diff --git a/crates/iroha_core/src/gossiper.rs b/crates/iroha_core/src/gossiper.rs
index a821a3d8d61..716486fa1ca 100644
--- a/crates/iroha_core/src/gossiper.rs
+++ b/crates/iroha_core/src/gossiper.rs
@@ -103,7 +103,7 @@ impl TransactionGossiper {
     fn gossip_transactions(&self) {
         let txs = self
             .queue
-            .n_random_transactions(self.gossip_size.get(), &self.state.view());
+            .gossip_batch(self.gossip_size.get(), &self.state.view());
 
         if txs.is_empty() {
             return;
diff --git a/crates/iroha_core/src/queue.rs b/crates/iroha_core/src/queue.rs
index f9a9bf3c330..ac23eb2079d 100644
--- a/crates/iroha_core/src/queue.rs
+++ b/crates/iroha_core/src/queue.rs
@@ -15,7 +15,6 @@ use iroha_data_model::{
 };
 use iroha_logger::{trace, warn};
 use iroha_primitives::time::TimeSource;
-use rand::seq::IteratorRandom;
 use thiserror::Error;
 
 use crate::{prelude::*, EventsSender};
@@ -50,6 +49,8 @@ pub struct Queue {
     time_source: TimeSource,
     /// Length of time after which transactions are dropped.
     pub tx_time_to_live: Duration,
+    /// Queue to gossip transactions
+    tx_gossip: ArrayQueue<HashOf<SignedTransaction>>,
 }
 
 /// Queue push error
@@ -117,6 +118,7 @@ impl Queue {
             capacity_per_user,
             time_source: TimeSource::new_system(),
             tx_time_to_live: transaction_time_to_live,
+            tx_gossip: ArrayQueue::new(capacity.get()),
         }
     }
 
@@ -151,20 +153,22 @@ impl Queue {
         })
     }
 
-    /// Returns `n` randomly selected transaction from the queue.
-    pub fn n_random_transactions(
-        &self,
-        n: u32,
-        state_view: &StateView,
-    ) -> Vec<AcceptedTransaction> {
-        self.txs
-            .iter()
-            .filter(|e| self.is_pending(e.value(), state_view))
-            .map(|e| e.value().clone())
-            .choose_multiple(
-                &mut rand::thread_rng(),
-                n.try_into().expect("u32 should always fit in usize"),
-            )
+    /// Returns `n` transactions in a batch for gossiping
+    pub fn gossip_batch(&self, n: u32, state_view: &StateView) -> Vec<AcceptedTransaction> {
+        let mut batch = Vec::with_capacity(n as usize);
+        while let Some(hash) = self.tx_gossip.pop() {
+            let Some(tx) = self.txs.get(&hash) else {
+                // NOTE: Transaction already in the blockchain
+                continue;
+            };
+            if self.is_pending(&tx, state_view) {
+                batch.push(tx.value().clone());
+                if batch.len() >= n as usize {
+                    break;
+                }
+            }
+        }
+        batch
     }
 
     fn check_tx(&self, tx: &AcceptedTransaction, state_view: &StateView) -> Result<(), Error> {
@@ -230,6 +234,9 @@ impl Queue {
                 err: Error::Full,
             }
         })?;
+        if let Err(err_hash) = self.tx_gossip.push(hash) {
+            warn!(tx=%err_hash, "Gossiper is lagging behind, not able to queue tx for gossiping");
+        }
         let _ = self.events_sender.send(
             TransactionEvent {
                 hash,
@@ -421,6 +428,7 @@ pub mod tests {
             Self {
                 events_sender: tokio::sync::broadcast::Sender::new(1),
                 tx_hashes: ArrayQueue::new(cfg.capacity.get()),
+                tx_gossip: ArrayQueue::new(cfg.capacity.get()),
                 txs: DashMap::new(),
                 txs_per_user: DashMap::new(),
                 capacity: cfg.capacity,