diff --git a/velox/exec/fuzzer/AggregationFuzzerBase.h b/velox/exec/fuzzer/AggregationFuzzerBase.h
index a2237f8a9d74..74e5c63b5d72 100644
--- a/velox/exec/fuzzer/AggregationFuzzerBase.h
+++ b/velox/exec/fuzzer/AggregationFuzzerBase.h
@@ -82,6 +82,7 @@ class AggregationFuzzerBase {
     registerHiveConnector(hiveConfigs);
     dwrf::registerDwrfReaderFactory();
     dwrf::registerDwrfWriterFactory();
+    referenceQueryRunner_->registerCustomVectorFuzzers(vectorFuzzer_);
     seed(initialSeed);
   }
 
diff --git a/velox/exec/fuzzer/CMakeLists.txt b/velox/exec/fuzzer/CMakeLists.txt
index 856373b54fb4..986c52e58e68 100644
--- a/velox/exec/fuzzer/CMakeLists.txt
+++ b/velox/exec/fuzzer/CMakeLists.txt
@@ -22,6 +22,7 @@ target_link_libraries(
   velox_exec_test_lib
   velox_expression_functions
   velox_presto_types
+  velox_presto_types_fuzzer
   cpr::cpr
   Boost::regex
   velox_type_parser
diff --git a/velox/exec/fuzzer/PrestoQueryRunner.cpp b/velox/exec/fuzzer/PrestoQueryRunner.cpp
index c8bba9cdb64d..a1265195d381 100644
--- a/velox/exec/fuzzer/PrestoQueryRunner.cpp
+++ b/velox/exec/fuzzer/PrestoQueryRunner.cpp
@@ -33,6 +33,8 @@
 #include "velox/functions/prestosql/types/IPAddressType.h"
 #include "velox/functions/prestosql/types/IPPrefixType.h"
 #include "velox/functions/prestosql/types/JsonType.h"
+#include "velox/functions/prestosql/types/TimestampWithTimeZoneType.h"
+#include "velox/functions/prestosql/types/fuzzer/TimestampWithTimeZoneFuzzer.h"
 #include "velox/serializers/PrestoSerializer.h"
 #include "velox/type/parser/TypeParser.h"
 
@@ -253,6 +255,13 @@ const std::vector<TypePtr>& PrestoQueryRunner::supportedScalarTypes() const {
   return kScalarTypes;
 }
 
+void PrestoQueryRunner::registerCustomVectorFuzzers(
+    VectorFuzzer& vectorFuzzer) const {
+  vectorFuzzer.registerCustomVectorFuzzer(
+      TIMESTAMP_WITH_TIME_ZONE(),
+      std::make_unique<TimestampWithTimeZoneVectorFuzzer>());
+}
+
 const std::unordered_map<std::string, DataSpec>&
 PrestoQueryRunner::aggregationFunctionDataSpecs() const {
   // For some functions, velox supports NaN, Infinity better than presto query
diff --git a/velox/exec/fuzzer/PrestoQueryRunner.h b/velox/exec/fuzzer/PrestoQueryRunner.h
index a72cae913e10..43326cc7239e 100644
--- a/velox/exec/fuzzer/PrestoQueryRunner.h
+++ b/velox/exec/fuzzer/PrestoQueryRunner.h
@@ -53,6 +53,8 @@ class PrestoQueryRunner : public velox::exec::test::ReferenceQueryRunner {
 
   const std::vector<TypePtr>& supportedScalarTypes() const override;
 
+  void registerCustomVectorFuzzers(VectorFuzzer& vectorFuzzer) const override;
+
   const std::unordered_map<std::string, DataSpec>&
   aggregationFunctionDataSpecs() const override;
 
diff --git a/velox/exec/fuzzer/ReferenceQueryRunner.h b/velox/exec/fuzzer/ReferenceQueryRunner.h
index 5d0c24afdc24..d71b7f84fe0c 100644
--- a/velox/exec/fuzzer/ReferenceQueryRunner.h
+++ b/velox/exec/fuzzer/ReferenceQueryRunner.h
@@ -46,6 +46,12 @@ class ReferenceQueryRunner {
     return defaultScalarTypes();
   }
 
+  /// Register CustomVectorFuzzers specific to the reference query engine, e.g.
+  /// custom types only supported by this engine.
+  virtual void registerCustomVectorFuzzers(VectorFuzzer& vectorFuzzer) const {
+    return;
+  }
+
   virtual const std::unordered_map<std::string, DataSpec>&
   aggregationFunctionDataSpecs() const = 0;
 
diff --git a/velox/functions/prestosql/types/CMakeLists.txt b/velox/functions/prestosql/types/CMakeLists.txt
index 14c407ba89ce..d2571005f6ec 100644
--- a/velox/functions/prestosql/types/CMakeLists.txt
+++ b/velox/functions/prestosql/types/CMakeLists.txt
@@ -31,3 +31,5 @@ velox_link_libraries(
 if(${VELOX_BUILD_TESTING})
   add_subdirectory(tests)
 endif()
+
+add_subdirectory(fuzzer)
diff --git a/velox/functions/prestosql/types/fuzzer/CMakeLists.txt b/velox/functions/prestosql/types/fuzzer/CMakeLists.txt
new file mode 100644
index 000000000000..d2741bad9779
--- /dev/null
+++ b/velox/functions/prestosql/types/fuzzer/CMakeLists.txt
@@ -0,0 +1,18 @@
+# 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.
+
+velox_add_library(velox_presto_types_fuzzer TimestampWithTimeZoneFuzzer.h)
+
+velox_link_libraries(velox_presto_types_fuzzer velox_vector_fuzzer
+                     velox_presto_types velox_type_tz)
diff --git a/velox/functions/prestosql/types/fuzzer/TimestampWithTimeZoneFuzzer.h b/velox/functions/prestosql/types/fuzzer/TimestampWithTimeZoneFuzzer.h
new file mode 100644
index 000000000000..9dc328127acd
--- /dev/null
+++ b/velox/functions/prestosql/types/fuzzer/TimestampWithTimeZoneFuzzer.h
@@ -0,0 +1,78 @@
+/*
+ * 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 <boost/random/uniform_int_distribution.hpp>
+
+#include "velox/functions/prestosql/types/TimestampWithTimeZoneType.h"
+#include "velox/type/tz/TimeZoneMap.h"
+#include "velox/vector/fuzzer/CustomVectorFuzzer.h"
+
+namespace facebook::velox {
+/// A CustomVectorFuzzer for TimestampWithTimeZoneType. The millisUtc is random,
+/// and the time zone is selected randomly from the list of known time zones.
+class TimestampWithTimeZoneVectorFuzzer : public CustomVectorFuzzer {
+ public:
+  TimestampWithTimeZoneVectorFuzzer()
+      : CustomVectorFuzzer(), timeZoneIds_(tz::getTimeZoneIDs()) {}
+
+  const VectorPtr fuzzFlat(
+      memory::MemoryPool* pool,
+      const TypePtr& type,
+      vector_size_t size,
+      FuzzerGenerator& rng) override {
+    VELOX_CHECK(isTimestampWithTimeZoneType(type));
+
+    auto result = BaseVector::create(type, size, pool);
+    auto flatResult = result->asFlatVector<int64_t>();
+    for (auto i = 0; i < size; ++i) {
+      int16_t timeZoneId = timeZoneIds_
+          [boost::random::uniform_int_distribution<size_t>()(rng) %
+           timeZoneIds_.size()];
+      flatResult->set(
+          i,
+          pack(
+              boost::random::uniform_int_distribution<int64_t>()(rng),
+              timeZoneId));
+    }
+    return result;
+  }
+
+  const VectorPtr fuzzConstant(
+      memory::MemoryPool* pool,
+      const TypePtr& type,
+      vector_size_t size,
+      FuzzerGenerator& rng) override {
+    VELOX_CHECK(isTimestampWithTimeZoneType(type));
+
+    int16_t timeZoneId = timeZoneIds_
+        [boost::random::uniform_int_distribution<size_t>()(rng) %
+         timeZoneIds_.size()];
+
+    return std::make_shared<ConstantVector<int64_t>>(
+        pool,
+        size,
+        false,
+        type,
+        pack(
+            boost::random::uniform_int_distribution<int64_t>()(rng),
+            timeZoneId));
+  }
+
+ private:
+  const std::vector<int16_t> timeZoneIds_;
+};
+} // namespace facebook::velox
diff --git a/velox/type/tz/TimeZoneMap.cpp b/velox/type/tz/TimeZoneMap.cpp
index e7935a308310..b1221561475d 100644
--- a/velox/type/tz/TimeZoneMap.cpp
+++ b/velox/type/tz/TimeZoneMap.cpp
@@ -424,6 +424,21 @@ int16_t getTimeZoneID(int32_t offsetMinutes) {
   }
 }
 
+std::vector<int16_t> getTimeZoneIDs() {
+  const auto& timeZoneDatabase = getTimeZoneDatabase();
+
+  std::vector<int16_t> ids;
+  ids.reserve(timeZoneDatabase.size());
+
+  for (int16_t i = 0; i < timeZoneDatabase.size(); ++i) {
+    if (timeZoneDatabase[i] != nullptr) {
+      ids.push_back(i);
+    }
+  }
+
+  return ids;
+}
+
 TimeZone::seconds TimeZone::to_sys(
     TimeZone::seconds timestamp,
     TimeZone::TChoose choose) const {
diff --git a/velox/type/tz/TimeZoneMap.h b/velox/type/tz/TimeZoneMap.h
index 627fdc133355..12e4c05ef460 100644
--- a/velox/type/tz/TimeZoneMap.h
+++ b/velox/type/tz/TimeZoneMap.h
@@ -18,6 +18,7 @@
 
 #include <chrono>
 #include <string>
+#include <vector>
 
 namespace facebook::velox::date {
 class time_zone;
@@ -63,6 +64,9 @@ int16_t getTimeZoneID(std::string_view timeZone, bool failOnError = true);
 /// [-14:00, +14:00] range.
 int16_t getTimeZoneID(int32_t offsetMinutes);
 
+/// Returns all valid time zone IDs.
+std::vector<int16_t> getTimeZoneIDs();
+
 // Validates that the time point can be safely used by the external date
 // library.
 template <typename T>
diff --git a/velox/vector/fuzzer/CustomVectorFuzzer.h b/velox/vector/fuzzer/CustomVectorFuzzer.h
new file mode 100644
index 000000000000..5af2b9502a93
--- /dev/null
+++ b/velox/vector/fuzzer/CustomVectorFuzzer.h
@@ -0,0 +1,49 @@
+/*
+ * 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/vector/BaseVector.h"
+#include "velox/vector/fuzzer/Utils.h"
+
+namespace facebook::velox {
+/// An interface for fuzzing Vectors of a custom type. This is intended for use
+/// when a custom type does not support the full range of values of the backing
+/// physical type.
+///
+/// Implementations of this interface need to be registered in an instance of
+/// VectorFuzzer via registerCustomVectorFuzzer in order for them to be used in
+/// general purpose fuzzing.
+class CustomVectorFuzzer {
+ public:
+  virtual ~CustomVectorFuzzer() = default;
+
+  /// Should return a flat Vector of the given size without nulls.
+  virtual const VectorPtr fuzzFlat(
+      memory::MemoryPool* pool,
+      const TypePtr& type,
+      vector_size_t size,
+      FuzzerGenerator& rng) = 0;
+
+  /// Should return a ConstantVector of the given size backed by a single
+  /// non-null scalar value (complex types do not need to implement this).
+  virtual const VectorPtr fuzzConstant(
+      memory::MemoryPool* pool,
+      const TypePtr& type,
+      vector_size_t size,
+      FuzzerGenerator& rng) = 0;
+};
+} // namespace facebook::velox
diff --git a/velox/vector/fuzzer/VectorFuzzer.cpp b/velox/vector/fuzzer/VectorFuzzer.cpp
index c7fd600bf015..0b8361546a90 100644
--- a/velox/vector/fuzzer/VectorFuzzer.cpp
+++ b/velox/vector/fuzzer/VectorFuzzer.cpp
@@ -415,6 +415,14 @@ VectorPtr VectorFuzzer::fuzz(const TypePtr& type, vector_size_t size) {
   // 20% chance of adding a constant vector.
   if (coinToss(0.2)) {
     vector = fuzzConstant(type, vectorSize);
+  } else if (const auto it = customVectorFuzzers_.find(type);
+             it != customVectorFuzzers_.end()) {
+    vector = it->second->fuzzFlat(pool_, type, vectorSize, rng_);
+    for (size_t i = 0; i < vector->size(); ++i) {
+      if (coinToss(opts_.nullRatio)) {
+        vector->setNull(i, true);
+      }
+    }
   } else if (type->isPrimitiveType()) {
     vector = fuzzFlatPrimitive(type, vectorSize);
   } else if (type->isOpaque()) {
@@ -467,6 +475,10 @@ VectorPtr VectorFuzzer::fuzzConstant(const TypePtr& type, vector_size_t size) {
     }
     if (type->isUnKnown()) {
       return BaseVector::createNullConstant(type, size, pool_);
+    }
+    if (const auto it = customVectorFuzzers_.find(type);
+        it != customVectorFuzzers_.end()) {
+      return it->second->fuzzConstant(pool_, type, size, rng_);
     } else {
       return VELOX_DYNAMIC_SCALAR_TYPE_DISPATCH_ALL(
           fuzzConstantPrimitiveImpl,
@@ -898,11 +910,11 @@ std::pair<int8_t, int8_t> VectorFuzzer::randPrecisionScale(
 }
 
 TypePtr VectorFuzzer::randType(int maxDepth) {
-  return velox::randType(rng_, maxDepth);
+  return velox::randType(rng_, scalarTypes_, maxDepth);
 }
 
 TypePtr VectorFuzzer::randOrderableType(int maxDepth) {
-  return velox::randOrderableType(rng_, maxDepth);
+  return velox::randOrderableType(rng_, scalarTypes_, maxDepth);
 }
 
 TypePtr VectorFuzzer::randOrderableType(
@@ -918,11 +930,11 @@ TypePtr VectorFuzzer::randType(
 }
 
 TypePtr VectorFuzzer::randMapType(int maxDepth) {
-  return velox::randMapType(rng_, defaultScalarTypes(), maxDepth);
+  return velox::randMapType(rng_, scalarTypes_, maxDepth);
 }
 
 RowTypePtr VectorFuzzer::randRowType(int maxDepth) {
-  return velox::randRowType(rng_, maxDepth);
+  return velox::randRowType(rng_, scalarTypes_, maxDepth);
 }
 
 RowTypePtr VectorFuzzer::randRowType(
diff --git a/velox/vector/fuzzer/VectorFuzzer.h b/velox/vector/fuzzer/VectorFuzzer.h
index 00a01527e234..3b146b4f9880 100644
--- a/velox/vector/fuzzer/VectorFuzzer.h
+++ b/velox/vector/fuzzer/VectorFuzzer.h
@@ -21,6 +21,7 @@
 #include "velox/type/Type.h"
 #include "velox/vector/BaseVector.h"
 #include "velox/vector/ComplexVector.h"
+#include "velox/vector/fuzzer/CustomVectorFuzzer.h"
 #include "velox/vector/fuzzer/GeneratorSpec.h"
 #include "velox/vector/fuzzer/Utils.h"
 
@@ -348,6 +349,27 @@ class VectorFuzzer {
     opaqueTypeGenerators_[std::type_index(typeid(Class))] = generator;
   }
 
+  /// Register a CustomVectorFuzzer for a given type. This adds the type to the
+  /// list of known scalar types and causes the VectorFuzzer to use the
+  /// CustomVectorFuzzer when producing flat/constant Vectors of that type.
+  ///
+  /// Currently complex types are not supported.
+  void registerCustomVectorFuzzer(
+      const TypePtr& type,
+      std::unique_ptr<CustomVectorFuzzer>&& customVectorFuzzer) {
+    customVectorFuzzers_[type] = std::move(customVectorFuzzer);
+
+    VELOX_CHECK(
+        type->isPrimitiveType(),
+        "Currently only primitive types are supported.");
+
+    if (type->isPrimitiveType() &&
+        std::find(scalarTypes_.begin(), scalarTypes_.end(), type) ==
+            scalarTypes_.end()) {
+      scalarTypes_.push_back(type);
+    }
+  }
+
  private:
   // Generates a flat vector for primitive types.
   VectorPtr fuzzFlatPrimitive(const TypePtr& type, vector_size_t size);
@@ -393,6 +415,9 @@ class VectorFuzzer {
   // evaluated, which can lead to inconsistent results across platforms.
   FuzzerGenerator rng_;
 
+  std::unordered_map<TypePtr, std::unique_ptr<CustomVectorFuzzer>>
+      customVectorFuzzers_;
+
   // Since the underlying type of opaque types are transparent to Velox, we
   // require callers to register a generator for each underlying type, so we're
   // able to generate random data for opaque types.
@@ -401,6 +426,8 @@ class VectorFuzzer {
       std::type_index,
       std::function<std::shared_ptr<void>(FuzzerGenerator& rng)>>
       opaqueTypeGenerators_;
+
+  std::vector<TypePtr> scalarTypes_ = defaultScalarTypes();
 };
 
 /// Generates a random type, including maps, structs, and arrays. maxDepth