diff --git a/benchmarks/sql_benchmarks/hj/benchmarks/q24.benchmark b/benchmarks/sql_benchmarks/hj/benchmarks/q24.benchmark
new file mode 100644
index 0000000000000..2ea60f0f87009
--- /dev/null
+++ b/benchmarks/sql_benchmarks/hj/benchmarks/q24.benchmark
@@ -0,0 +1,31 @@
+name Q24
+group hj
+
+init sql_benchmarks/hj/init/set_config_no_stats.sql
+
+load sql_benchmarks/hj/init/load.sql
+
+assert I
+SELECT count(*) > 0 FROM lineitem
+----
+true
+
+expect_plan HashJoinExec
+
+run
+-- Q24: single-hot-bucket long string-key inner join.
+-- Build rows all share one long string key, so each matching probe row fans
+-- out to the whole build side. count(*) focuses the benchmark on hash match
+-- and equality filtering without buffering joined rows.
+-- Thresholds zeroed to force Partitioned mode (simulates absent row-count stats).
+SELECT count(*)
+FROM (
+  SELECT 'single_hot_bucket_string_join_key' as k
+  FROM supplier
+  WHERE s_suppkey <= 3000
+) s
+JOIN (
+  SELECT 'single_hot_bucket_string_join_key' as k
+  FROM lineitem
+  WHERE l_orderkey % 3000 = 0
+) l ON s.k = l.k;
diff --git a/benchmarks/sql_benchmarks/hj/benchmarks/q25.benchmark b/benchmarks/sql_benchmarks/hj/benchmarks/q25.benchmark
new file mode 100644
index 0000000000000..b29d6b959a853
--- /dev/null
+++ b/benchmarks/sql_benchmarks/hj/benchmarks/q25.benchmark
@@ -0,0 +1,33 @@
+name Q25
+group hj
+
+init sql_benchmarks/hj/init/set_config_no_stats.sql
+
+load sql_benchmarks/hj/init/load.sql
+
+assert I
+SELECT count(*) > 0 FROM lineitem
+----
+true
+
+expect_plan HashJoinExec
+
+run
+-- Q25: skewed high-fanout multi-column string-key inner join.
+-- This tracks candidate-pair filtering for composite keys: the first key is
+-- skewed and the second long string key must also be checked before emitting
+-- each match. count(*) isolates the match path.
+-- Thresholds zeroed to force Partitioned mode (simulates absent row-count stats).
+SELECT count(*)
+FROM (
+  SELECT CAST((s_suppkey % 256) + 1 AS INT) as k1,
+         'multi_column_high_fanout_key' as k2
+  FROM supplier
+  WHERE s_suppkey <= 20000
+) s
+JOIN (
+  SELECT CAST(1 AS INT) as k1,
+         'multi_column_high_fanout_key' as k2
+  FROM lineitem
+  WHERE l_orderkey % 250 = 0
+) l ON s.k1 = l.k1 AND s.k2 = l.k2;
diff --git a/benchmarks/src/hj.rs b/benchmarks/src/hj.rs
index 7d33bc3aa9e50..9a91e2714ac86 100644
--- a/benchmarks/src/hj.rs
+++ b/benchmarks/src/hj.rs
@@ -472,6 +472,52 @@ const HASH_QUERIES: &[HashJoinQuery] = &[
         probe_size: "2.3M_long_keys_count",
         isolate_partitioned_join: true,
     },
+    // Q24: single-hot-bucket long string-key inner join.
+    // Build rows all share one long string key, so each matching probe row fans
+    // out to the whole build side. The output is counted to focus on the hash
+    // match/equality path without buffering the joined rows.
+    HashJoinQuery {
+        sql: r###"SELECT count(*)
+        FROM (
+          SELECT 'single_hot_bucket_string_join_key' as k
+          FROM supplier
+          WHERE s_suppkey <= 3000
+        ) s
+        JOIN (
+          SELECT 'single_hot_bucket_string_join_key' as k
+          FROM lineitem
+          WHERE l_orderkey % 3000 = 0
+        ) l ON s.k = l.k"###,
+        density: 1.0,
+        prob_hit: 1.0,
+        build_size: "3K_(single_hot_bucket)",
+        probe_size: "20K_long_keys_count",
+        isolate_partitioned_join: true,
+    },
+    // Q25: skewed high-fanout multi-column string-key inner join.
+    // This tracks the same candidate-pair filtering path for composite join
+    // keys, where the first key is skewed and the second long string key must
+    // also be checked before emitting each match.
+    HashJoinQuery {
+        sql: r###"SELECT count(*)
+        FROM (
+          SELECT CAST((s_suppkey % 256) + 1 AS INT) as k1,
+                 'multi_column_high_fanout_key' as k2
+          FROM supplier
+          WHERE s_suppkey <= 20000
+        ) s
+        JOIN (
+          SELECT CAST(1 AS INT) as k1,
+                 'multi_column_high_fanout_key' as k2
+          FROM lineitem
+          WHERE l_orderkey % 250 = 0
+        ) l ON s.k1 = l.k1 AND s.k2 = l.k2"###,
+        density: 1.0,
+        prob_hit: 1.0,
+        build_size: "20K_(fanout~78_multi_key)",
+        probe_size: "240K_multi_key_count",
+        isolate_partitioned_join: true,
+    },
 ];
 
 impl RunOpt {