diff --git a/dvc/analytics.py b/dvc/analytics.py
index 7939ba5c3..2d0d328e7 100644
--- a/dvc/analytics.py
+++ b/dvc/analytics.py
@@ -6,6 +6,7 @@ import sys
 import uuid
 
 import distro
+from voluptuous import Schema, Any
 
 from dvc import __version__
 from dvc.config import Config, to_bool
@@ -19,6 +20,18 @@ from dvc.utils.compat import str, FileNotFoundError, fspath_py35
 
 logger = logging.getLogger(__name__)
 
+report_schema = Schema(
+    {
+        "cmd_class": Any(str, None),
+        "cmd_return_code": Any(int, None),
+        "dvc_version": str,
+        "is_binary": bool,
+        "scm_class": Any("Git", None),
+        "user_id": str,
+        "system_info": dict,
+    }
+)
+
 
 def collect(args=None, return_code=None):
     """
diff --git a/tests/unit/test_analytics.py b/tests/unit/test_analytics.py
index b54b8132e..953a681a3 100644
--- a/tests/unit/test_analytics.py
+++ b/tests/unit/test_analytics.py
@@ -19,14 +19,7 @@ def tmp_global_config(tmp_path):
 
 def test_collect(tmp_global_config):
     report = analytics.collect(return_code=0)
-
-    assert report["cmd_return_code"] == 0
-    assert report["scm_class"] in ["Git", None]
-    assert not report["cmd_class"]
-    assert type(report["is_binary"]) is bool
-    assert type(report["system_info"]) is dict
-    assert type(report["dvc_version"]) is builtin_str
-    assert type(report["user_id"]) is str
+    assert analytics.report_schema(report)
 
 
 @mock.patch("requests.post")