diff --git a/.github/workflows/bindings_python.yml b/.github/workflows/bindings_python.yml
index 6abf6cd4e75c..a93a72eb3a1a 100644
--- a/.github/workflows/bindings_python.yml
+++ b/.github/workflows/bindings_python.yml
@@ -54,8 +54,10 @@ jobs:
           python -m pip install -e .[test]
       - name: Run behave
         working-directory: "bindings/python"
+        env:
+          OPENDAL_MEMORY_TEST: on
         run: |
-          python -m behave tests
+          pytest -vk TestMemory
 
   linux:
     runs-on: ubuntu-latest
diff --git a/bindings/python/CONTRIBUTING.md b/bindings/python/CONTRIBUTING.md
index f01735f088af..9b428b10c65b 100644
--- a/bindings/python/CONTRIBUTING.md
+++ b/bindings/python/CONTRIBUTING.md
@@ -67,11 +67,11 @@ Note: `maturin develop` will be faster, but doesn't support all the features. In
 
 ## Test
 
-OpenDAL adopts `behave` for behavior tests:
+OpenDAL adopts `pytest` for behavior tests:
 
 ```shell
 maturin develop -E test
-behave tests
+OPENDAL_MEMORY_TEST=on pytest -vk TestMemory
 ```
 
 ## Docs
diff --git a/bindings/python/README.md b/bindings/python/README.md
index 0baf1ae0114e..871a0744263b 100644
--- a/bindings/python/README.md
+++ b/bindings/python/README.md
@@ -66,7 +66,7 @@ Run some tests:
 
 ```shell
 maturin develop -E test
-behave tests
+OPENDAL_MEMORY_TEST=on pytest -vk TestMemory
 ```
 
 Build API docs:
diff --git a/bindings/python/pyproject.toml b/bindings/python/pyproject.toml
index 34ae83a24cfa..d096ef35ba4c 100644
--- a/bindings/python/pyproject.toml
+++ b/bindings/python/pyproject.toml
@@ -41,7 +41,7 @@ benchmark = [
   "boto3-stubs[essential]",
 ]
 docs = ["pdoc"]
-test = ["behave", "pytest", "python-dotenv"]
+test = ["pytest", "python-dotenv"]
 
 [project.urls]
 Documentation = "https://opendal.apache.org/docs/python/opendal.html"
diff --git a/bindings/python/tests/binding.feature b/bindings/python/tests/binding.feature
deleted file mode 120000
index fcb71d3890cd..000000000000
--- a/bindings/python/tests/binding.feature
+++ /dev/null
@@ -1 +0,0 @@
-../../tests/features/binding.feature
\ No newline at end of file
diff --git a/bindings/python/tests/steps/binding.py b/bindings/python/tests/steps/binding.py
deleted file mode 100644
index 06edb9f7ffc2..000000000000
--- a/bindings/python/tests/steps/binding.py
+++ /dev/null
@@ -1,100 +0,0 @@
-# Licensed to the Apache Software Foundation (ASF) under one
-# or more contributor license agreements.  See the NOTICE file
-# distributed with this work for additional information
-# regarding copyright ownership.  The ASF licenses this file
-# to you under the Apache License, Version 2.0 (the
-# "License"); you may not use this file except in compliance
-# with the License.  You may obtain a copy of the License at
-#
-#   http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing,
-# software distributed under the License is distributed on an
-# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
-# KIND, either express or implied.  See the License for the
-# specific language governing permissions and limitations
-# under the License.
-
-from behave import given, when, then
-from behave.api.async_step import async_run_until_complete
-import opendal
-
-
-@given("A new OpenDAL Blocking Operator")
-def step_impl(context):
-    context.op = opendal.Operator("memory")
-
-
-@when('Blocking write path "{filename}" with content "{content}"')
-def step_impl(context, filename, content):
-    context.op.write(filename, content.encode())
-
-
-@then('The blocking file "{filename}" should exist')
-def step_impl(context, filename):
-    context.op.stat(filename)
-
-
-@then('The blocking file "{filename}" entry mode must be file')
-def step_impl(context, filename):
-    assert context.op.stat(filename).mode.is_file()
-
-
-@then('The blocking file "{filename}" content length must be {size:d}')
-def step_impl(context, filename, size):
-    assert context.op.stat(filename).content_length == size
-
-
-@then('The blocking file "{filename}" must have content "{content}"')
-def step_impl(context, filename, content):
-    bs = context.op.read(filename)
-    assert bs == content.encode()
-
-
-@given("A new OpenDAL Async Operator")
-@async_run_until_complete
-async def step_impl(context):
-    context.op = opendal.AsyncOperator("memory")
-
-
-@when('Async write path "{filename}" with content "{content}"')
-@async_run_until_complete
-async def step_impl(context, filename, content):
-    await context.op.write(filename, content.encode())
-
-
-@then('The async file "{filename}" should exist')
-@async_run_until_complete
-async def step_impl(context, filename):
-    await context.op.stat(filename)
-
-
-@then('The async file "{filename}" entry mode must be file')
-@async_run_until_complete
-async def step_impl(context, filename):
-    meta = await context.op.stat(filename)
-    assert meta.mode.is_file()
-
-
-@then('The async file "{filename}" content length must be {size:d}')
-@async_run_until_complete
-async def step_impl(context, filename, size):
-    meta = await context.op.stat(filename)
-    assert meta.content_length == size
-
-
-@then('The async file "{filename}" must have content "{content}"')
-@async_run_until_complete
-async def step_impl(context, filename, content):
-    bs = await context.op.read(filename)
-    assert bs == content.encode()
-
-@then("The presign operation should success or raise exception Unsupported")
-@async_run_until_complete
-async def step_impl(context):
-    try:
-        await context.op.presign_stat("test.txt", 10)
-        await context.op.presign_read("test.txt", 10)
-        await context.op.presign_write("test.txt", 10)
-    except NotImplementedError:
-        pass
\ No newline at end of file