diff --git a/enrichment/indexed_capture.py b/enrichment/indexed_capture.py
index be61eb3..e07b83d 100644
--- a/enrichment/indexed_capture.py
+++ b/enrichment/indexed_capture.py
@@ -138,6 +138,7 @@ class IndexedCapture:
 
     def query_metrics(self, start_ts, end_ts, ap_bssid, ap_channel):
         packets = self.get_packets_in_time_range(start_ts, end_ts)
+        print(f"[DEBUG] Packets in window: {len(packets)} between {start_ts} and {end_ts}")
 
         # Use indexed data instead of recalculating
         clients_on_ap = self._count_clients_on_ap(packets, ap_bssid)