diff --git a/backends/xnnpack/runtime/XNNCompiler.cpp b/backends/xnnpack/runtime/XNNCompiler.cpp
index 78eaaf6d039..1ed7db80d84 100644
--- a/backends/xnnpack/runtime/XNNCompiler.cpp
+++ b/backends/xnnpack/runtime/XNNCompiler.cpp
@@ -174,13 +174,12 @@ payload (deprecated) or via offsets to the constant_data_ptr. If no constant
 data associated with the tensor value, then returns nullptr.
 */
 const uint8_t* getConstantDataPtr(
-    const fb_xnnpack::XNNTensorValue* tensor_value,
+    uint32_t buffer_idx,
     GraphPtr flatbuffer_graph,
     const uint8_t* constant_data_ptr,
     const NamedDataMap* named_data_map,
     std::vector<FreeableBuffer>& freeable_buffers,
     XNNWeightsCache* weights_cache) {
-  auto buffer_idx = tensor_value->constant_buffer_idx();
   if (buffer_idx) {
     if (!constant_data_ptr) {
       // TODO(T172265611): Remove constant_buffer in flatbuffer path after BC
@@ -230,6 +229,22 @@ const uint8_t* getConstantDataPtr(
   return nullptr;
 }
 
+const uint8_t* getConstantDataPtr(
+    const fb_xnnpack::XNNTensorValue* tensor_value,
+    GraphPtr flatbuffer_graph,
+    const uint8_t* constant_data_ptr,
+    const NamedDataMap* named_data_map,
+    std::vector<FreeableBuffer>& freeable_buffers,
+    XNNWeightsCache* weights_cache) {
+  return getConstantDataPtr(
+      tensor_value->constant_buffer_idx(),
+      flatbuffer_graph,
+      constant_data_ptr,
+      named_data_map,
+      freeable_buffers,
+      weights_cache);
+}
+
 /**
 Define serialized tensor value into
 the subgraph. While also keeping track of the remapped ids from
@@ -434,22 +449,15 @@ Error defineTensor(
         const float* scale = qparams->scale()->data();
 
         if (qparams->scale_buffer_idx() != 0) {
-          // if scales are stored in named data, then retrieve it
-          ConstantDataOffsetPtr scale_buffer_offset =
-              flatbuffer_graph->constant_data()->Get(
-                  qparams->scale_buffer_idx());
-          const std::string& data_name =
-              scale_buffer_offset->named_key()->str();
-          Result<FreeableBuffer> scale_buffer =
-              named_data_map->get_data(data_name.c_str());
+          scale = reinterpret_cast<const float*>(getConstantDataPtr(
+              qparams->scale_buffer_idx(),
+              flatbuffer_graph,
+              constant_data_ptr,
+              named_data_map,
+              freeable_buffers,
+              weights_cache));
           ET_CHECK_OR_RETURN_ERROR(
-              scale_buffer.ok(),
-              Internal,
-              "Failed to get constant data for key %s from named_data_map. Error code: %u",
-              data_name.c_str(),
-              static_cast<uint32_t>(scale_buffer.error()));
-          scale = reinterpret_cast<const float*>(scale_buffer.get().data());
-          freeable_buffers.push_back(std::move(scale_buffer.get()));
+              scale != nullptr, Internal, "Failed to load scale data.");
         }
         status = xnn_define_channelwise_quantized_tensor_value_v2(
             /*subgraph=*/subgraph_ptr,
@@ -483,22 +491,15 @@ Error defineTensor(
         // Block scales are preferably serialized as bf16 but can also be
         // serialized as fp32 for backwards compatability.
         if (qparams->scale_buffer_idx() != 0) {
-          ConstantDataOffsetPtr scale_buffer_offset =
-              flatbuffer_graph->constant_data()->Get(
-                  qparams->scale_buffer_idx());
-          const std::string& data_name =
-              scale_buffer_offset->named_key()->str();
-          Result<FreeableBuffer> scale_buffer =
-              named_data_map->get_data(data_name.c_str());
+          scale_data = reinterpret_cast<const uint16_t*>(getConstantDataPtr(
+              qparams->scale_buffer_idx(),
+              flatbuffer_graph,
+              constant_data_ptr,
+              named_data_map,
+              freeable_buffers,
+              weights_cache));
           ET_CHECK_OR_RETURN_ERROR(
-              scale_buffer.ok(),
-              Internal,
-              "Failed to get constant data for key %s from named_data_map. Error code: %u",
-              data_name.c_str(),
-              static_cast<uint32_t>(scale_buffer.error()));
-          scale_data =
-              reinterpret_cast<const uint16_t*>(scale_buffer.get().data());
-          freeable_buffers.push_back(std::move(scale_buffer.get()));
+              scale_data != nullptr, Internal, "Failed to load scale data.");
           scale_numel = qparams->num_scales();
         } else {
           // Read fp32 scales, convert to bf16.