diff --git a/crates/primitives/src/transaction/mod.rs b/crates/primitives/src/transaction/mod.rs
index 9702ae19eb4d..427134fb6923 100644
--- a/crates/primitives/src/transaction/mod.rs
+++ b/crates/primitives/src/transaction/mod.rs
@@ -8,10 +8,10 @@ use alloy_rlp::{
 use bytes::{Buf, BytesMut};
 use derive_more::{AsRef, Deref};
 use once_cell::sync::Lazy;
-use rayon::prelude::{IntoParallelIterator, ParallelIterator};
+use rayon::prelude::*;
 use reth_codecs::{add_arbitrary_tests, derive_arbitrary, Compact};
 use serde::{Deserialize, Serialize};
-use std::mem;
+use std::{mem, sync::mpsc, thread};
 
 pub use access_list::{AccessList, AccessListItem};
 pub use eip1559::TxEip1559;
@@ -849,7 +849,53 @@ impl TransactionSignedNoHash {
         if num_txes < *PARALLEL_SENDER_RECOVERY_THRESHOLD {
             txes.into_iter().map(|tx| tx.recover_signer()).collect()
         } else {
-            txes.into_par_iter().map(|tx| tx.recover_signer()).collect()
+            let mut recovered_signers: Vec<Address> = Vec::new();
+            let mut channels = Vec::new();
+            rayon::scope(|s| {
+                let (chunk_size, chunks) = if num_txes < 16 {
+                    (num_txes, 2)
+                } else {
+                    let chunk_size = num_txes / (num_txes / 16);
+                    let chunks = num_txes / chunk_size + 1;
+                    (chunk_size, chunks)
+                };
+                let mut iter = txes.into_iter();
+                (0..chunks).for_each(|i| {
+                    let chunk: Vec<&TransactionSignedNoHash> = if i == chunks - 1 {
+                        iter.by_ref().take(num_txes % chunk_size).collect()
+                    } else {
+                        iter.by_ref().take(chunk_size).collect()
+                    };
+                    let (recovered_senders_tx, recovered_senders_rx) = mpsc::channel();
+                    channels.push(recovered_senders_rx);
+                    // Spawn the sender recovery task onto the global rayon pool
+                    // This task will send the results through the channel after it recovered
+                    // the senders.
+                    s.spawn(move |_| {
+                        for tx in chunk {
+                            let recovery_result = tx.recover_signer();
+                            let _ = recovered_senders_tx.send(recovery_result);
+                        }
+                    });
+                })
+            });
+            thread::spawn(move || {
+                for channel in channels {
+                    while let Ok(recovered) = channel.recv() {
+                        match recovered {
+                            Some(signer) => {
+                                recovered_signers.push(signer);
+                            }
+                            None => {
+                                return None;
+                            }
+                        }
+                    }
+                }
+                Some(recovered_signers)
+            })
+            .join()
+            .unwrap()
         }
     }
 }
@@ -1003,7 +1049,53 @@ impl TransactionSigned {
         if num_txes < *PARALLEL_SENDER_RECOVERY_THRESHOLD {
             txes.into_iter().map(|tx| tx.recover_signer()).collect()
         } else {
-            txes.into_par_iter().map(|tx| tx.recover_signer()).collect()
+            let mut recovered_signers: Vec<Address> = Vec::new();
+            let mut channels = Vec::new();
+            rayon::scope(|s| {
+                let (chunk_size, chunks) = if num_txes < 16 {
+                    (num_txes, 2)
+                } else {
+                    let chunk_size = num_txes / (num_txes / 16);
+                    let chunks = num_txes / chunk_size + 1;
+                    (chunk_size, chunks)
+                };
+                let mut iter = txes.into_iter();
+                (0..chunks).for_each(|i| {
+                    let chunk: Vec<&TransactionSigned> = if i == chunks - 1 {
+                        iter.by_ref().take(num_txes % chunk_size).collect()
+                    } else {
+                        iter.by_ref().take(chunk_size).collect()
+                    };
+                    let (recovered_senders_tx, recovered_senders_rx) = mpsc::channel();
+                    channels.push(recovered_senders_rx);
+                    // Spawn the sender recovery task onto the global rayon pool
+                    // This task will send the results through the channel after it recovered
+                    // the senders.
+                    s.spawn(move |_| {
+                        for tx in chunk {
+                            let recovery_result = tx.recover_signer();
+                            let _ = recovered_senders_tx.send(recovery_result);
+                        }
+                    });
+                })
+            });
+            thread::spawn(move || {
+                for channel in channels {
+                    while let Ok(recovered) = channel.recv() {
+                        match recovered {
+                            Some(signer) => {
+                                recovered_signers.push(signer);
+                            }
+                            None => {
+                                return None;
+                            }
+                        }
+                    }
+                }
+                Some(recovered_signers)
+            })
+            .join()
+            .unwrap()
         }
     }