diff --git a/vdirsyncer/__init__.py b/vdirsyncer/__init__.py
index bd1b9be..6e32578 100644
--- a/vdirsyncer/__init__.py
+++ b/vdirsyncer/__init__.py
@@ -8,3 +8,7 @@ __version__ = pkg_resources.get_distribution('vdirsyncer').version
 
 PROJECT_HOME = 'https://github.com/untitaker/vdirsyncer'
 DOCS_HOME = 'https://vdirsyncer.readthedocs.org/en/latest'
+
+# Increase whenever upgrade potentially breaks discovery cache and collections
+# should be re-discovered
+discovery_cache_version = 1
diff --git a/vdirsyncer/cli/utils.py b/vdirsyncer/cli/utils.py
index 9876342..547df4e 100644
--- a/vdirsyncer/cli/utils.py
+++ b/vdirsyncer/cli/utils.py
@@ -145,10 +145,13 @@ def get_status_name(pair, collection):
 
 
 def _get_collections_cache_key(pair_options, config_a, config_b):
+    from vdirsyncer import discovery_cache_version
     m = hashlib.sha256()
     j = json.dumps([
+        discovery_cache_version,
         pair_options.get('collections', None),
-        config_a, config_b
+        config_a,
+        config_b
     ], sort_keys=True)
     m.update(j.encode('utf-8'))
     return m.hexdigest()