diff --git a/tracing-subscriber/Cargo.toml b/tracing-subscriber/Cargo.toml
index 807880b8cd..5822ddd922 100644
--- a/tracing-subscriber/Cargo.toml
+++ b/tracing-subscriber/Cargo.toml
@@ -31,6 +31,9 @@ env-filter = ["matchers", "regex", "once_cell", "tracing", "std", "thread_local"
 fmt = ["registry", "std"]
 ansi = ["fmt", "nu-ansi-term"]
 registry = ["sharded-slab", "thread_local", "std"]
+# Raises the sharded-slab MAX_THREADS limit from 4 096 to 131 072.
+# Enable on high-core nodes where many native threads are spawned.
+large-thread-count = []
 json = ["tracing-serde", "serde", "serde_json"]
 valuable = ["tracing-core/valuable", "valuable_crate", "valuable-serde", "tracing-serde/valuable"]
 # Enables support for local time when using the `time` crate timestamp
diff --git a/tracing-subscriber/src/registry/sharded.rs b/tracing-subscriber/src/registry/sharded.rs
index 544a5dc344..14549ee19c 100644
--- a/tracing-subscriber/src/registry/sharded.rs
+++ b/tracing-subscriber/src/registry/sharded.rs
@@ -1,4 +1,20 @@
-use sharded_slab::{pool::Ref, Clear, Pool};
+use sharded_slab::{pool::Ref, Clear, Config, Pool};
+
+/// Custom [`sharded_slab::Config`] for the span registry pool.
+///
+/// When the `large-thread-count` feature is enabled, `MAX_THREADS` is raised
+/// from the upstream default of 4 096 to 131 072, preventing panics on
+/// high-core machines where large numbers of native threads are spawned.
+/// When the feature is disabled the trait default (4 096) is used unchanged.
+#[derive(Debug)]
+struct SlabConfig;
+
+impl Config for SlabConfig {
+    /// 131 072 threads = 2^17. Only active with the `large-thread-count`
+    /// feature; otherwise falls back to the trait default of 4 096.
+    #[cfg(feature = "large-thread-count")]
+    const MAX_THREADS: usize = 131_072;
+}
 use thread_local::ThreadLocal;
 
 use super::stack::SpanStack;
@@ -90,7 +106,7 @@ use tracing_core::{
 #[cfg_attr(docsrs, doc(cfg(all(feature = "registry", feature = "std"))))]
 #[derive(Debug)]
 pub struct Registry {
-    spans: Pool<DataInner>,
+    spans: Pool<DataInner, SlabConfig>,
     current_spans: ThreadLocal<RefCell<SpanStack>>,
     next_filter_id: u8,
 }
@@ -109,7 +125,7 @@ pub struct Registry {
 #[derive(Debug)]
 pub struct Data<'a> {
     /// Immutable reference to the pooled `DataInner` entry.
-    inner: Ref<'a, DataInner>,
+    inner: Ref<'a, DataInner, SlabConfig>,
 }
 
 /// Stored data associated with a span.
@@ -135,7 +151,7 @@ struct DataInner {
 impl Default for Registry {
     fn default() -> Self {
         Self {
-            spans: Pool::new(),
+            spans: Pool::new_with_config::<SlabConfig>(),
             current_spans: ThreadLocal::new(),
             next_filter_id: 0,
         }
@@ -180,7 +196,7 @@ pub(crate) struct CloseGuard<'a> {
 }
 
 impl Registry {
-    fn get(&self, id: &Id) -> Option<Ref<'_, DataInner>> {
+    fn get(&self, id: &Id) -> Option<Ref<'_, DataInner, SlabConfig>> {
         self.spans.get(id_to_idx(id))
     }
 
@@ -905,4 +921,13 @@ mod tests {
             state.assert_closed_in_order(["child", "parent", "grandparent"]);
         });
     }
+
+    #[cfg(feature = "large-thread-count")]
+    #[test]
+    fn large_thread_count_raises_max_threads() {
+        assert_eq!(SlabConfig::MAX_THREADS, 131_072);
+        // Confirm the registry pool is parameterised on SlabConfig at the type
+        // level — this is a compile-time check dressed as a runtime test.
+        let _: &Pool<DataInner, SlabConfig> = &Pool::new_with_config::<SlabConfig>();
+    }
 }