diff --git a/src/dawn/native/BUILD.gn b/src/dawn/native/BUILD.gn
index bcff7d799e..19ca4d4b85 100644
--- a/src/dawn/native/BUILD.gn
+++ b/src/dawn/native/BUILD.gn
@@ -313,6 +313,7 @@ source_set("sources") {
     "Sampler.h",
     "ScratchBuffer.cpp",
     "ScratchBuffer.h",
+    "Serializable.h",
     "ShaderModule.cpp",
     "ShaderModule.h",
     "StagingBuffer.cpp",
diff --git a/src/dawn/native/BlobCache.h b/src/dawn/native/BlobCache.h
index 4dae92d49b..e3035cd862 100644
--- a/src/dawn/native/BlobCache.h
+++ b/src/dawn/native/BlobCache.h
@@ -43,16 +43,12 @@ class BlobCache {
     void Store(const CacheKey& key, size_t valueSize, const void* value);
     void Store(const CacheKey& key, const Blob& value);
 
-    // Other types may specialize BlobCache::Store<T> to define how T is serialized into the cache.
-    template <typename T>
-    void Store(const CacheKey& key, const T& value);
-
     // Store a CacheResult into the cache if it isn't cached yet.
-    // Calls Store<T> which should be defined elsewhere.
+    // Calls T::ToBlob which should be defined elsewhere.
     template <typename T>
     void EnsureStored(const CacheResult<T>& cacheResult) {
         if (!cacheResult.IsCached()) {
-            Store(cacheResult.GetCacheKey(), *cacheResult);
+            Store(cacheResult.GetCacheKey(), cacheResult->ToBlob());
         }
     }
 
diff --git a/src/dawn/native/CMakeLists.txt b/src/dawn/native/CMakeLists.txt
index 897363a7f3..3f417bcbd2 100644
--- a/src/dawn/native/CMakeLists.txt
+++ b/src/dawn/native/CMakeLists.txt
@@ -170,6 +170,7 @@ target_sources(dawn_native PRIVATE
     "Sampler.h"
     "ScratchBuffer.cpp"
     "ScratchBuffer.h"
+    "Serializable.h"
     "ShaderModule.cpp"
     "ShaderModule.h"
     "StagingBuffer.cpp"
diff --git a/src/dawn/native/Serializable.h b/src/dawn/native/Serializable.h
new file mode 100644
index 0000000000..80d8339e2d
--- /dev/null
+++ b/src/dawn/native/Serializable.h
@@ -0,0 +1,74 @@
+// Copyright 2022 The Dawn Authors
+//
+// 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.
+
+#ifndef SRC_DAWN_NATIVE_SERIALIZABLE_H_
+#define SRC_DAWN_NATIVE_SERIALIZABLE_H_
+
+#include <utility>
+
+#include "dawn/native/VisitableMembers.h"
+#include "dawn/native/stream/BlobSource.h"
+#include "dawn/native/stream/ByteVectorSink.h"
+#include "dawn/native/stream/Stream.h"
+
+namespace dawn::native {
+
+// Base CRTP for implementing StreamIn/StreamOut/FromBlob/ToBlob for Derived,
+// assuming Derived has VisitAll methods provided by DAWN_VISITABLE_MEMBERS.
+template <typename Derived>
+class Serializable {
+  public:
+    friend void StreamIn(stream::Sink* s, const Derived& in) {
+        in.VisitAll([&](const auto&... members) { StreamIn(s, members...); });
+    }
+
+    friend MaybeError StreamOut(stream::Source* s, Derived* out) {
+        return out->VisitAll([&](auto&... members) { return StreamOut(s, &members...); });
+    }
+
+    static ResultOrError<Derived> FromBlob(Blob blob) {
+        stream::BlobSource source(std::move(blob));
+        Derived out;
+        DAWN_TRY(StreamOut(&source, &out));
+        return out;
+    }
+
+    Blob ToBlob() const {
+        stream::ByteVectorSink sink;
+        StreamIn(&sink, static_cast<const Derived&>(*this));
+        return CreateBlob(std::move(sink));
+    }
+};
+}  // namespace dawn::native
+
+// Helper macro to define a struct or class along with VisitAll methods to call
+// a functor on all members. Derives from Visitable which provides
+// implementations of StreamIn/StreamOut/FromBlob/ToBlob.
+// Example usage:
+//   #define MEMBERS(X) \
+//       X(int, a)              \
+//       X(float, b)            \
+//       X(Foo, foo)            \
+//       X(Bar, bar)
+//   DAWN_SERIALIZABLE(struct, MyStruct, MEMBERS) {
+//      void SomeAdditionalMethod();
+//   };
+//   #undef MEMBERS
+#define DAWN_SERIALIZABLE(qualifier, Name, MEMBERS) \
+    struct Name##__Contents {                       \
+        DAWN_VISITABLE_MEMBERS(MEMBERS)             \
+    };                                              \
+    qualifier Name : Name##__Contents, public ::dawn::native::Serializable<Name>
+
+#endif  // SRC_DAWN_NATIVE_SERIALIZABLE_H_
diff --git a/src/dawn/native/VisitableMembers.h b/src/dawn/native/VisitableMembers.h
index 2debfad548..82fb58d535 100644
--- a/src/dawn/native/VisitableMembers.h
+++ b/src/dawn/native/VisitableMembers.h
@@ -12,9 +12,13 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-#ifndef SRC_DAWN_NATIVE_VISITABLEMEMBERS_H_
-#define SRC_DAWN_NATIVE_VISITABLEMEMBERS_H_
+#ifndef SRC_DAWN_NATIVE_VISITABLE_H_
+#define SRC_DAWN_NATIVE_VISITABLE_H_
 
+#include <utility>
+
+#include "dawn/native/stream/BlobSource.h"
+#include "dawn/native/stream/ByteVectorSink.h"
 #include "dawn/native/stream/Stream.h"
 
 // Helper for X macro to declare a visitable member.
@@ -27,8 +31,8 @@ namespace dawn::native::detail {
 constexpr int kInternalVisitableUnusedForComma = 0;
 }  // namespace dawn::native::detail
 
-// Helper X macro to declare members of a class or struct, along with Visit
-// methods to call a functor for each member.
+// Helper X macro to declare members of a class or struct, along with VisitAll
+// methods to call a functor on all members.
 // Example usage:
 //   #define MEMBERS(X) \
 //       X(int, a)              \
@@ -58,4 +62,4 @@ constexpr int kInternalVisitableUnusedForComma = 0;
                    DAWN_INTERNAL_VISITABLE_MEMBER_ARG));                    \
     }
 
-#endif  // SRC_DAWN_NATIVE_VISITABLEMEMBERS_H_
+#endif  // SRC_DAWN_NATIVE_VISITABLE_H_
diff --git a/src/dawn/native/d3d12/ShaderModuleD3D12.cpp b/src/dawn/native/d3d12/ShaderModuleD3D12.cpp
index 2fd04bdfc4..ce83dbefee 100644
--- a/src/dawn/native/d3d12/ShaderModuleD3D12.cpp
+++ b/src/dawn/native/d3d12/ShaderModuleD3D12.cpp
@@ -173,21 +173,13 @@ enum class Compiler { FXC, DXC };
     X(IDxcCompiler*, dxcCompiler)                   \
     X(DefineStrings, defineStrings)
 
-struct HlslCompilationRequest {
-    DAWN_VISITABLE_MEMBERS(HLSL_COMPILATION_REQUEST_MEMBERS)
+DAWN_SERIALIZABLE(struct, HlslCompilationRequest, HLSL_COMPILATION_REQUEST_MEMBERS){};
+#undef HLSL_COMPILATION_REQUEST_MEMBERS
 
-    friend void StreamIn(stream::Sink* sink, const HlslCompilationRequest& r) {
-        r.VisitAll([&](const auto&... members) { StreamIn(sink, members...); });
-    }
-};
-
-struct D3DBytecodeCompilationRequest {
-    DAWN_VISITABLE_MEMBERS(D3D_BYTECODE_COMPILATION_REQUEST_MEMBERS)
-
-    friend void StreamIn(stream::Sink* sink, const D3DBytecodeCompilationRequest& r) {
-        r.VisitAll([&](const auto&... members) { StreamIn(sink, members...); });
-    }
-};
+DAWN_SERIALIZABLE(struct,
+                  D3DBytecodeCompilationRequest,
+                  D3D_BYTECODE_COMPILATION_REQUEST_MEMBERS){};
+#undef D3D_BYTECODE_COMPILATION_REQUEST_MEMBERS
 
 #define D3D_COMPILATION_REQUEST_MEMBERS(X)     \
     X(HlslCompilationRequest, hlsl)            \
@@ -195,8 +187,6 @@ struct D3DBytecodeCompilationRequest {
     X(CacheKey::UnsafeUnkeyedValue<dawn::platform::Platform*>, tracePlatform)
 
 DAWN_MAKE_CACHE_REQUEST(D3DCompilationRequest, D3D_COMPILATION_REQUEST_MEMBERS);
-#undef HLSL_COMPILATION_REQUEST_MEMBERS
-#undef D3D_BYTECODE_COMPILATION_REQUEST_MEMBERS
 #undef D3D_COMPILATION_REQUEST_MEMBERS
 
 std::vector<const wchar_t*> GetDXCArguments(uint32_t compileFlags, bool enable16BitTypes) {
@@ -727,24 +717,3 @@ D3D12_SHADER_BYTECODE CompiledShader::GetD3D12ShaderBytecode() const {
 }
 
 }  // namespace dawn::native::d3d12
-
-namespace dawn::native {
-
-// Define the implementation to store d3d12::CompiledShader into the BlobCache.
-template <>
-void BlobCache::Store<d3d12::CompiledShader>(const CacheKey& key, const d3d12::CompiledShader& c) {
-    stream::ByteVectorSink sink;
-    c.VisitAll([&](const auto&... members) { StreamIn(&sink, members...); });
-    Store(key, CreateBlob(std::move(sink)));
-}
-
-// Define the implementation to load d3d12::CompiledShader from a Blob.
-// static
-ResultOrError<d3d12::CompiledShader> d3d12::CompiledShader::FromBlob(Blob blob) {
-    stream::BlobSource source(std::move(blob));
-    d3d12::CompiledShader c;
-    DAWN_TRY(c.VisitAll([&](auto&... members) { return StreamOut(&source, &members...); }));
-    return c;
-}
-
-}  // namespace dawn::native
diff --git a/src/dawn/native/d3d12/ShaderModuleD3D12.h b/src/dawn/native/d3d12/ShaderModuleD3D12.h
index 528e1e47ba..8c70bb45a4 100644
--- a/src/dawn/native/d3d12/ShaderModuleD3D12.h
+++ b/src/dawn/native/d3d12/ShaderModuleD3D12.h
@@ -18,8 +18,8 @@
 #include <string>
 
 #include "dawn/native/Blob.h"
+#include "dawn/native/Serializable.h"
 #include "dawn/native/ShaderModule.h"
-#include "dawn/native/VisitableMembers.h"
 #include "dawn/native/d3d12/d3d12_platform.h"
 
 namespace dawn::native {
@@ -40,14 +40,10 @@ class PipelineLayout;
 // information used to emulate vertex/instance index starts. It also holds the `hlslSource` for the
 // shader compilation, which is only transiently available during Compile, and cleared before it
 // returns. It is not written to or loaded from the cache unless Toggle dump_shaders is true.
-struct CompiledShader {
-    static ResultOrError<CompiledShader> FromBlob(Blob blob);
-
+DAWN_SERIALIZABLE(struct, CompiledShader, COMPILED_SHADER_MEMBERS) {
     D3D12_SHADER_BYTECODE GetD3D12ShaderBytecode() const;
-
-    DAWN_VISITABLE_MEMBERS(COMPILED_SHADER_MEMBERS)
-#undef COMPILED_SHADER_MEMBERS
 };
+#undef COMPILED_SHADER_MEMBERS
 
 class ShaderModule final : public ShaderModuleBase {
   public:
diff --git a/src/dawn/native/metal/ShaderModuleMTL.mm b/src/dawn/native/metal/ShaderModuleMTL.mm
index 9cb6a13246..e56eb22d9b 100644
--- a/src/dawn/native/metal/ShaderModuleMTL.mm
+++ b/src/dawn/native/metal/ShaderModuleMTL.mm
@@ -16,8 +16,8 @@
 
 #include "dawn/native/BindGroupLayout.h"
 #include "dawn/native/CacheRequest.h"
+#include "dawn/native/Serializable.h"
 #include "dawn/native/TintUtils.h"
-#include "dawn/native/VisitableMembers.h"
 #include "dawn/native/metal/DeviceMTL.h"
 #include "dawn/native/metal/PipelineLayoutMTL.h"
 #include "dawn/native/metal/RenderPipelineMTL.h"
@@ -60,37 +60,12 @@ using WorkgroupAllocations = std::vector<uint32_t>;
     X(bool, hasInvariantAttribute)         \
     X(WorkgroupAllocations, workgroupAllocations)
 
-struct MslCompilation {
-    static ResultOrError<MslCompilation> FromBlob(Blob blob);
-
-    DAWN_VISITABLE_MEMBERS(MSL_COMPILATION_MEMBERS)
+DAWN_SERIALIZABLE(struct, MslCompilation, MSL_COMPILATION_MEMBERS){};
 #undef MSL_COMPILATION_MEMBERS
-};
 
 }  // namespace
 }  // namespace dawn::native::metal
 
-namespace dawn::native {
-
-// Define the implementation to store MslCompilation into the BlobCache.
-template <>
-void BlobCache::Store<metal::MslCompilation>(const CacheKey& key, const metal::MslCompilation& c) {
-    stream::ByteVectorSink sink;
-    c.VisitAll([&](const auto&... members) { StreamIn(&sink, members...); });
-    Store(key, CreateBlob(std::move(sink)));
-}
-
-// Define the implementation to load MslCompilation from a blob.
-// static
-ResultOrError<metal::MslCompilation> metal::MslCompilation::FromBlob(Blob blob) {
-    stream::BlobSource source(std::move(blob));
-    metal::MslCompilation c;
-    DAWN_TRY(c.VisitAll([&](auto&... members) { return StreamOut(&source, &members...); }));
-    return c;
-}
-
-}  // namespace dawn::native
-
 namespace dawn::native::metal {
 
 // static
@@ -277,13 +252,13 @@ ResultOrError<CacheResult<MslCompilation>> TranslateToMSL(DeviceBase* device,
 
             auto workgroupAllocations =
                 std::move(result.workgroup_allocations[remappedEntryPointName]);
-            return MslCompilation{
+            return MslCompilation{{
                 std::move(result.msl),
                 std::move(remappedEntryPointName),
                 result.needs_storage_buffer_sizes,
                 result.has_invariant_attribute,
                 std::move(workgroupAllocations),
-            };
+            }};
         });
 
     if (device->IsToggleEnabled(Toggle::DumpShaders)) {
diff --git a/src/dawn/native/opengl/ShaderModuleGL.cpp b/src/dawn/native/opengl/ShaderModuleGL.cpp
index 30ca69293a..3ad4cc25ff 100644
--- a/src/dawn/native/opengl/ShaderModuleGL.cpp
+++ b/src/dawn/native/opengl/ShaderModuleGL.cpp
@@ -31,7 +31,6 @@
 #include "tint/tint.h"
 
 namespace dawn::native {
-
 namespace {
 
 GLenum GLShaderType(SingleShaderStage stage) {
@@ -73,53 +72,11 @@ DAWN_MAKE_CACHE_REQUEST(GLSLCompilationRequest, GLSL_COMPILATION_REQUEST_MEMBERS
     X(std::string, glsl)             \
     X(bool, needsPlaceholderSampler) \
     X(opengl::CombinedSamplerInfo, combinedSamplerInfo)
-struct GLSLCompilation {
-    DAWN_VISITABLE_MEMBERS(GLSL_COMPILATION_MEMBERS)
+
+DAWN_SERIALIZABLE(struct, GLSLCompilation, GLSL_COMPILATION_MEMBERS){};
 #undef GLSL_COMPILATION_MEMBERS
 
-    static ResultOrError<GLSLCompilation> FromBlob(Blob blob) {
-        stream::BlobSource source(std::move(blob));
-        GLSLCompilation out;
-        DAWN_TRY(out.VisitAll([&](auto&... members) { return StreamOut(&source, &members...); }));
-        return out;
-    }
-};
-
 }  // namespace
-
-template <>
-void BlobCache::Store<GLSLCompilation>(const CacheKey& key, const GLSLCompilation& c) {
-    stream::ByteVectorSink sink;
-    c.VisitAll([&](const auto&... members) { StreamIn(&sink, members...); });
-    Store(key, CreateBlob(std::move(sink)));
-}
-
-template <>
-void stream::Stream<opengl::BindingLocation>::Write(
-    stream::Sink* s,
-    const opengl::BindingLocation& bindingLocation) {
-    bindingLocation.VisitAll([&](auto&... members) { return StreamIn(s, members...); });
-}
-
-template <>
-MaybeError stream::Stream<opengl::BindingLocation>::Read(stream::Source* s,
-                                                         opengl::BindingLocation* bindingLocation) {
-    return bindingLocation->VisitAll([&](auto&... members) { return StreamOut(s, &members...); });
-}
-
-template <>
-void stream::Stream<opengl::CombinedSampler>::Write(
-    stream::Sink* s,
-    const opengl::CombinedSampler& combinedSampler) {
-    combinedSampler.VisitAll([&](auto&... members) { return StreamIn(s, members...); });
-}
-
-template <>
-MaybeError stream::Stream<opengl::CombinedSampler>::Read(stream::Source* s,
-                                                         opengl::CombinedSampler* combinedSampler) {
-    return combinedSampler->VisitAll([&](auto&... members) { return StreamOut(s, &members...); });
-}
-
 }  // namespace dawn::native
 
 namespace dawn::native::opengl {
@@ -280,8 +237,8 @@ ResultOrError<GLuint> ShaderModule::CompileShader(const OpenGLFunctions& gl,
             DAWN_INVALID_IF(!result.success, "An error occured while generating GLSL: %s.",
                             result.error);
 
-            return GLSLCompilation{std::move(result.glsl), needsPlaceholderSampler,
-                                   std::move(combinedSamplerInfo)};
+            return GLSLCompilation{
+                {std::move(result.glsl), needsPlaceholderSampler, std::move(combinedSamplerInfo)}};
         });
 
     if (GetDevice()->IsToggleEnabled(Toggle::DumpShaders)) {
diff --git a/src/dawn/native/opengl/ShaderModuleGL.h b/src/dawn/native/opengl/ShaderModuleGL.h
index 838d7e8a5d..b19b4c62c8 100644
--- a/src/dawn/native/opengl/ShaderModuleGL.h
+++ b/src/dawn/native/opengl/ShaderModuleGL.h
@@ -20,8 +20,8 @@
 #include <unordered_map>
 #include <vector>
 
+#include "dawn/native/Serializable.h"
 #include "dawn/native/ShaderModule.h"
-#include "dawn/native/VisitableMembers.h"
 #include "dawn/native/opengl/opengl_platform.h"
 
 namespace dawn::native {
@@ -44,10 +44,9 @@ std::string GetBindingName(BindGroupIndex group, BindingNumber bindingNumber);
 #define BINDING_LOCATION_MEMBERS(X) \
     X(BindGroupIndex, group)        \
     X(BindingNumber, binding)
-struct BindingLocation {
-    DAWN_VISITABLE_MEMBERS(BINDING_LOCATION_MEMBERS)
+DAWN_SERIALIZABLE(struct, BindingLocation, BINDING_LOCATION_MEMBERS){};
 #undef BINDING_LOCATION_MEMBERS
-};
+
 bool operator<(const BindingLocation& a, const BindingLocation& b);
 
 #define COMBINED_SAMPLER_MEMBERS(X)                                                         \
@@ -58,12 +57,11 @@ bool operator<(const BindingLocation& a, const BindingLocation& b);
     /* |samplerLocation| is unused. */                                                      \
     X(bool, usePlaceholderSampler)
 
-struct CombinedSampler {
-    DAWN_VISITABLE_MEMBERS(COMBINED_SAMPLER_MEMBERS)
-#undef COMBINED_SAMPLER_MEMBERS
-
+DAWN_SERIALIZABLE(struct, CombinedSampler, COMBINED_SAMPLER_MEMBERS) {
     std::string GetName() const;
 };
+#undef COMBINED_SAMPLER_MEMBERS
+
 bool operator<(const CombinedSampler& a, const CombinedSampler& b);
 
 using CombinedSamplerInfo = std::vector<CombinedSampler>;
diff --git a/src/dawn/native/vulkan/ShaderModuleVk.cpp b/src/dawn/native/vulkan/ShaderModuleVk.cpp
index 1b40234937..5477d84784 100644
--- a/src/dawn/native/vulkan/ShaderModuleVk.cpp
+++ b/src/dawn/native/vulkan/ShaderModuleVk.cpp
@@ -44,6 +44,8 @@ class ShaderModule::Spirv : private Blob {
         return static_cast<Spirv&&>(blob);
     }
 
+    const Blob& ToBlob() const { return *this; }
+
     static Spirv Create(std::vector<uint32_t> code) {
         Blob blob = CreateBlob(std::move(code));
         ASSERT(IsPtrAligned(blob.Data(), alignof(uint32_t)));
@@ -56,17 +58,6 @@ class ShaderModule::Spirv : private Blob {
 
 }  // namespace dawn::native::vulkan
 
-namespace dawn::native {
-
-// Define the implementation to store vulkan::ShaderModule::Spirv into the BlobCache.
-template <>
-void BlobCache::Store<vulkan::ShaderModule::Spirv>(const CacheKey& key,
-                                                   const vulkan::ShaderModule::Spirv& spirv) {
-    Store(key, spirv.WordCount() * sizeof(uint32_t), spirv.Code());
-}
-
-}  // namespace dawn::native
-
 namespace dawn::native::vulkan {
 
 class ShaderModule::ConcurrentTransformedShaderModuleCache {
diff --git a/src/dawn/tests/unittests/native/StreamTests.cpp b/src/dawn/tests/unittests/native/StreamTests.cpp
index a1196f3465..2246fb3bba 100644
--- a/src/dawn/tests/unittests/native/StreamTests.cpp
+++ b/src/dawn/tests/unittests/native/StreamTests.cpp
@@ -22,7 +22,7 @@
 
 #include "dawn/common/TypedInteger.h"
 #include "dawn/native/Blob.h"
-#include "dawn/native/VisitableMembers.h"
+#include "dawn/native/Serializable.h"
 #include "dawn/native/stream/BlobSource.h"
 #include "dawn/native/stream/ByteVectorSink.h"
 #include "dawn/native/stream/Stream.h"
@@ -302,17 +302,15 @@ TEST(StreamTests, SerializeDeserializeParamPack) {
     X(int, a)          \
     X(float, b)        \
     X(std::string, c)
-struct Foo {
-    DAWN_VISITABLE_MEMBERS(FOO_MEMBERS)
+DAWN_SERIALIZABLE(struct, Foo, FOO_MEMBERS){};
 #undef FOO_MEMBERS
-};
 
-// Test that serializing then deserializing a struct made with DAWN_VISITABLE_MEMBERS works as
+// Test that serializing then deserializing a struct made with DAWN_SERIALIZABLE works as
 // expected.
-TEST(StreamTests, SerializeDeserializeVisitableMembers) {
-    Foo foo{1, 2, "3"};
+TEST(StreamTests, SerializeDeserializeVisitable) {
+    Foo foo{{1, 2, "3"}};
     ByteVectorSink sink;
-    foo.VisitAll([&](const auto&... members) { StreamIn(&sink, members...); });
+    StreamIn(&sink, foo);
 
     // Test that the serialization is correct.
     {
@@ -325,7 +323,7 @@ TEST(StreamTests, SerializeDeserializeVisitableMembers) {
     {
         BlobSource src(CreateBlob(sink));
         Foo out;
-        auto err = out.VisitAll([&](auto&... members) { return StreamOut(&src, &members...); });
+        auto err = StreamOut(&src, &out);
         EXPECT_FALSE(err.IsError());
         EXPECT_EQ(foo.a, out.a);
         EXPECT_EQ(foo.b, out.b);