diff --git a/sky/clouds/service_catalog/common.py b/sky/clouds/service_catalog/common.py
index fbbe0fdcef1..1b5fec9e8e8 100644
--- a/sky/clouds/service_catalog/common.py
+++ b/sky/clouds/service_catalog/common.py
@@ -58,7 +58,9 @@ class InstanceTypeInfo(NamedTuple):
 
 
 def get_catalog_path(filename: str) -> str:
-    return os.path.join(_ABSOLUTE_VERSIONED_CATALOG_DIR, filename)
+    catalog_path = os.path.join(_ABSOLUTE_VERSIONED_CATALOG_DIR, filename)
+    os.makedirs(os.path.dirname(catalog_path), exist_ok=True)
+    return catalog_path
 
 
 def is_catalog_modified(filename: str) -> bool:
@@ -225,7 +227,7 @@ def _update_catalog():
                         with open(meta_path + '.md5', 'w',
                                   encoding='utf-8') as f:
                             f.write(hashlib.md5(r.text.encode()).hexdigest())
-                logger.info(f'Updated {cloud} catalog.')
+                logger.debug(f'Updated {cloud} catalog {filename}.')
 
     return LazyDataFrame(catalog_path, update_func=_update_catalog)