diff --git a/extra-scripts/rsync-active-users.py b/extra-scripts/rsync-active-users.py
index 348abbc01e..5d3dd7a6c7 100755
--- a/extra-scripts/rsync-active-users.py
+++ b/extra-scripts/rsync-active-users.py
@@ -89,14 +89,31 @@ def escape(to_escape, safe=SAFE, escape_char=ESCAPE_CHAR, allow_collisions=False
 
 
 def get_all_users(hub_url, token):
-    url = f"{hub_url}/hub/api/users"
-    resp = requests.get(url, headers={"Authorization": f"token {token}"})
+    offset = 0
+    limit = 200  # The default max size for a page
+
+    while True:
+        url = f"{hub_url}/hub/api/users?offset={offset}&limit={limit}"
+        resp = requests.get(
+            url,
+            headers={
+                "Authorization": f"token {token}",
+                "Accept": "application/jupyterhub-pagination+json",
+            },
+        )
 
-    users = resp.json()
-    for user in users:
-        if user["last_activity"]:
-            user["last_activity"] = parse(user.get("last_activity"))
-    return users
+        paginated_resp = resp.json()
+        users = paginated_resp["items"]
+        pagination = paginated_resp.get("_pagination", {}).get("next", None)
+        if pagination is None:
+            break
+        else:
+            offset = pagination["offset"]
+            limit = pagination["limit"]
+        for user in users:
+            if user["last_activity"]:
+                user["last_activity"] = parse(user.get("last_activity"))
+            yield user
 
 
 def rsync(user, src_basedir, dest_basedir, dry_run):