClientBuilder, ClientWithMiddleware};
 use reqwest_tracing::TracingMiddleware;
@@ -161,6 +163,8 @@ impl<R: FullRepo, S: Store + 'static> FormData for Upload<R, S> {
                     let store = store.clone();
                     let config = config.clone();
 
+                    metrics::increment_counter!("pict-rs.files", "upload" => "inline");
+
                     let span = tracing::info_span!("file-upload", ?filename);
 
                     let stream = stream.map_err(Error::from);
@@ -218,6 +222,8 @@ impl<R: FullRepo, S: Store + 'static> FormData for Import<R, S> {
                     let store = store.clone();
                     let config = config.clone();
 
+                    metrics::increment_counter!("pict-rs.files", "import" => "inline");
+
                     let span = tracing::info_span!("file-import", ?filename);
 
                     let stream = stream.map_err(Error::from);
@@ -353,6 +359,8 @@ impl<R: FullRepo, S: Store + 'static> FormData for BackgroundedUpload<R, S> {
                     let repo = (**repo).clone();
                     let store = (**store).clone();
 
+                    metrics::increment_counter!("pict-rs.files", "upload" => "background");
+
                     let span = tracing::info_span!("file-proxy", ?filename);
 
                     let stream = stream.map_err(Error::from);
@@ -440,6 +448,7 @@ async fn claim_upload<R: FullRepo, S: Store + 'static>(
         Ok(wait_res) => {
             let upload_result = wait_res?;
             repo.claim(upload_id).await?;
+            metrics::increment_counter!("pict-rs.background.upload.claim");
 
             match upload_result {
                 UploadResult::Success { alias, token } => {
@@ -511,6 +520,8 @@ async fn do_download_inline<R: FullRepo + 'static, S: Store + 'static>(
     store: web::Data<S>,
     config: web::Data<Configuration>,
 ) -> Result<HttpResponse, Error> {
+    metrics::increment_counter!("pict-rs.files", "download" => "inline");
+
     let mut session = ingest::ingest(&repo, &store, stream, None, &config.media).await?;
 
     let alias = session.alias().expect("alias should exist").to_owned();
@@ -536,6 +547,8 @@ async fn do_download_backgrounded<R: FullRepo + 'static, S: Store + 'static>(
     repo: web::Data<R>,
     store: web::Data<S>,
 ) -> Result<HttpResponse, Error> {
+    metrics::increment_counter!("pict-rs.files", "download" => "background");
+
     let backgrounded = Backgrounded::proxy((**repo).clone(), (**store).clone(), stream).await?;
 
     let upload_id = backgrounded.upload_id().expect("Upload ID exists");
@@ -1362,6 +1375,7 @@ async fn launch_file_store<R: FullRepo + 'static, F: Fn(&mut web::ServiceConfig)
         App::new()
             .wrap(TracingLogger::default())
             .wrap(Deadline)
+            .wrap(Metrics)
             .app_data(web::Data::new(process_map.clone()))
             .configure(move |sc| configure_endpoints(sc, repo, store, config, client, extra_config))
     })
@@ -1396,6 +1410,7 @@ async fn launch_object_store<
         App::new()
             .wrap(TracingLogger::default())
             .wrap(Deadline)
+            .wrap(Metrics)
             .app_data(web::Data::new(process_map.clone()))
             .configure(move |sc| configure_endpoints(sc, repo, store, config, client, extra_config))
     })
@@ -1471,8 +1486,6 @@ impl<P: AsRef<Path>, T: serde::Serialize> ConfigSource<P, T> {
     /// parameters have defaults, it can be useful to dump a valid configuration with default values to
     /// see what is available for tweaking.
     ///
-    /// This function must be called before `run` or `install_tracing`
-    ///
     /// When running pict-rs as a library, configuration is limited to environment variables and
     /// configuration files. Commandline options are not available.
     ///
@@ -1535,6 +1548,16 @@ impl PictRsConfiguration {
         Ok(self)
     }
 
+    pub fn install_metrics(self) -> color_eyre::Result<Self> {
+        if let Some(addr) = self.config.metrics.prometheus_address {
+            PrometheusBuilder::new()
+                .with_http_listener(addr)
+                .install()?;
+        }
+
+        Ok(self)
+    }
+
     /// Run the pict-rs application
     ///
     /// This must be called after `init_config`, or else the default configuration builder will run and
diff --git a/src/main.rs b/src/main.rs
index f4d2984..20aee47 100644
--- a/src/main.rs
+++ b/src/main.rs
@@ -2,6 +2,7 @@
 async fn main() -> color_eyre::Result<()> {
     pict_rs::PictRsConfiguration::build_default()?
         .install_tracing()?
+        .install_metrics()?
         .run()
         .await
 }
diff --git a/src/middleware.rs b/src/middleware.rs
index 356861c..bbc2bdf 100644
--- a/src/middleware.rs
+++ b/src/middleware.rs
@@ -1,3 +1,5 @@
+mod metrics;
+
 use actix_rt::time::Timeout;
 use actix_web::{
     dev::{Service, ServiceRequest, Transform},
@@ -10,6 +12,8 @@ use std::{
     task::{Context, Poll},
 };
 
+pub(crate) use self::metrics::Metrics;
+
 pub(crate) struct Deadline;
 pub(crate) struct DeadlineMiddleware<S> {
     inner: S,
diff --git a/src/middleware/metrics.rs b/src/middleware/metrics.rs
new file mode 100644
index 0000000..e510c28
--- /dev/null
+++ b/src/middleware/metrics.rs
@@ -0,0 +1,237 @@
+use actix_web::{
+    body::MessageBody,
+    dev::{Service, ServiceRequest, ServiceResponse, Transform},
+    http::StatusCode,
+    HttpResponse, ResponseError,
+};
+use std::{
+    cell::RefCell,
+    future::{ready, Future, Ready},
+    pin::Pin,
+    task::{Context, Poll},
+    time::Instant,
+};
+
+struct MetricsGuard {
+    start: Instant,
+    matched_path: Option<String>,
+    armed: bool,
+}
+
+struct MetricsGuardWithStatus {
+    start: Instant,
+    matched_path: Option<String>,
+    status: StatusCode,
+}
+
+impl MetricsGuard {
+    fn new(matched_path: Option<String>) -> Self {
+        metrics::increment_counter!("pict-rs.request.start", "path" => format!("{matched_path:?}"));
+
+        Self {
+            start: Instant::now(),
+            matched_path,
+            armed: true,
+        }
+    }
+
+    fn with_status(mut self, status: StatusCode) -> MetricsGuardWithStatus {
+        self.armed = false;
+
+        MetricsGuardWithStatus {
+            start: self.start,
+            matched_path: self.matched_path.clone(),
+            status,
+        }
+    }
+}
+
+impl Drop for MetricsGuard {
+    fn drop(&mut self) {
+        if self.armed {
+            metrics::increment_counter!("pict-rs.request.complete", "path" => format!("{:?}", self.matched_path));
+            metrics::histogram!("pict-rs.request.timings", self.start.elapsed().as_secs_f64(), "path" => format!("{:?}", self.matched_path))
+        }
+    }
+}
+
+impl Drop for MetricsGuardWithStatus {
+    fn drop(&mut self) {
+        metrics::increment_counter!("pict-rs.request.complete", "path" => format!("{:?}", self.matched_path), "status" => self.status.to_string());
+        metrics::histogram!("pict-rs.request.timings", self.start.elapsed().as_secs_f64(), "path" => format!("{:?}", self.matched_path), "status" => self.status.to_string());
+    }
+}
+
+pub(crate) struct Metrics;
+pub(crate) struct MetricsMiddleware<S> {
+    inner: S,
+}
+
+pub(crate) struct MetricsError {
+    guard: RefCell<Option<MetricsGuard>>,
+    inner: actix_web::Error,
+}
+
+pin_project_lite::pin_project! {
+    pub(crate) struct MetricsFuture<F> {
+        guard: Option<MetricsGuard>,
+
+        #[pin]
+        inner: F,
+    }
+}
+
+pin_project_lite::pin_project! {
+    pub(crate) struct MetricsBody<B> {
+        guard: Option<MetricsGuardWithStatus>,
+
+        #[pin]
+        inner: B,
+    }
+}
+
+impl<S, B> Transform<S, ServiceRequest> for Metrics
+where
+    S: Service<ServiceRequest, Response = ServiceResponse<B>>,
+    S::Future: 'static,
+    S::Error: Into<actix_web::Error>,
+{
+    type Response = ServiceResponse<MetricsBody<B>>;
+    type Error = actix_web::Error;
+    type InitError = ();
+    type Transform = MetricsMiddleware<S>;
+    type Future = Ready<Result<Self::Transform, Self::InitError>>;
+
+    fn new_transform(&self, service: S) -> Self::Future {
+        ready(Ok(MetricsMiddleware { inner: service }))
+    }
+}
+
+impl<S, B> Service<ServiceRequest> for MetricsMiddleware<S>
+where
+    S: Service<ServiceRequest, Response = ServiceResponse<B>>,
+    S::Future: 'static,
+    S::Error: Into<actix_web::Error>,
+{
+    type Response = ServiceResponse<MetricsBody<B>>;
+    type Error = actix_web::Error;
+    type Future = MetricsFuture<S::Future>;
+
+    fn poll_ready(&self, ctx: &mut core::task::Context<'_>) -> Poll<Result<(), Self::Error>> {
+        let res = std::task::ready!(self.inner.poll_ready(ctx));
+
+        Poll::Ready(res.map_err(|e| {
+            MetricsError {
+                guard: RefCell::new(None),
+                inner: e.into(),
+            }
+            .into()
+        }))
+    }
+
+    fn call(&self, req: ServiceRequest) -> Self::Future {
+        let matched_path = req.match_pattern();
+
+        MetricsFuture {
+            guard: Some(MetricsGuard::new(matched_path)),
+            inner: self.inner.call(req),
+        }
+    }
+}
+
+impl<F, B, E> Future for MetricsFuture<F>
+where
+    F: Future<Output = Result<ServiceResponse<B>, E>>,
+    E: Into<actix_web::Error>,
+{
+    type Output = Result<ServiceResponse<MetricsBody<B>>, actix_web::Error>;
+
+    fn poll(self: Pin<&mut Self>, cx: &mut Context<'_>) -> Poll<Self::Output> {
+        let this = self.project();
+
+        match std::task::ready!(this.inner.poll(cx)) {
+            Ok(response) => {
+                let guard = this.guard.take();
+
+                Poll::Ready(Ok(response.map_body(|head, inner| MetricsBody {
+                    guard: guard.map(|guard| guard.with_status(head.status)),
+                    inner,
+                })))
+            }
+            Err(e) => {
+                let guard = this.guard.take();
+
+                Poll::Ready(Err(MetricsError {
+                    guard: RefCell::new(guard),
+                    inner: e.into(),
+                }
+                .into()))
+            }
+        }
+    }
+}
+
+impl<B> MessageBody for MetricsBody<B>
+where
+    B: MessageBody,
+{
+    type Error = B::Error;
+
+    fn size(&self) -> actix_web::body::BodySize {
+        self.inner.size()
+    }
+
+    fn poll_next(
+        self: Pin<&mut Self>,
+        cx: &mut Context<'_>,
+    ) -> Poll<Option<Result<actix_web::web::Bytes, Self::Error>>> {
+        let this = self.project();
+
+        let opt = std::task::ready!(this.inner.poll_next(cx));
+
+        if opt.is_none() {
+            this.guard.take();
+        }
+
+        Poll::Ready(opt)
+    }
+}
+
+impl std::fmt::Debug for MetricsError {
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        f.debug_struct("MetricsError")
+            .field("guard", &"Guard")
+            .field("inner", &self.inner)
+            .finish()
+    }
+}
+
+impl std::fmt::Display for MetricsError {
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        self.inner.fmt(f)
+    }
+}
+
+impl std::error::Error for MetricsError {
+    fn source(&self) -> Option<&(dyn std::error::Error + 'static)> {
+        self.inner.source()
+    }
+}
+
+impl ResponseError for MetricsError {
+    fn status_code(&self) -> StatusCode {
+        self.inner.as_response_error().status_code()
+    }
+
+    fn error_response(&self) -> HttpResponse<actix_web::body::BoxBody> {
+        let guard = self.guard.borrow_mut().take();
+
+        self.inner.error_response().map_body(|head, inner| {
+            MetricsBody {
+                guard: guard.map(|guard| guard.with_status(head.status)),
+                inner,
+            }
+            .boxed()
+        })
+    }
+}
diff --git a/src/process.rs b/src/process.rs
index 333d920..63ca8f4 100644
--- a/src/process.rs
+++ b/src/process.rs
@@ -5,6 +5,7 @@ use std::{
     pin::Pin,
     process::{ExitStatus, Stdio},
     task::{Context, Poll},
+    time::Instant,
 };
 use tokio::{
     io::{AsyncRead, AsyncWriteExt, ReadBuf},
@@ -13,12 +14,52 @@ use tokio::{
 };
 use tracing::{Instrument, Span};
 
+struct MetricsGuard {
+    start: Instant,
+    armed: bool,
+    command: String,
+}
+
+impl MetricsGuard {
+    fn guard(command: String) -> Self {
+        metrics::increment_counter!("pict-rs.process.spawn", "command" => command.clone());
+
+        Self {
+            start: Instant::now(),
+            armed: true,
+            command,
+        }
+    }
+
+    fn disarm(mut self) {
+        self.armed = false;
+    }
+}
+
+impl Drop for MetricsGuard {
+    fn drop(&mut self) {
+        metrics::histogram!(
+            "pict-rs.process.duration",
+            self.start.elapsed().as_secs_f64(),
+            "command" => self.command.clone(),
+            "completed" => (!self.armed).to_string(),
+        );
+
+        if self.armed {
+            metrics::increment_counter!("pict-rs.process.failure", "command" => self.command.clone());
+        } else {
+            metrics::increment_counter!("pict-rs.process.success", "command" => self.command.clone());
+        }
+    }
+}
+
 #[derive(Debug)]
 struct StatusError(ExitStatus);
 
 pub(crate) struct Process {
     command: String,
     child: Child,
+    guard: MetricsGuard,
 }
 
 impl std::fmt::Debug for Process {
@@ -80,6 +121,8 @@ impl Process {
 
     fn spawn(command: &str, cmd: &mut Command) -> std::io::Result<Self> {
         tracing::trace_span!(parent: None, "Spawn command", %command).in_scope(|| {
+            let guard = MetricsGuard::guard(command.into());
+
             let cmd = cmd
                 .stdin(Stdio::piped())
                 .stdout(Stdio::piped())
@@ -88,6 +131,7 @@ impl Process {
             cmd.spawn().map(|child| Process {
                 child,
                 command: String::from(command),
+                guard,
             })
         })
     }
@@ -97,7 +141,11 @@ impl Process {
         let res = self.child.wait().await;
 
         match res {
-            Ok(status) if status.success() => Ok(()),
+            Ok(status) if status.success() => {
+                self.guard.disarm();
+
+                Ok(())
+            }
             Ok(status) => Err(ProcessError::Status(self.command, status)),
             Err(e) => Err(ProcessError::Other(e)),
         }
@@ -133,6 +181,7 @@ impl Process {
 
         let mut child = self.child;
         let command = self.command;
+        let guard = self.guard;
         let handle = tracing::trace_span!(parent: None, "Spawn task", %command).in_scope(|| {
             actix_rt::spawn(
                 async move {
@@ -143,7 +192,9 @@ impl Process {
 
                     match child.wait().await {
                         Ok(status) => {
-                            if !status.success() {
+                            if status.success() {
+                                guard.disarm();
+                            } else {
                                 let _ = tx.send(std::io::Error::new(
                                     std::io::ErrorKind::Other,
                                     StatusError(status),