diff --git a/velox/exec/fuzzer/JoinFuzzer.cpp b/velox/exec/fuzzer/JoinFuzzer.cpp
index 96662f969238..236d34d540b7 100644
--- a/velox/exec/fuzzer/JoinFuzzer.cpp
+++ b/velox/exec/fuzzer/JoinFuzzer.cpp
@@ -110,6 +110,17 @@ class JoinFuzzer {
           numGroups(_numGroups) {}
   };
 
+  struct JoinData {
+    core::JoinType joinType;
+    bool nullAware;
+    std::vector<std::string> probeKeys;
+    std::vector<std::string> buildKeys;
+    core::PlanNodePtr probeInput;
+    std::vector<RowVectorPtr> buildInput;
+    std::vector<std::string> outputColumns;
+    std::string filter;
+  };
+
   static core::PlanNodePtr tryFlipJoinSides(const core::HashJoinNode& joinNode);
   static core::PlanNodePtr tryFlipJoinSides(
       const core::MergeJoinNode& joinNode);
@@ -160,6 +171,13 @@ class JoinFuzzer {
       const std::vector<std::string>& outputColumns,
       const std::string& filter);
 
+  // Constructs a cascading multi-join plan with hash join nodes.
+  // joinDataList[0].probeInput should be a single values node made using the
+  // same planNodeIdGenerator.
+  JoinFuzzer::PlanWithSplits makeDefaultPlan(
+      std::shared_ptr<core::PlanNodeIdGenerator> planNodeIdGenerator,
+      const std::vector<JoinData>& joinDataList);
+
   JoinFuzzer::PlanWithSplits makeMergeJoinPlan(
       core::JoinType joinType,
       const std::vector<std::string>& probeKeys,
@@ -169,6 +187,13 @@ class JoinFuzzer {
       const std::vector<std::string>& outputColumns,
       const std::string& filter);
 
+  // Constructs a cascading multi-join plan with merge join nodes.
+  // joinDataList[0].probeInput should be a single values node made using the
+  // same planNodeIdGenerator.
+  JoinFuzzer::PlanWithSplits makeMergeJoinPlan(
+      std::shared_ptr<core::PlanNodeIdGenerator> planNodeIdGenerator,
+      const std::vector<JoinData>& joinDataList);
+
   // Returns a PlanWithSplits for NestedLoopJoin with inputs from Values nodes.
   // If withFilter is true, uses the equality filter between probeKeys and
   // buildKeys as the join filter. Uses empty join filter otherwise.
@@ -181,6 +206,13 @@ class JoinFuzzer {
       const std::vector<std::string>& outputColumns,
       const std::string& filter);
 
+  // Constructs a cascading multi-join plan with nested loop join nodes.
+  // joinDataList[0].probeInput should be a single values node made using the
+  // same planNodeIdGenerator.
+  JoinFuzzer::PlanWithSplits makeNestedLoopJoinPlan(
+      std::shared_ptr<core::PlanNodeIdGenerator> planNodeIdGenerator,
+      const std::vector<JoinData>& joinDataList);
+
   // Makes the default query plan with table scan as inputs for both probe and
   // build sides.
   JoinFuzzer::PlanWithSplits makeDefaultPlanWithTableScan(
@@ -762,6 +794,26 @@ JoinFuzzer::PlanWithSplits JoinFuzzer::makeDefaultPlan(
   return PlanWithSplits{plan};
 }
 
+JoinFuzzer::PlanWithSplits makeDefaultPlan(
+    std::shared_ptr<core::PlanNodeIdGenerator> planNodeIdGenerator,
+    const std::vector<JoinFuzzer::JoinData>& joinDataList) {
+  VELOX_CHECK_GT(joinDataList.size(), 0);
+  PlanBuilder plan = PlanBuilder(
+      /*initialPlanNode=*/joinDataList[0].probeInput, planNodeIdGenerator);
+  for (const JoinFuzzer::JoinData& joinData : joinDataList) {
+    plan.hashJoin(
+        joinData.probeKeys,
+        joinData.buildKeys,
+        /*build=*/
+        PlanBuilder(planNodeIdGenerator).values(joinData.buildInput).planNode(),
+        joinData.filter,
+        joinData.outputColumns,
+        joinData.joinType,
+        joinData.nullAware);
+  }
+  return JoinFuzzer::PlanWithSplits{plan.planNode()};
+}
+
 JoinFuzzer::PlanWithSplits JoinFuzzer::makeDefaultPlanWithTableScan(
     core::JoinType joinType,
     bool nullAware,
@@ -896,6 +948,29 @@ JoinFuzzer::PlanWithSplits JoinFuzzer::makeMergeJoinPlan(
                                         .planNode()};
 }
 
+JoinFuzzer::PlanWithSplits makeMergeJoinPlan(
+    std::shared_ptr<core::PlanNodeIdGenerator> planNodeIdGenerator,
+    const std::vector<JoinFuzzer::JoinData>& joinDataList) {
+  VELOX_CHECK_GT(joinDataList.size(), 0);
+  PlanBuilder plan = PlanBuilder(
+      /*initialPlanNode=*/joinDataList[0].probeInput, planNodeIdGenerator);
+  for (const JoinFuzzer::JoinData& joinData : joinDataList) {
+    plan.orderBy(joinData.probeKeys, false)
+        .mergeJoin(
+            joinData.probeKeys,
+            joinData.buildKeys,
+            /*build=*/
+            PlanBuilder(planNodeIdGenerator)
+                .values(joinData.buildInput)
+                .orderBy(joinData.buildKeys, false)
+                .planNode(),
+            joinData.filter,
+            joinData.outputColumns,
+            joinData.joinType);
+  }
+  return JoinFuzzer::PlanWithSplits{plan.planNode()};
+}
+
 JoinFuzzer::PlanWithSplits JoinFuzzer::makeNestedLoopJoinPlan(
     core::JoinType joinType,
     const std::vector<std::string>& probeKeys,
@@ -916,6 +991,25 @@ JoinFuzzer::PlanWithSplits JoinFuzzer::makeNestedLoopJoinPlan(
           .planNode()};
 }
 
+JoinFuzzer::PlanWithSplits makeNestedLoopJoinPlan(
+    std::shared_ptr<core::PlanNodeIdGenerator> planNodeIdGenerator,
+    const std::vector<JoinFuzzer::JoinData>& joinDataList) {
+  VELOX_CHECK_GT(joinDataList.size(), 0);
+  PlanBuilder plan = PlanBuilder(
+      /*initialPlanNode=*/joinDataList[0].probeInput, planNodeIdGenerator);
+  for (const JoinFuzzer::JoinData& joinData : joinDataList) {
+    plan.orderBy(joinData.probeKeys, false)
+        .nestedLoopJoin(
+            /*right=*/PlanBuilder(planNodeIdGenerator)
+                .values(joinData.buildInput)
+                .planNode(),
+            joinData.filter,
+            joinData.outputColumns,
+            joinData.joinType);
+  }
+  return JoinFuzzer::PlanWithSplits{plan.planNode()};
+}
+
 void JoinFuzzer::makeAlternativePlans(
     const core::PlanNodePtr& plan,
     const std::vector<RowVectorPtr>& probeInput,