diff --git a/datafusion/common/src/hash_utils.rs b/datafusion/common/src/hash_utils.rs
index a51278b4556a..08eb5aa22bb9 100644
--- a/datafusion/common/src/hash_utils.rs
+++ b/datafusion/common/src/hash_utils.rs
@@ -321,15 +321,9 @@ fn hash_array_primitive<T>(
 
     if array.null_count() == 0 {
         if rehash {
-            for (hash, &value) in hashes_buffer.iter_mut().zip(array.values().iter()) {
-                let mut hasher = random_state.seeded_state(*hash).build_hasher();
-                value.hash_write(&mut hasher);
-                *hash = hasher.finish();
-            }
+            hash_prim_rehash_dense(array.values(), hashes_buffer, random_state);
         } else {
-            for (hash, &value) in hashes_buffer.iter_mut().zip(array.values().iter()) {
-                *hash = value.hash_one(random_state);
-            }
+            hash_prim_fresh_dense(array.values(), hashes_buffer, random_state);
         }
     } else if rehash {
         for i in array.nulls().unwrap().valid_indices() {
@@ -346,6 +340,82 @@ fn hash_array_primitive<T>(
     }
 }
 
+/// Overwrite each slot with `value.hash_one(state)`, 16 rows per iteration.
+/// Gathering + hashing a whole lane batch before storing keeps the independent
+/// hashes in flight so the pipeline isn't serialized on store-to-load deps.
+#[cfg(not(feature = "force_hash_collisions"))]
+#[inline(always)]
+fn hash_prim_fresh_dense<N, S>(values: &[N], hashes: &mut [u64], state: &S)
+where
+    N: HashValue + Copy,
+    S: HashState,
+{
+    debug_assert_eq!(values.len(), hashes.len());
+    const LANES: usize = 16;
+    let len = values.len();
+    let aligned_end = len & !(LANES - 1);
+    let mut row = 0;
+    while row < aligned_end {
+        unsafe {
+            let new_hashes: [u64; LANES] = std::array::from_fn(|lane| {
+                values.get_unchecked(row + lane).hash_one(state)
+            });
+            for lane in 0..LANES {
+                *hashes.get_unchecked_mut(row + lane) = new_hashes[lane];
+            }
+        }
+        row += LANES;
+    }
+    while row < len {
+        unsafe {
+            *hashes.get_unchecked_mut(row) = values.get_unchecked(row).hash_one(state);
+        }
+        row += 1;
+    }
+}
+
+/// Fold `prev_hash` + `value` into a new hash, 8 rows per iteration. 8 is
+/// narrower than `hash_prim_fresh_dense` because each lane holds both `prev` and
+/// `value` live; widening past 8 spilled registers in the multi-column case.
+#[cfg(not(feature = "force_hash_collisions"))]
+#[inline(always)]
+fn hash_prim_rehash_dense<N, S>(values: &[N], hashes: &mut [u64], state: &S)
+where
+    N: HashValue + Copy,
+    S: HashState,
+{
+    debug_assert_eq!(values.len(), hashes.len());
+    const LANES: usize = 8;
+    let len = values.len();
+    let aligned_end = len & !(LANES - 1);
+    let mut row = 0;
+    while row < aligned_end {
+        unsafe {
+            let new_hashes: [u64; LANES] = std::array::from_fn(|lane| {
+                let value = *values.get_unchecked(row + lane);
+                let prev_hash = *hashes.get_unchecked(row + lane);
+                let mut hasher = state.seeded_state(prev_hash).build_hasher();
+                value.hash_write(&mut hasher);
+                hasher.finish()
+            });
+            for lane in 0..LANES {
+                *hashes.get_unchecked_mut(row + lane) = new_hashes[lane];
+            }
+        }
+        row += LANES;
+    }
+    while row < len {
+        unsafe {
+            let value = *values.get_unchecked(row);
+            let prev_hash = *hashes.get_unchecked(row);
+            let mut hasher = state.seeded_state(prev_hash).build_hasher();
+            value.hash_write(&mut hasher);
+            *hashes.get_unchecked_mut(row) = hasher.finish();
+        }
+        row += 1;
+    }
+}
+
 /// Hashes one array into the `hashes_buffer`
 /// If `rehash==true` this combines the previous hash value in the buffer
 /// with the new hash using `combine_hashes`