diff --git a/odoo_openupgrade_wizard/tools/tools_odoo_module.py b/odoo_openupgrade_wizard/tools/tools_odoo_module.py
index fea1d30..a07b37f 100644
--- a/odoo_openupgrade_wizard/tools/tools_odoo_module.py
+++ b/odoo_openupgrade_wizard/tools/tools_odoo_module.py
@@ -346,8 +346,20 @@ class OdooModule(object):
 
     def get_odoo_apps_url(self):
         logger.info("Searching %s in the Odoo appstore ..." % self.name)
-        url = f"https://apps.odoo.com/apps/modules/14.0/{self.name}/"
-        if requests.get(url).status_code == 200:
+        url = (
+            f"https://apps.odoo.com/apps/modules/"
+            f"{self.analyse.initial_version}/{self.name}/"
+        )
+        try:
+            response = requests.get(url)
+        except requests.exceptions.RequestException as err:
+            logger.warning(
+                "Error when trying to get %s: %s",
+                url,
+                err,
+            )
+            return False
+        if response.status_code == 200:
             return url
         return False