diff --git a/include/flashinfer/page.cuh b/include/flashinfer/page.cuh
index e15adbcb..7ffeb121 100644
--- a/include/flashinfer/page.cuh
+++ b/include/flashinfer/page.cuh
@@ -80,8 +80,8 @@ struct paged_kv_t {
    * \param head_dim The dimension of each head
    * \param batch_size The batch size
    * \param layout The layout of last 3 dimensions in KV-Cache.
-   * \param k_data The flattened key cache
-   * \param v_data The flattened value cache
+   * \param k_data The start pointer of key cache, k_cache should be contiguous
+   * \param v_data The start pointer of value cache, v_cache should be contiguous
    * \param indices The page indices array
    * \param indptr The page indptr array
    * \param last_page_len The offset of the last page for each request in the batch
@@ -107,20 +107,19 @@ struct paged_kv_t {
   }
 
   /*!
-   * \brief Construct a paged key-value cache
+   * \brief Construct a paged key-value cache with custom kv-cache strides
    * \param num_heads The number of heads
    * \param page_size The size of each page
    * \param head_dim The dimension of each head
    * \param batch_size The batch size
    * \param layout The layout of last 3 dimensions in KV-Cache.
-   * \param k_data The flattened key cache
-   * \param v_data The flattened value cache
+   * \param k_data The start pointer of key cache, k_cache doesn't have to be contiguous
+   * \param v_data The start pointer of value cache, v_cache doesn't have to be contiguous
    * \param kv_strides custom strides of each dimensions of k_data and v_data
    * \param indices The page indices array
    * \param indptr The page indptr array
    * \param last_page_len The offset of the last page for each request in the batch
    * \param rope_pos_offset The start position of each request in the batch.
-   * \note This constructor should only be used when page_storage == kIndices
    */
   __host__ __forceinline__ paged_kv_t(uint32_t num_heads, uint32_t page_size, uint32_t head_dim,
                                       uint32_t batch_size, QKVLayout layout, DType* k_data,
diff --git a/python/csrc/page.cu b/python/csrc/page.cu
index 2e002338..79aab9ee 100644
--- a/python/csrc/page.cu
+++ b/python/csrc/page.cu
@@ -69,6 +69,13 @@ void append_paged_kv_cache(torch::Tensor append_key, torch::Tensor append_value,
     num_heads = paged_k_cache.size(2);
   }
 
+  // get kv_cache_strides
+  const int64_t* kv_cache_strides = nullptr;
+  auto k_strides = paged_k_cache.strides();
+  auto v_strides = paged_v_cache.strides();
+  TORCH_CHECK(k_strides == v_strides, "k/v strides must be identical");
+  kv_cache_strides = k_strides.data();
+
   CHECK_EQ(append_key.size(1), num_heads);
   CHECK_EQ(append_key.size(2), head_dim);
   CHECK_EQ(append_value.size(1), num_heads);
@@ -79,12 +86,12 @@ void append_paged_kv_cache(torch::Tensor append_key, torch::Tensor append_value,
   auto kv_scalar_dtype = paged_k_cache.scalar_type();
 
   bool success = DISPATCH_PYTORCH_DTYPE_TO_CTYPE(kv_scalar_dtype, c_type, [&] {
-    paged_kv_t<c_type, int32_t> paged_kv(num_heads, page_size, head_dim, batch_size, kv_layout,
-                                         static_cast<c_type*>(paged_k_cache.data_ptr()),
-                                         static_cast<c_type*>(paged_v_cache.data_ptr()),
-                                         static_cast<int32_t*>(kv_indices.data_ptr()),
-                                         static_cast<int32_t*>(kv_indptr.data_ptr()),
-                                         static_cast<int32_t*>(kv_last_page_len.data_ptr()));
+    paged_kv_t<c_type, int32_t> paged_kv(
+        num_heads, page_size, head_dim, batch_size, kv_layout,
+        static_cast<c_type*>(paged_k_cache.data_ptr()),
+        static_cast<c_type*>(paged_v_cache.data_ptr()), kv_cache_strides,
+        static_cast<int32_t*>(kv_indices.data_ptr()), static_cast<int32_t*>(kv_indptr.data_ptr()),
+        static_cast<int32_t*>(kv_last_page_len.data_ptr()));
     cudaError_t status =
         AppendPagedKVCache(paged_kv, static_cast<c_type*>(append_key.data_ptr()),
                            static_cast<c_type*>(append_value.data_ptr()),