diff --git a/scouter/activities/redis.py b/scouter/activities/redis.py
index b753509..f72059d 100644
--- a/scouter/activities/redis.py
+++ b/scouter/activities/redis.py
@@ -141,8 +141,16 @@ class Redis(RedisBase):
 
             # Remove possibly removed tags
             tags = list(model_tags.keys())
+            self.debug(
+                f"Tags to keep: {tags}",
+                metadata=metadata
+            )
             data_hold = {tag: content for tag,
                          content in data_hold.items() if tag in tags}
+            self.debug(
+                f"Data hold after removing removed tags: {data_hold}",
+                metadata=metadata
+            )
 
             to_register_metrics = []
             for _, row in data.iterrows():
@@ -158,6 +166,10 @@ class Redis(RedisBase):
             self.set(key, data_hold, ttl=retention_time)
 
             # Register metrics
+            self.debug(
+                f"Metrics to register: {to_register_metrics}",
+                metadata=metadata
+            )
             for metric in to_register_metrics:
                 metrics.TAG_CHANGES_MONITOR.labels(
                     pod_id=self.pod_id,