diff --git a/velox/expression/tests/ExpressionFuzzerTest.cpp b/velox/expression/tests/ExpressionFuzzerTest.cpp
index b861b1b4fdf41..0b34bcb4d0fcf 100644
--- a/velox/expression/tests/ExpressionFuzzerTest.cpp
+++ b/velox/expression/tests/ExpressionFuzzerTest.cpp
@@ -46,6 +46,8 @@ int main(int argc, char** argv) {
   // experience, and initialize glog and gflags.
   folly::Init init(&argc, &argv);
 
+  size_t initialSeed = FLAGS_seed == 0 ? std::time(nullptr) : FLAGS_seed;
+
   // TODO: List of the functions that at some point crash or fail and need to
   // be fixed before we can enable.
   // This list can include a mix of function names and function signatures.
@@ -81,6 +83,5 @@ int main(int argc, char** argv) {
        {"floor", std::make_shared<FloorAndRoundArgGenerator>()},
        {"round", std::make_shared<FloorAndRoundArgGenerator>()}};
 
-  size_t initialSeed = FLAGS_seed == 0 ? std::time(nullptr) : FLAGS_seed;
   return FuzzerRunner::run(initialSeed, skipFunctions, {{}}, argGenerators);
 }
diff --git a/velox/expression/tests/SparkExpressionFuzzerTest.cpp b/velox/expression/tests/SparkExpressionFuzzerTest.cpp
index aac1b9e642201..7abfe9b237ca7 100644
--- a/velox/expression/tests/SparkExpressionFuzzerTest.cpp
+++ b/velox/expression/tests/SparkExpressionFuzzerTest.cpp
@@ -24,6 +24,12 @@
 
 #include "velox/expression/tests/FuzzerRunner.h"
 #include "velox/functions/sparksql/Register.h"
+#include "velox/functions/sparksql/fuzzer/AddSubtractArgGenerator.h"
+#include "velox/functions/sparksql/fuzzer/DivideArgGenerator.h"
+#include "velox/functions/sparksql/fuzzer/MultiplyArgGenerator.h"
+
+using namespace facebook::velox::functions::sparksql::test;
+using facebook::velox::test::ArgGenerator;
 
 DEFINE_int64(
     seed,
@@ -60,5 +66,12 @@ int main(int argc, char** argv) {
   std::unordered_map<std::string, std::string> queryConfigs = {
       {facebook::velox::core::QueryConfig::kSparkPartitionId, "123"}};
 
-  return FuzzerRunner::run(FLAGS_seed, skipFunctions, queryConfigs, {});
+  std::unordered_map<std::string, std::shared_ptr<ArgGenerator>> argGenerators =
+      {{"add", std::make_shared<AddSubtractArgGenerator>()},
+       {"subtract", std::make_shared<AddSubtractArgGenerator>()},
+       {"multiply", std::make_shared<MultiplyArgGenerator>()},
+       {"divide", std::make_shared<DivideArgGenerator>()}};
+
+  return FuzzerRunner::run(
+      FLAGS_seed, skipFunctions, queryConfigs, argGenerators);
 }
diff --git a/velox/functions/sparksql/fuzzer/AddSubtractArgGenerator.h b/velox/functions/sparksql/fuzzer/AddSubtractArgGenerator.h
new file mode 100644
index 0000000000000..8793909716337
--- /dev/null
+++ b/velox/functions/sparksql/fuzzer/AddSubtractArgGenerator.h
@@ -0,0 +1,47 @@
+/*
+ * Copyright (c) Facebook, Inc. and its affiliates.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+#pragma once
+
+#include "velox/expression/tests/ArgGenerator.h"
+#include "velox/functions/sparksql/DecimalUtil.h"
+
+namespace facebook::velox::functions::sparksql::test {
+
+class AddSubtractArgGenerator
+    : public facebook::velox::test::DecimalArgGeneratorBase {
+ public:
+  AddSubtractArgGenerator() {
+    initialize();
+  }
+
+ protected:
+  std::optional<std::pair<int, int>> toReturnType(int count, ...) override {
+    VELOX_CHECK_EQ(count, 4);
+    va_list args;
+    va_start(args, count);
+    const int p1 = va_arg(args, int);
+    const int s1 = va_arg(args, int);
+    const int p2 = va_arg(args, int);
+    const int s2 = va_arg(args, int);
+    va_end(args);
+
+    const auto precision = std::max(p1 - s1, p2 - s2) + std::max(s1, s2) + 1;
+    const auto scale = max(s1, s2);
+    return DecimalUtil::adjustPrecisionScale(precision, scale);
+  }
+};
+
+} // namespace facebook::velox::functions::sparksql::test
diff --git a/velox/functions/sparksql/fuzzer/DivideArgGenerator.h b/velox/functions/sparksql/fuzzer/DivideArgGenerator.h
new file mode 100644
index 0000000000000..350db0ed7b007
--- /dev/null
+++ b/velox/functions/sparksql/fuzzer/DivideArgGenerator.h
@@ -0,0 +1,47 @@
+/*
+ * Copyright (c) Facebook, Inc. and its affiliates.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+#pragma once
+
+#include "velox/expression/tests/ArgGenerator.h"
+#include "velox/functions/sparksql/DecimalUtil.h"
+
+namespace facebook::velox::functions::sparksql::test {
+
+class DivideArgGenerator
+    : public facebook::velox::test::DecimalArgGeneratorBase {
+ public:
+  DivideArgGenerator() {
+    initialize();
+  }
+
+ protected:
+  std::optional<std::pair<int, int>> toReturnType(int count, ...) override {
+    VELOX_CHECK_EQ(count, 4);
+    va_list args;
+    va_start(args, count);
+    const int p1 = va_arg(args, int);
+    const int s1 = va_arg(args, int);
+    const int p2 = va_arg(args, int);
+    const int s2 = va_arg(args, int);
+    va_end(args);
+
+    const auto scale = std::max(6, s1 + p2 + 1);
+    const auto precision = p1 - s1 + s2 + scale;
+    return DecimalUtil::adjustPrecisionScale(precision, scale);
+  }
+};
+
+} // namespace facebook::velox::functions::sparksql::test
diff --git a/velox/functions/sparksql/fuzzer/MultiplyArgGenerator.h b/velox/functions/sparksql/fuzzer/MultiplyArgGenerator.h
new file mode 100644
index 0000000000000..f34c8ec719987
--- /dev/null
+++ b/velox/functions/sparksql/fuzzer/MultiplyArgGenerator.h
@@ -0,0 +1,45 @@
+/*
+ * Copyright (c) Facebook, Inc. and its affiliates.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+#pragma once
+
+#include "velox/expression/tests/ArgGenerator.h"
+#include "velox/functions/sparksql/DecimalUtil.h"
+
+namespace facebook::velox::functions::sparksql::test {
+
+class MultiplyArgGenerator
+    : public facebook::velox::test::DecimalArgGeneratorBase {
+ public:
+  MultiplyArgGenerator() {
+    initialize();
+  }
+
+ protected:
+  std::optional<std::pair<int, int>> toReturnType(int count, ...) override {
+    VELOX_CHECK_EQ(count, 4);
+    va_list args;
+    va_start(args, count);
+    const int p1 = va_arg(args, int);
+    const int s1 = va_arg(args, int);
+    const int p2 = va_arg(args, int);
+    const int s2 = va_arg(args, int);
+    va_end(args);
+
+    return DecimalUtil::adjustPrecisionScale(p1 + p2 + 1, s1 + s2);
+  }
+};
+
+} // namespace facebook::velox::functions::sparksql::test