diff --git a/kernels/portable/cpu/op_constant_pad_nd.cpp b/kernels/portable/cpu/op_constant_pad_nd.cpp
index c3fd4dffb08..d3f3fdd75d7 100644
--- a/kernels/portable/cpu/op_constant_pad_nd.cpp
+++ b/kernels/portable/cpu/op_constant_pad_nd.cpp
@@ -36,6 +36,7 @@ void apply_padding_to_dim(
     IntArrayRef self_sizes,
     IntArrayRef self_strides,
     CTYPE* out_data,
+    CTYPE* out_data_end,
     IntArrayRef out_sizes,
     IntArrayRef out_strides,
     IntArrayRef pad,
@@ -59,14 +60,12 @@ void apply_padding_to_dim(
   size_t in_step_len = self_strides[dim];
 
   // Do not copy padding beyond the out tensor bounds.
+  // Use division to avoid potential overflow in multiplication.
   if (pad_before > 0) {
-    size_t numel = 1;
-    for (ET_UNUSED const auto i : c10::irange(out_sizes.size())) {
-      numel *= out_sizes[i];
-    }
+    size_t remaining = out_data_end - out_data;
     ET_KERNEL_CHECK_MSG(
         ctx,
-        numel >= pad_before * out_step_len,
+        out_step_len > 0 && remaining / out_step_len >= pad_before,
         InvalidArgument,
         /* void */,
         "Out tensor is too small for the requested padding.");
@@ -92,6 +91,15 @@ void apply_padding_to_dim(
           InvalidArgument,
           /* void */,
           "Out tensor overlaps with the input tensor. This is not supported.");
+      // Bounds check before memcpy
+      // Use overflow-safe check for remaining >= copy_len
+      size_t remaining = out_data_end - out_data;
+      ET_KERNEL_CHECK_MSG(
+          ctx,
+          remaining >= copy_len,
+          InvalidArgument,
+          /* void */,
+          "Out tensor is too small for the copy operation.");
       memcpy(out_data, self_data, copy_nbytes);
       out_data += copy_len;
       self_data += copy_len;
@@ -107,6 +115,7 @@ void apply_padding_to_dim(
           self_sizes,
           self_strides,
           out_data,
+          out_data_end,
           out_sizes,
           out_strides,
           pad,
@@ -120,14 +129,12 @@ void apply_padding_to_dim(
   }
 
   // Do not copy padding beyond the out tensor bounds.
+  // Use division to avoid potential overflow in multiplication.
   if (pad_after > 0) {
-    size_t numel = 1;
-    for (ET_UNUSED const auto i : c10::irange(out_sizes.size())) {
-      numel *= out_sizes[i];
-    }
+    size_t remaining = out_data_end - out_data;
     ET_KERNEL_CHECK_MSG(
         ctx,
-        numel >= pad_after * out_step_len,
+        out_step_len > 0 && remaining / out_step_len >= pad_after,
         InvalidArgument,
         /* void */,
         "Out tensor is too small for the requested padding.");
@@ -182,6 +189,8 @@ void constant_pad_nd_out_impl(
   IntArrayRef out_sizes_ref(out_sizes, ndim);
   IntArrayRef out_strides_ref(out_strides, ndim);
 
+  CTYPE* out_data_end = out_data + out.numel();
+
   apply_padding_to_dim(
       ctx,
       ndim,
@@ -189,6 +198,7 @@ void constant_pad_nd_out_impl(
       self_sizes_ref,
       self_strides_ref,
       out_data,
+      out_data_end,
       out_sizes_ref,
       out_strides_ref,
       pad,