diff --git a/cpp/fory/python/pyfory.cc b/cpp/fory/python/pyfory.cc
index 561cda8a8d..2367f4c7c7 100644
--- a/cpp/fory/python/pyfory.cc
+++ b/cpp/fory/python/pyfory.cc
@@ -58,4 +58,148 @@ int Fory_PyFloatSequenceWriteToBuffer(PyObject *collection, Buffer *buffer,
   }
   return 0;
 }
+
+// Write varint64 with ZigZag encoding inline
+// Returns number of bytes written
+static inline uint32_t WriteVarint64ZigZag(uint8_t *arr, int64_t value) {
+  // ZigZag encoding: (value << 1) ^ (value >> 63)
+  uint64_t v = (static_cast<uint64_t>(value) << 1) ^
+               (static_cast<uint64_t>(value >> 63));
+
+  if (v < 0x80) {
+    arr[0] = static_cast<uint8_t>(v);
+    return 1;
+  }
+  arr[0] = static_cast<uint8_t>((v & 0x7F) | 0x80);
+  if (v < 0x4000) {
+    arr[1] = static_cast<uint8_t>(v >> 7);
+    return 2;
+  }
+  arr[1] = static_cast<uint8_t>((v >> 7) | 0x80);
+  if (v < 0x200000) {
+    arr[2] = static_cast<uint8_t>(v >> 14);
+    return 3;
+  }
+  arr[2] = static_cast<uint8_t>((v >> 14) | 0x80);
+  if (v < 0x10000000) {
+    arr[3] = static_cast<uint8_t>(v >> 21);
+    return 4;
+  }
+  arr[3] = static_cast<uint8_t>((v >> 21) | 0x80);
+  if (v < 0x800000000ULL) {
+    arr[4] = static_cast<uint8_t>(v >> 28);
+    return 5;
+  }
+  arr[4] = static_cast<uint8_t>((v >> 28) | 0x80);
+  if (v < 0x40000000000ULL) {
+    arr[5] = static_cast<uint8_t>(v >> 35);
+    return 6;
+  }
+  arr[5] = static_cast<uint8_t>((v >> 35) | 0x80);
+  if (v < 0x2000000000000ULL) {
+    arr[6] = static_cast<uint8_t>(v >> 42);
+    return 7;
+  }
+  arr[6] = static_cast<uint8_t>((v >> 42) | 0x80);
+  if (v < 0x100000000000000ULL) {
+    arr[7] = static_cast<uint8_t>(v >> 49);
+    return 8;
+  }
+  arr[7] = static_cast<uint8_t>((v >> 49) | 0x80);
+  arr[8] = static_cast<uint8_t>(v >> 56);
+  return 9;
+}
+
+Py_ssize_t Fory_PyInt64SequenceWriteToBuffer(PyObject *collection,
+                                             Buffer *buffer) {
+  PyObject **items = PySequenceGetItems(collection);
+  if (items == nullptr) {
+    return -1;
+  }
+  Py_ssize_t size = Py_SIZE(collection);
+  uint32_t start_index = buffer->writer_index();
+  uint8_t *data = buffer->data() + start_index;
+  Py_ssize_t total_bytes = 0;
+
+  for (Py_ssize_t i = 0; i < size; i++) {
+    PyObject *item = items[i];
+    int64_t value = PyLong_AsLongLong(item);
+    if (value == -1 && PyErr_Occurred()) {
+      return -1;
+    }
+    uint32_t bytes_written = WriteVarint64ZigZag(data + total_bytes, value);
+    total_bytes += bytes_written;
+  }
+
+  buffer->IncreaseWriterIndex(total_bytes);
+  return total_bytes;
+}
+
+// Read varint64 with ZigZag decoding inline
+// Returns the number of bytes read, or 0 on buffer overflow
+static inline uint32_t
+ReadVarint64ZigZag(const uint8_t *arr, Py_ssize_t remaining, int64_t *result) {
+  if (remaining <= 0) {
+    return 0;
+  }
+
+  uint64_t v = 0;
+  uint32_t shift = 0;
+  uint32_t bytes_read = 0;
+
+  // Read up to 8 bytes with continuation bit
+  for (int i = 0; i < 8; i++) {
+    if (bytes_read >= static_cast<uint32_t>(remaining)) {
+      return 0; // Buffer overflow
+    }
+    uint8_t b = arr[bytes_read++];
+    v |= static_cast<uint64_t>(b & 0x7F) << shift;
+    if ((b & 0x80) == 0) {
+      *result = static_cast<int64_t>((v >> 1) ^ (~(v & 1) + 1));
+      return bytes_read;
+    }
+    shift += 7;
+  }
+  // 9th byte: use all 8 bits (no continuation bit masking)
+  if (bytes_read >= static_cast<uint32_t>(remaining)) {
+    return 0; // Buffer overflow
+  }
+  uint8_t b = arr[bytes_read++];
+  v |= static_cast<uint64_t>(b) << 56;
+
+  *result = static_cast<int64_t>((v >> 1) ^ (~(v & 1) + 1));
+  return bytes_read;
+}
+
+Py_ssize_t Fory_PyInt64SequenceReadFromBuffer(PyObject *list, Buffer *buffer,
+                                              Py_ssize_t count) {
+  if (!PyList_CheckExact(list)) {
+    return -1;
+  }
+
+  uint32_t start_index = buffer->reader_index();
+  const uint8_t *data = buffer->data() + start_index;
+  Py_ssize_t remaining = buffer->size() - start_index;
+  Py_ssize_t total_bytes = 0;
+
+  for (Py_ssize_t i = 0; i < count; i++) {
+    int64_t value;
+    uint32_t bytes_read =
+        ReadVarint64ZigZag(data + total_bytes, remaining - total_bytes, &value);
+    if (bytes_read == 0) {
+      PyErr_SetString(PyExc_ValueError, "Buffer overflow reading varint64");
+      return -1;
+    }
+    total_bytes += bytes_read;
+
+    PyObject *py_int = PyLong_FromLongLong(value);
+    if (py_int == nullptr) {
+      return -1;
+    }
+    PyList_SET_ITEM(list, i, py_int);
+  }
+
+  buffer->IncreaseReaderIndex(total_bytes);
+  return total_bytes;
+}
 } // namespace fory
diff --git a/cpp/fory/python/pyfory.h b/cpp/fory/python/pyfory.h
index 467a86970f..502dca2530 100644
--- a/cpp/fory/python/pyfory.h
+++ b/cpp/fory/python/pyfory.h
@@ -26,4 +26,10 @@ int Fory_PyBooleanSequenceWriteToBuffer(PyObject *collection, Buffer *buffer,
                                         Py_ssize_t start_index);
 int Fory_PyFloatSequenceWriteToBuffer(PyObject *collection, Buffer *buffer,
                                       Py_ssize_t start_index);
+
+Py_ssize_t Fory_PyInt64SequenceWriteToBuffer(PyObject *collection,
+                                             Buffer *buffer);
+
+Py_ssize_t Fory_PyInt64SequenceReadFromBuffer(PyObject *list, Buffer *buffer,
+                                              Py_ssize_t count);
 } // namespace fory
\ No newline at end of file
diff --git a/python/pyfory/collection.pxi b/python/pyfory/collection.pxi
index 9096ddb519..1c8e2227e6 100644
--- a/python/pyfory/collection.pxi
+++ b/python/pyfory/collection.pxi
@@ -191,10 +191,30 @@ cdef class CollectionSerializer(Serializer):
             self._add_element(collection_, i, buffer.read_string())
 
     cdef inline _write_int(self, Buffer buffer, value):
+        cdef Py_ssize_t bytes_written
+        cdef Py_ssize_t max_size
+        value_type = type(value)
+        if value_type is list or value_type is tuple:
+            # Reserve maximum possible size (9 bytes per varint64)
+            max_size = Py_SIZE(value) * 9
+            buffer.grow(<int32_t>max_size)
+            # Try batch write, fall back to slow path on error (e.g., int overflow)
+            try:
+                bytes_written = Fory_PyInt64SequenceWriteToBuffer(value, &buffer.c_buffer)
+                if bytes_written >= 0:
+                    return
+            except OverflowError:
+                pass  # Fall through to slow path
+        # Slow path: write elements one by one
         for s in value:
             buffer.write_varint64(s)
 
     cdef inline _read_int(self, Buffer buffer, int64_t len_, object collection_):
+        cdef Py_ssize_t bytes_read
+        if type(collection_) is list:
+            bytes_read = Fory_PyInt64SequenceReadFromBuffer(collection_, &buffer.c_buffer, len_)
+            if bytes_read >= 0:
+                return
         for i in range(len_):
             self._add_element(collection_, i, buffer.read_varint64())
 
diff --git a/python/pyfory/includes/libserialization.pxd b/python/pyfory/includes/libserialization.pxd
index 8a4b860476..601d4af6c9 100644
--- a/python/pyfory/includes/libserialization.pxd
+++ b/python/pyfory/includes/libserialization.pxd
@@ -84,3 +84,5 @@ cdef extern from "fory/type/type.h" namespace "fory" nogil:
 cdef extern from "fory/python/pyfory.h" namespace "fory":
     int Fory_PyBooleanSequenceWriteToBuffer(object collection, CBuffer *buffer, Py_ssize_t start_index)
     int Fory_PyFloatSequenceWriteToBuffer(object collection, CBuffer *buffer, Py_ssize_t start_index)
+    Py_ssize_t Fory_PyInt64SequenceWriteToBuffer(object collection, CBuffer *buffer) except? -1
+    Py_ssize_t Fory_PyInt64SequenceReadFromBuffer(object list, CBuffer *buffer, Py_ssize_t count) except? -1
diff --git a/python/pyfory/serialization.pyx b/python/pyfory/serialization.pyx
index 7eaaa05847..47cfb441d3 100644
--- a/python/pyfory/serialization.pyx
+++ b/python/pyfory/serialization.pyx
@@ -36,7 +36,7 @@ from pyfory.meta.metastring import Encoding
 from pyfory.types import is_primitive_type
 from pyfory.policy import DeserializationPolicy, DEFAULT_POLICY
 from pyfory.includes.libserialization cimport \
-    (TypeId, IsNamespacedType, IsTypeShareMeta, Fory_PyBooleanSequenceWriteToBuffer, Fory_PyFloatSequenceWriteToBuffer)
+    (TypeId, IsNamespacedType, IsTypeShareMeta, Fory_PyBooleanSequenceWriteToBuffer, Fory_PyFloatSequenceWriteToBuffer, Fory_PyInt64SequenceWriteToBuffer, Fory_PyInt64SequenceReadFromBuffer)
 
 from libc.stdint cimport int8_t, int16_t, int32_t, int64_t, uint64_t
 from libc.stdint cimport *