diff --git a/modelscope/pipelines/audio/kws_kwsbp_pipeline.py b/modelscope/pipelines/audio/kws_kwsbp_pipeline.py
index 1f31766a..866b8d0b 100644
--- a/modelscope/pipelines/audio/kws_kwsbp_pipeline.py
+++ b/modelscope/pipelines/audio/kws_kwsbp_pipeline.py
@@ -8,6 +8,8 @@ from modelscope.models import Model
 from modelscope.pipelines.base import Pipeline
 from modelscope.pipelines.builder import PIPELINES
 from modelscope.preprocessors import WavToLists
+from modelscope.utils.audio.audio_utils import (extract_pcm_from_wav,
+                                                load_bytes_from_url)
 from modelscope.utils.constant import Tasks
 from modelscope.utils.logger import get_logger
 
@@ -40,6 +42,13 @@ class KeyWordSpottingKwsbpPipeline(Pipeline):
         if self.preprocessor is None:
             self.preprocessor = WavToLists()
 
+        if isinstance(audio_in, str):
+            # load pcm data from url if audio_in is url str
+            audio_in = load_bytes_from_url(audio_in)
+        elif isinstance(audio_in, bytes):
+            # load pcm data from wav data if audio_in is wave format
+            audio_in = extract_pcm_from_wav(audio_in)
+
         output = self.preprocessor.forward(self.model.forward(), audio_in)
         output = self.forward(output)
         rst = self.postprocess(output)
diff --git a/modelscope/utils/audio/audio_utils.py b/modelscope/utils/audio/audio_utils.py
index c93e0102..4c2c45cc 100644
--- a/modelscope/utils/audio/audio_utils.py
+++ b/modelscope/utils/audio/audio_utils.py
@@ -42,23 +42,28 @@ def extract_pcm_from_wav(wav: bytes) -> bytes:
     if len(data) > 44:
         frame_len = 44
         file_len = len(data)
-        header_fields = {}
-        header_fields['ChunkID'] = str(data[0:4], 'UTF-8')
-        header_fields['Format'] = str(data[8:12], 'UTF-8')
-        header_fields['Subchunk1ID'] = str(data[12:16], 'UTF-8')
-        if header_fields['ChunkID'] == 'RIFF' and header_fields[
-                'Format'] == 'WAVE' and header_fields['Subchunk1ID'] == 'fmt ':
-            header_fields['SubChunk1Size'] = struct.unpack('<I',
-                                                           data[16:20])[0]
+        try:
+            header_fields = {}
+            header_fields['ChunkID'] = str(data[0:4], 'UTF-8')
+            header_fields['Format'] = str(data[8:12], 'UTF-8')
+            header_fields['Subchunk1ID'] = str(data[12:16], 'UTF-8')
+            if header_fields['ChunkID'] == 'RIFF' and header_fields[
+                    'Format'] == 'WAVE' and header_fields[
+                        'Subchunk1ID'] == 'fmt ':
+                header_fields['SubChunk1Size'] = struct.unpack(
+                    '<I', data[16:20])[0]
 
-            if header_fields['SubChunk1Size'] == 16:
-                frame_len = 44
-            elif header_fields['SubChunk1Size'] == 18:
-                frame_len = 46
-            else:
-                return data
+                if header_fields['SubChunk1Size'] == 16:
+                    frame_len = 44
+                elif header_fields['SubChunk1Size'] == 18:
+                    frame_len = 46
+                else:
+                    return data
 
-            data = wav[frame_len:file_len]
+                data = wav[frame_len:file_len]
+        except Exception:
+            # no treatment
+            pass
 
     return data
 
diff --git a/tests/pipelines/test_key_word_spotting.py b/tests/pipelines/test_key_word_spotting.py
index 20636a42..2f06936f 100644
--- a/tests/pipelines/test_key_word_spotting.py
+++ b/tests/pipelines/test_key_word_spotting.py
@@ -18,6 +18,7 @@ logger = get_logger()
 
 POS_WAV_FILE = 'data/test/audios/kws_xiaoyunxiaoyun.wav'
 BOFANGYINYUE_WAV_FILE = 'data/test/audios/kws_bofangyinyue.wav'
+URL_FILE = 'https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/KWS/pos_testset/20200707_xiaoyun.wav'
 
 POS_TESTSETS_FILE = 'pos_testsets.tar.gz'
 POS_TESTSETS_URL = 'https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/KWS/pos_testsets.tar.gz'
@@ -76,6 +77,22 @@ class KeyWordSpottingTest(unittest.TestCase, DemoCompatibilityCheck):
                 }]
             }
         },
+        'test_run_with_url': {
+            'checking_item': [OutputKeys.KWS_LIST, 0, 'keyword'],
+            'checking_value': '小云小云',
+            'example': {
+                'wav_count':
+                1,
+                'kws_type':
+                'pcm',
+                'kws_list': [{
+                    'keyword': '小云小云',
+                    'offset': 0.69,
+                    'length': 1.67,
+                    'confidence': 0.996023
+                }]
+            }
+        },
         'test_run_with_pos_testsets': {
             'checking_item': ['recall'],
             'example': {
@@ -237,6 +254,12 @@ class KeyWordSpottingTest(unittest.TestCase, DemoCompatibilityCheck):
         self.check_result('test_run_with_wav_by_customized_keywords',
                           kws_result)
 
+    @unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
+    def test_run_with_url(self):
+        kws_result = self.run_pipeline(
+            model_id=self.model_id, audio_in=URL_FILE)
+        self.check_result('test_run_with_url', kws_result)
+
     @unittest.skipUnless(test_level() >= 1, 'skip test in current test level')
     def test_run_with_pos_testsets(self):
         wav_file_path = download_and_untar(