diff --git a/turbopack/crates/turbo-persistence/src/write_batch.rs b/turbopack/crates/turbo-persistence/src/write_batch.rs
index 6a62c4cdb0a93..bf4692097f65f 100644
--- a/turbopack/crates/turbo-persistence/src/write_batch.rs
+++ b/turbopack/crates/turbo-persistence/src/write_batch.rs
@@ -12,7 +12,7 @@ use byteorder::{WriteBytesExt, BE};
 use lzzzz::lz4::{self, ACC_LEVEL_DEFAULT};
 use parking_lot::Mutex;
 use rayon::{
-    iter::{IndexedParallelIterator, IntoParallelIterator, ParallelIterator},
+    iter::{Either, IndexedParallelIterator, IntoParallelIterator, ParallelIterator},
     scope,
 };
 use smallvec::SmallVec;
@@ -40,6 +40,10 @@ struct ThreadLocalState<K: StoreKey + Send, const FAMILIES: usize> {
     new_blob_files: Vec<(u32, File)>,
 }
 
+const COLLECTOR_SHARDS: usize = 4;
+const COLLECTOR_SHARD_SHIFT: usize =
+    u64::BITS as usize - COLLECTOR_SHARDS.trailing_zeros() as usize;
+
 /// The result of a `WriteBatch::finish` operation.
 pub(crate) struct FinishResult {
     pub(crate) sequence_number: u32,
@@ -49,6 +53,14 @@ pub(crate) struct FinishResult {
     pub(crate) new_blob_files: Vec<(u32, File)>,
 }
 
+enum GlobalCollectorState<K: StoreKey + Send> {
+    /// Initial state. Single collector. Once the collector is full, we switch to sharded mode.
+    Unsharded(Collector<K>),
+    /// Sharded mode.
+    /// We use multiple collectors, and select one based on the first bits of the key hash.
+    Sharded([Collector<K>; COLLECTOR_SHARDS]),
+}
+
 /// A write batch.
 pub struct WriteBatch<K: StoreKey + Send, const FAMILIES: usize> {
     /// The database path
@@ -58,7 +70,7 @@ pub struct WriteBatch<K: StoreKey + Send, const FAMILIES: usize> {
     /// The thread local state.
     thread_locals: ThreadLocal<UnsafeCell<ThreadLocalState<K, FAMILIES>>>,
     /// Collectors in use. The thread local collectors flush into these when they are full.
-    collectors: [Mutex<Collector<K>>; FAMILIES],
+    collectors: [Mutex<GlobalCollectorState<K>>; FAMILIES],
     /// The list of new SST files that have been created.
     /// Tuple of (sequence number, file).
     new_sst_files: Mutex<Vec<(u32, File)>>,
@@ -78,7 +90,8 @@ impl<K: StoreKey + Send + Sync, const FAMILIES: usize> WriteBatch<K, FAMILIES> {
             path,
             current_sequence_number: AtomicU32::new(current),
             thread_locals: ThreadLocal::new(),
-            collectors: [(); FAMILIES].map(|_| Mutex::new(Collector::new())),
+            collectors: [(); FAMILIES]
+                .map(|_| Mutex::new(GlobalCollectorState::Unsharded(Collector::new()))),
             new_sst_files: Mutex::new(Vec::new()),
             idle_collectors: Mutex::new(Vec::new()),
             idle_thread_local_collectors: Mutex::new(Vec::new()),
@@ -131,17 +144,39 @@ impl<K: StoreKey + Send + Sync, const FAMILIES: usize> WriteBatch<K, FAMILIES> {
     ) -> Result<()> {
         let mut full_collectors = SmallVec::<[_; 2]>::new();
         {
-            let mut global_collector = self.collectors[usize_from_u32(family)].lock();
+            let mut global_collector_state = self.collectors[usize_from_u32(family)].lock();
             for entry in collector.drain() {
-                global_collector.add_entry(entry);
-                if global_collector.is_full() {
-                    full_collectors.push(replace(
-                        &mut *global_collector,
-                        self.idle_collectors
-                            .lock()
-                            .pop()
-                            .unwrap_or_else(|| Collector::new()),
-                    ));
+                match &mut *global_collector_state {
+                    GlobalCollectorState::Unsharded(collector) => {
+                        collector.add_entry(entry);
+                        if collector.is_full() {
+                            // When full, split the entries into shards.
+                            let mut shards: [Collector<K>; 4] =
+                                [(); COLLECTOR_SHARDS].map(|_| Collector::new());
+                            for entry in collector.drain() {
+                                let shard = (entry.key.hash >> COLLECTOR_SHARD_SHIFT) as usize;
+                                shards[shard].add_entry(entry);
+                            }
+                            // There is a rare edge case where all entries are in the same shard,
+                            // and the collector is full after the split.
+                            for collector in shards.iter_mut() {
+                                if collector.is_full() {
+                                    full_collectors
+                                        .push(replace(&mut *collector, self.get_new_collector()));
+                                }
+                            }
+                            *global_collector_state = GlobalCollectorState::Sharded(shards);
+                        }
+                    }
+                    GlobalCollectorState::Sharded(shards) => {
+                        let shard = (entry.key.hash >> COLLECTOR_SHARD_SHIFT) as usize;
+                        let collector = &mut shards[shard];
+                        collector.add_entry(entry);
+                        if collector.is_full() {
+                            full_collectors
+                                .push(replace(&mut *collector, self.get_new_collector()));
+                        }
+                    }
                 }
             }
         }
@@ -155,6 +190,13 @@ impl<K: StoreKey + Send + Sync, const FAMILIES: usize> WriteBatch<K, FAMILIES> {
         Ok(())
     }
 
+    fn get_new_collector(&self) -> Collector<K> {
+        self.idle_collectors
+            .lock()
+            .pop()
+            .unwrap_or_else(|| Collector::new())
+    }
+
     /// Puts a key-value pair into the write batch.
     pub fn put(&self, family: u32, key: K, value: ValueBuffer<'_>) -> Result<()> {
         let state = self.thread_local_state();
@@ -217,23 +259,27 @@ impl<K: StoreKey + Send + Sync, const FAMILIES: usize> WriteBatch<K, FAMILIES> {
         let mut new_sst_files = take(self.new_sst_files.get_mut());
         let shared_new_sst_files = Mutex::new(&mut new_sst_files);
 
-        let collectors = replace(
-            &mut self.collectors,
-            [(); FAMILIES].map(|_| {
-                Mutex::new(
-                    self.idle_collectors
-                        .lock()
-                        .pop()
-                        .unwrap_or_else(|| Collector::new()),
-                )
-            }),
-        );
+        let new_collectors = [(); FAMILIES]
+            .map(|_| Mutex::new(GlobalCollectorState::Unsharded(self.get_new_collector())));
+        let collectors = replace(&mut self.collectors, new_collectors);
         collectors
             .into_par_iter()
             .enumerate()
-            .try_for_each(|(family, collector)| {
+            .flat_map(|(family, state)| {
+                let collector = state.into_inner();
+                match collector {
+                    GlobalCollectorState::Unsharded(collector) => {
+                        Either::Left([(family, collector)].into_par_iter())
+                    }
+                    GlobalCollectorState::Sharded(shards) => Either::Right(
+                        shards
+                            .into_par_iter()
+                            .map(move |collector| (family, collector)),
+                    ),
+                }
+            })
+            .try_for_each(|(family, mut collector)| {
                 let family = family as u32;
-                let mut collector = collector.into_inner();
                 if !collector.is_empty() {
                     let sst = self.create_sst_file(family, collector.sorted())?;
                     collector.clear();