diff --git a/datafusion/physical-plan/Cargo.toml b/datafusion/physical-plan/Cargo.toml
index 7fcd719539ec..6d0a534c9c13 100644
--- a/datafusion/physical-plan/Cargo.toml
+++ b/datafusion/physical-plan/Cargo.toml
@@ -55,6 +55,7 @@ datafusion-functions-aggregate-common = { workspace = true }
 datafusion-functions-window-common = { workspace = true }
 datafusion-physical-expr = { workspace = true, default-features = true }
 datafusion-physical-expr-common = { workspace = true }
+fastbloom = "0.7.1"
 futures = { workspace = true }
 half = { workspace = true }
 hashbrown = { workspace = true }
diff --git a/datafusion/physical-plan/src/joins/stream_join_utils.rs b/datafusion/physical-plan/src/joins/stream_join_utils.rs
index bddd152341da..99ba8b6a5422 100644
--- a/datafusion/physical-plan/src/joins/stream_join_utils.rs
+++ b/datafusion/physical-plan/src/joins/stream_join_utils.rs
@@ -18,6 +18,7 @@
 //! This file contains common subroutines for symmetric hash join
 //! related functionality, used both in join calculations and optimization rules.
 
+use ahash::RandomState;
 use std::collections::{HashMap, VecDeque};
 use std::sync::Arc;
 
@@ -38,6 +39,7 @@ use datafusion_physical_expr::expressions::Column;
 use datafusion_physical_expr::intervals::cp_solver::ExprIntervalGraph;
 use datafusion_physical_expr::utils::collect_columns;
 use datafusion_physical_expr::{PhysicalExpr, PhysicalSortExpr};
+use fastbloom::BloomFilter;
 
 use hashbrown::raw::RawTable;
 use hashbrown::HashSet;
@@ -52,8 +54,14 @@ impl JoinHashMapType for PruningJoinHashMap {
     }
 
     /// Get mutable references to the hash map and the next.
-    fn get_mut(&mut self) -> (&mut RawTable<(u64, u64)>, &mut Self::NextType) {
-        (&mut self.map, &mut self.next)
+    fn get_mut(
+        &mut self,
+    ) -> (
+        &mut RawTable<(u64, u64)>,
+        &mut Self::NextType,
+        Option<&mut BloomFilter<512, RandomState>>,
+    ) {
+        (&mut self.map, &mut self.next, None)
     }
 
     /// Get a reference to the hash map.
@@ -65,6 +73,10 @@ impl JoinHashMapType for PruningJoinHashMap {
     fn get_list(&self) -> &Self::NextType {
         &self.next
     }
+
+    fn get_bloom_filter(&self) -> Option<&BloomFilter<512, RandomState>> {
+        None
+    }
 }
 
 /// The `PruningJoinHashMap` is similar to a regular `JoinHashMap`, but with
diff --git a/datafusion/physical-plan/src/joins/utils.rs b/datafusion/physical-plan/src/joins/utils.rs
index 17a32a67c743..5c668d98ef69 100644
--- a/datafusion/physical-plan/src/joins/utils.rs
+++ b/datafusion/physical-plan/src/joins/utils.rs
@@ -17,6 +17,11 @@
 
 //! Join related functionality used both on logical and physical plans
 
+use crate::metrics::{self, ExecutionPlanMetricsSet, MetricBuilder};
+use crate::{
+    ColumnStatistics, ExecutionPlan, ExecutionPlanProperties, Partitioning, Statistics,
+};
+use ahash::RandomState;
 use std::collections::HashSet;
 use std::fmt::{self, Debug};
 use std::future::Future;
@@ -24,11 +29,6 @@ use std::ops::{IndexMut, Range};
 use std::sync::Arc;
 use std::task::{Context, Poll};
 
-use crate::metrics::{self, ExecutionPlanMetricsSet, MetricBuilder};
-use crate::{
-    ColumnStatistics, ExecutionPlan, ExecutionPlanProperties, Partitioning, Statistics,
-};
-
 use arrow::array::{
     downcast_array, new_null_array, Array, BooleanBufferBuilder, UInt32Array,
     UInt32Builder, UInt64Array,
@@ -52,6 +52,7 @@ use datafusion_physical_expr::utils::{collect_columns, merge_vectors};
 use datafusion_physical_expr::{
     LexOrdering, LexOrderingRef, PhysicalExpr, PhysicalExprRef, PhysicalSortExpr,
 };
+use fastbloom::BloomFilter;
 
 use futures::future::{BoxFuture, Shared};
 use futures::{ready, FutureExt};
@@ -121,6 +122,7 @@ use parking_lot::Mutex;
 /// ---------------------
 /// ```
 pub struct JoinHashMap {
+    bloom_filter: Option<BloomFilter<512, RandomState>>,
     // Stores hash value to last row index
     map: RawTable<(u64, u64)>,
     // Stores indices in chained list data structure
@@ -130,11 +132,20 @@ pub struct JoinHashMap {
 impl JoinHashMap {
     #[cfg(test)]
     pub(crate) fn new(map: RawTable<(u64, u64)>, next: Vec<u64>) -> Self {
-        Self { map, next }
+        Self {
+            bloom_filter: None,
+            map,
+            next,
+        }
     }
 
     pub(crate) fn with_capacity(capacity: usize) -> Self {
         JoinHashMap {
+            bloom_filter: Some(
+                BloomFilter::with_num_bits(65536)
+                    .hasher(RandomState::default())
+                    .expected_items(capacity),
+            ),
             map: RawTable::with_capacity(capacity),
             next: vec![0; capacity],
         }
@@ -195,11 +206,19 @@ pub trait JoinHashMapType {
     /// Extend with zero
     fn extend_zero(&mut self, len: usize);
     /// Returns mutable references to the hash map and the next.
-    fn get_mut(&mut self) -> (&mut RawTable<(u64, u64)>, &mut Self::NextType);
+    fn get_mut(
+        &mut self,
+    ) -> (
+        &mut RawTable<(u64, u64)>,
+        &mut Self::NextType,
+        Option<&mut BloomFilter<512, RandomState>>,
+    );
     /// Returns a reference to the hash map.
     fn get_map(&self) -> &RawTable<(u64, u64)>;
     /// Returns a reference to the next.
     fn get_list(&self) -> &Self::NextType;
+    /// Returns a reference to the bloom filter;
+    fn get_bloom_filter(&self) -> Option<&BloomFilter<512, RandomState>>;
 
     /// Updates hashmap from iterator of row indices & row hashes pairs.
     fn update_from_iter<'a>(
@@ -207,8 +226,11 @@ pub trait JoinHashMapType {
         iter: impl Iterator<Item = (usize, &'a u64)>,
         deleted_offset: usize,
     ) {
-        let (mut_map, mut_list) = self.get_mut();
+        let (mut_map, mut_list, mut_filter) = self.get_mut();
         for (row, hash_value) in iter {
+            if let Some(&mut ref mut bloom_filter) = mut_filter {
+                bloom_filter.insert(hash_value);
+            }
             let item = mut_map.get_mut(*hash_value, |(hash, _)| *hash_value == *hash);
             if let Some((_, index)) = item {
                 // Already exists: add index to next array
@@ -246,6 +268,11 @@ pub trait JoinHashMapType {
         let next_chain = self.get_list();
         for (row_idx, hash_value) in iter {
             // Get the hash and find it in the index
+            if let Some(bloom_filter) = self.get_bloom_filter() {
+                if !bloom_filter.contains(hash_value) {
+                    continue;
+                }
+            }
             if let Some((_, index)) =
                 hash_map.get(*hash_value, |(hash, _)| *hash_value == *hash)
             {
@@ -325,6 +352,12 @@ pub trait JoinHashMapType {
 
         let mut row_idx = to_skip;
         for hash_value in &hash_values[to_skip..] {
+            if let Some(bloom_filter) = self.get_bloom_filter() {
+                if !bloom_filter.contains(hash_value) {
+                    row_idx += 1;
+                    continue;
+                }
+            }
             if let Some((_, index)) =
                 hash_map.get(*hash_value, |(hash, _)| *hash_value == *hash)
             {
@@ -354,8 +387,14 @@ impl JoinHashMapType for JoinHashMap {
     fn extend_zero(&mut self, _: usize) {}
 
     /// Get mutable references to the hash map and the next.
-    fn get_mut(&mut self) -> (&mut RawTable<(u64, u64)>, &mut Self::NextType) {
-        (&mut self.map, &mut self.next)
+    fn get_mut(
+        &mut self,
+    ) -> (
+        &mut RawTable<(u64, u64)>,
+        &mut Self::NextType,
+        Option<&mut BloomFilter<512, RandomState>>,
+    ) {
+        (&mut self.map, &mut self.next, self.bloom_filter.as_mut())
     }
 
     /// Get a reference to the hash map.
@@ -367,6 +406,10 @@ impl JoinHashMapType for JoinHashMap {
     fn get_list(&self) -> &Self::NextType {
         &self.next
     }
+
+    fn get_bloom_filter(&self) -> Option<&BloomFilter<512, RandomState>> {
+        self.bloom_filter.as_ref()
+    }
 }
 
 impl fmt::Debug for JoinHashMap {