diff --git a/extras-requirements.txt b/extras-requirements.txt
index b2514a224f1f..847e2eec27dd 100644
--- a/extras-requirements.txt
+++ b/extras-requirements.txt
@@ -14,6 +14,8 @@ aiobotocore~=1.4.0
 # aioitertools 0.9 and above requires typing-extensions>4, which conflicts with kfp
 aioitertools<0.9
 s3fs~=2021.8.1
+# https://github.com/Azure/azure-sdk-for-python/issues/24765#issuecomment-1150310498
+msrest~=0.6.21
 # azure-core>=1.23.0 uses ParamSpec, and hence depends on typing_extensions>=4
 azure-core<1.23
 azure-storage-blob~=12.0
diff --git a/setup.py b/setup.py
index 421de2f527f7..ab6e82a7a055 100644
--- a/setup.py
+++ b/setup.py
@@ -85,6 +85,7 @@ def load_deps(path):
         "s3fs~=2021.8.1",
     ],
     "azure-blob-storage": [
+        "msrest~=0.6.21",
         "azure-storage-blob~=12.0",
         "azure-core<1.23",
         "adlfs~=2021.8.1",