diff --git a/docs/misc/changelog.rst b/docs/misc/changelog.rst
index 535030d..5ab772c 100644
--- a/docs/misc/changelog.rst
+++ b/docs/misc/changelog.rst
@@ -18,6 +18,7 @@ New Features:
 - Add `seed()` method to `VecEnv` class
 - Add support for Callback (cf https://github.com/hill-a/stable-baselines/pull/644)
 - Add methods for saving and loading replay buffer
+- Add `extend()` method to the buffers
 
 Bug Fixes:
 ^^^^^^^^^^
diff --git a/tests/test_save_load.py b/tests/test_save_load.py
index 38c2f0b..da3f7d0 100644
--- a/tests/test_save_load.py
+++ b/tests/test_save_load.py
@@ -139,7 +139,7 @@ def test_save_load_replay_buffer(model_class):
     log_folder = 'logs'
     replay_path = os.path.join('logs', 'replay_buffer.pkl')
     os.makedirs(log_folder, exist_ok=True)
-    buffer_size = 10000
+    buffer_size = 1000
     model = model_class('MlpPolicy', 'Pendulum-v0', buffer_size=buffer_size)
     model.learn(500)
     old_replay_buffer = deepcopy(model.replay_buffer)
@@ -153,5 +153,9 @@ def test_save_load_replay_buffer(model_class):
     assert np.allclose(old_replay_buffer.rewards, model.replay_buffer.rewards)
     assert np.allclose(old_replay_buffer.dones, model.replay_buffer.dones)
 
+    # test extending replay buffer
+    model.replay_buffer.extend(old_replay_buffer.observations, old_replay_buffer.next_observations,
+                               old_replay_buffer.actions, old_replay_buffer.rewards, old_replay_buffer.dones)
+
     # clear file from os
     os.remove(replay_path)
diff --git a/torchy_baselines/common/buffers.py b/torchy_baselines/common/buffers.py
index 39fe24b..0ac3e2f 100644
--- a/torchy_baselines/common/buffers.py
+++ b/torchy_baselines/common/buffers.py
@@ -61,6 +61,14 @@ class BaseBuffer(object):
         """
         raise NotImplementedError()
 
+    def extend(self, *args, **kwargs) -> None:
+        """
+        Add a new batch of transitions to the buffer
+        """
+        # Do a for loop along the batch axis
+        for data in zip(*args):
+            self.add(*data)
+
     def reset(self) -> None:
         """
         Reset the buffer.