diff --git a/cqlsh-scripts/analyze_clients.py b/cqlsh-scripts/analyze_clients.py
new file mode 100644
index 0000000..4c66415
--- /dev/null
+++ b/cqlsh-scripts/analyze_clients.py
@@ -0,0 +1,114 @@
+#!/usr/bin/env python3
+
+# Verified against backend 5.5
+# to be executed inside the wire-utility pod
+# After dumping brig.user, galley.clients, and gundeck.user_push, we use galley.clients as the source of all known clients per user, and brig.user only to map user IDs to emails.
+# gundeck.user_push.client is matched against galley.clients.clients: matching push clients are classified by ARN as iOS (APNS) or Android (GCM/FCM).
+# Any client present in galley.clients.clients but missing from gundeck.user_push.client is counted as a Webapp/Desktop client.
+# We count total unique users, total unique clients, per-client-type counts, per-user client-type usage, and list Webapp/Desktop clients with their user ID and email.
+# Any push client present in gundeck.user_push but missing from galley.clients is reported separately as an inconsistency.
+
+import csv
+import re
+import sys
+from collections import defaultdict
+from pathlib import Path
+
+data_dir = Path(sys.argv[1]) if len(sys.argv) > 1 else Path("./cql_export")
+
+push_csv = data_dir / "user_push.csv"
+galley_csv = data_dir / "galley_clients.csv"
+brig_csv = data_dir / "brig_user.csv"
+
+push_by_client = {}
+ios_clients = set()
+android_clients = set()
+ios_users = set()
+android_users = set()
+
+with push_csv.open(newline="") as f:
+    for row in csv.DictReader(f):
+        client = row["client"].strip()
+        arn = row["arn"].strip()
+        user = row["usr"].strip()
+
+        push_by_client[client] = {"user": user, "arn": arn}
+
+        if ":endpoint/APNS/" in arn or ":endpoint/APNS_SANDBOX/" in arn:
+            ios_clients.add(client)
+            ios_users.add(user)
+        elif ":endpoint/GCM/" in arn or ":endpoint/FCM/" in arn:
+            android_clients.add(client)
+            android_users.add(user)
+
+galley_clients_by_user = defaultdict(set)
+galley_all_clients = set()
+galley_users = set()
+
+with galley_csv.open(newline="") as f:
+    for row in csv.DictReader(f):
+        user = row["user"].strip()
+        clients_raw = row["clients"].strip()
+
+        clients = re.findall(r"[0-9a-fA-F]+", clients_raw)
+        if clients:
+            galley_users.add(user)
+
+        for client in clients:
+            galley_clients_by_user[user].add(client)
+            galley_all_clients.add(client)
+
+emails = {}
+
+with brig_csv.open(newline="") as f:
+    for row in csv.DictReader(f):
+        emails[row["id"].strip()] = row["email"].strip()
+
+push_clients = set(push_by_client)
+
+push_clients_missing_in_galley = sorted(push_clients - galley_all_clients)
+webapp_clients = sorted(galley_all_clients - push_clients)
+
+missing_in_galley_by_user = defaultdict(list)
+for client in push_clients_missing_in_galley:
+    user = push_by_client[client]["user"]
+    missing_in_galley_by_user[user].append(client)
+
+webapp_clients_by_user = defaultdict(list)
+for user, clients in galley_clients_by_user.items():
+    for client in sorted(clients - push_clients):
+        webapp_clients_by_user[user].append(client)
+
+all_known_clients = galley_all_clients | push_clients
+all_known_users = galley_users | {v["user"] for v in push_by_client.values()}
+
+print("=== Total known clients and users ===")
+print(f"Unique users:  {len(all_known_users)}")
+print(f"Total clients: {len(all_known_clients)}")
+print()
+
+print("=== Client type summary ===")
+print(f"iOS clients:     {len(ios_clients)}")
+print(f"Android clients: {len(android_clients)}")
+print(f"Webapp/Desktop clients:  {len(webapp_clients)}")
+print(f"Unknown push clients not in galley.clients: {len(push_clients_missing_in_galley)}")
+print()
+
+print("=== Client Type usage accros the users ===")
+print(f"Users using iOS:     {len(ios_users)}")
+print(f"Users using Android: {len(android_users)}")
+print(f"Users using Webapp/Desktop:  {len(webapp_clients_by_user)}")
+print(f"Total users using Mobile clients(iOS/Android): {len(ios_users | android_users)}")
+print()
+
+print("=== Push clients (iOS/Android) if not present in galley.clients (all clients) ===")
+print(f"Count: {len(push_clients_missing_in_galley)}")
+for user, clients in sorted(missing_in_galley_by_user.items()):
+    print(f"user={user} email={emails.get(user, 'UNKNOWN')} clients={clients}")
+print()
+
+print("=== Webapp/Desktop clients: galley.clients not present in gundeck.user_push ===")
+print(f"Count: {len(webapp_clients)}")
+for user, clients in sorted(webapp_clients_by_user.items()):
+    print(f"user={user} email={emails.get(user, 'UNKNOWN')} clients={clients}")
+
diff --git a/cqlsh-scripts/collect_user_cql_data.sh b/cqlsh-scripts/collect_user_cql_data.sh
new file mode 100644
index 0000000..c846f13
--- /dev/null
+++ b/cqlsh-scripts/collect_user_cql_data.sh
@@ -0,0 +1,15 @@
+
+#!/usr/bin/env bash
+# to be executed inside the wire-utility pod
+set -euo pipefail
+
+CQLSH="${CQLSH:-cqlsh}"
+OUT_DIR="${OUT_DIR:-./cql_export}"
+
+mkdir -p "$OUT_DIR"
+
+$CQLSH -e "COPY gundeck.user_push (client, arn, usr) TO '$OUT_DIR/user_push.csv' WITH HEADER = true AND PAGESIZE = 100 AND NUMPROCESSES = 1;"
+$CQLSH -e "COPY galley.clients (user, clients) TO '$OUT_DIR/galley_clients.csv' WITH HEADER = true AND PAGESIZE = 100 AND NUMPROCESSES = 1;"
+$CQLSH -e "COPY brig.user (id, email) TO '$OUT_DIR/brig_user.csv' WITH HEADER = true AND PAGESIZE = 100 AND NUMPROCESSES = 1;"
+
+echo "CSV files written to: $OUT_DIR"