diff --git a/src/common/tracing/src/config.rs b/src/common/tracing/src/config.rs
index e0b568a7ee3..3056b78fbc4 100644
--- a/src/common/tracing/src/config.rs
+++ b/src/common/tracing/src/config.rs
@@ -1,5 +1,6 @@
 use std::time::Duration;
 
+use opentelemetry::Key;
 // These match the OTEL_EXPORTER_OTLP_* environment variables from:
 // https://opentelemetry.io/docs/languages/sdk-configuration/otlp-exporter/#endpoint-configuration
 use opentelemetry_otlp::{
@@ -7,6 +8,7 @@ use opentelemetry_otlp::{
     OTEL_EXPORTER_OTLP_METRICS_ENDPOINT, OTEL_EXPORTER_OTLP_PROTOCOL,
     OTEL_EXPORTER_OTLP_TRACES_ENDPOINT, Protocol,
 };
+use opentelemetry_sdk::Resource;
 
 /// Environment variable for the general OTLP endpoint.
 pub const ENV_OLD_OTLP_ENDPOINT: &str = "DAFT_DEV_OTEL_EXPORTER_OTLP_ENDPOINT";
@@ -107,4 +109,119 @@ impl Config {
             .map(Duration::from_millis)
             .unwrap_or(Duration::from_millis(500))
     }
+
+    pub fn resource(&self) -> Resource {
+        let detected_resource = Resource::builder().build();
+        let service_name = detected_resource
+            .get(&Key::new("service.name"))
+            .map(|value| value.to_string())
+            // OpenTelemetry uses this placeholder when no service name is configured.
+            .filter(|name| name != "unknown_service")
+            .unwrap_or_else(|| "daft".to_string());
+
+        Resource::builder().with_service_name(service_name).build()
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use std::sync::Mutex;
+
+    use opentelemetry::{Key, Value};
+
+    use super::*;
+
+    static ENV_LOCK: Mutex<()> = Mutex::new(());
+
+    fn with_env_vars<R>(vars: &[(&str, Option<&str>)], f: impl FnOnce() -> R) -> R {
+        let _guard = ENV_LOCK.lock().unwrap();
+        let previous_values: Vec<_> = vars
+            .iter()
+            .map(|(name, _)| (*name, std::env::var(name).ok()))
+            .collect();
+
+        for (name, value) in vars {
+            match value {
+                Some(value) => unsafe { std::env::set_var(name, value) },
+                None => unsafe { std::env::remove_var(name) },
+            }
+        }
+
+        let result = f();
+
+        for (name, value) in previous_values {
+            match value {
+                Some(value) => unsafe { std::env::set_var(name, value) },
+                None => unsafe { std::env::remove_var(name) },
+            }
+        }
+
+        result
+    }
+
+    #[test]
+    fn resource_defaults_to_daft_service_name() {
+        with_env_vars(
+            &[
+                ("OTEL_SERVICE_NAME", None),
+                ("OTEL_RESOURCE_ATTRIBUTES", None),
+            ],
+            || {
+                let resource = Config::from_env().resource();
+                assert_eq!(
+                    resource.get(&Key::new("service.name")),
+                    Some(Value::from("daft"))
+                );
+            },
+        );
+    }
+
+    #[test]
+    fn resource_uses_otel_service_name_env() {
+        with_env_vars(
+            &[
+                ("OTEL_SERVICE_NAME", Some("daft-ray-worker")),
+                ("OTEL_RESOURCE_ATTRIBUTES", None),
+            ],
+            || {
+                let resource = Config::from_env().resource();
+                assert_eq!(
+                    resource.get(&Key::new("service.name")),
+                    Some(Value::from("daft-ray-worker"))
+                );
+            },
+        );
+    }
+
+    #[test]
+    fn resource_includes_otel_resource_attributes() {
+        with_env_vars(
+            &[
+                ("OTEL_SERVICE_NAME", None),
+                (
+                    "OTEL_RESOURCE_ATTRIBUTES",
+                    Some("deployment.environment=staging,service.version=0.7.14"),
+                ),
+            ],
+            || {
+                let resource = Config::from_env().resource();
+                assert_eq!(
+                    resource.get(&Key::new("deployment.environment")),
+                    Some(Value::from("staging"))
+                );
+                assert_eq!(
+                    resource.get(&Key::new("telemetry.sdk.language")),
+                    Some(Value::from("rust"))
+                );
+                assert_eq!(
+                    resource.get(&Key::new("service.version")),
+                    Some(Value::from("0.7.14"))
+                );
+                assert_eq!(
+                    resource.get(&Key::new("service.name")),
+                    Some(Value::from("daft"))
+                );
+            },
+        );
+    }
 }
diff --git a/src/common/tracing/src/lib.rs b/src/common/tracing/src/lib.rs
index a6117aadcce..adeee503ca0 100644
--- a/src/common/tracing/src/lib.rs
+++ b/src/common/tracing/src/lib.rs
@@ -1,9 +1,6 @@
 mod config;
 
-use std::{
-    sync::{LazyLock, Mutex},
-    time::Duration,
-};
+use std::sync::{LazyLock, Mutex};
 
 use common_runtime::get_io_runtime;
 pub use config::Config;
@@ -53,7 +50,7 @@ impl TraceFormat {
 
 pub fn init_tracing() {
     let config = Config::from_env();
-    let resource = Resource::builder().with_service_name("daft").build();
+    let resource = config.resource();
     let tracer_provider = if config.enabled() {
         let runtime = get_io_runtime(true);
         runtime.block_on_current_thread(async {
@@ -158,7 +155,6 @@ fn init_otlp_logger_provider(config: &Config, otlp_endpoint: &str, resource: Res
     let log_exporter = opentelemetry_otlp::LogExporter::builder()
         .with_tonic()
         .with_endpoint(otlp_endpoint)
-        .with_timeout(Duration::from_secs(10))
         .build()
         .expect("Failed to build OTLP logger exporter.");
 
@@ -188,14 +184,12 @@ fn init_otlp_metrics_provider(config: &Config, endpoint: &str, resource: Resourc
             opentelemetry_otlp::MetricExporter::builder()
             .with_tonic()
             .with_endpoint(endpoint)
-            .with_timeout(Duration::from_secs(10))
             .build()
         }
         Protocol::HttpBinary => {
             opentelemetry_otlp::MetricExporter::builder()
             .with_http()
             .with_endpoint(endpoint)
-            .with_timeout(Duration::from_secs(10))
             .with_protocol(config.otlp_protocol)
             .build()
         }
@@ -242,7 +236,6 @@ fn init_otlp_tracer_provider(
     let exporter = opentelemetry_otlp::SpanExporter::builder()
         .with_tonic()
         .with_endpoint(otlp_endpoint)
-        .with_timeout(Duration::from_secs(10))
         .build()
         .expect("Failed to build OTLP span exporter for tracing");