diff --git a/inventory/__init__.py b/inventory/__init__.py
index 9e61f97..e41ee3e 100644
--- a/inventory/__init__.py
+++ b/inventory/__init__.py
@@ -19,7 +19,6 @@ def is_in_memory_sqlite():
     if not uri:
         return False
     url = make_url(uri)
-    print(url, url.database)
     return url.get_backend_name() == "sqlite" and url.database == ":memory:"
 
 def create_app():
diff --git a/inventory/models/areas.py b/inventory/models/areas.py
index 74e0dc6..199dda4 100644
--- a/inventory/models/areas.py
+++ b/inventory/models/areas.py
@@ -63,9 +63,6 @@ class Area(ValidatableMixin, db.Model):
         existing_by_id = {area.id: area for area in existing_query.all()}
         existing_ids = set(existing_by_id.keys())
 
-        print(f"Existing area IDs: {existing_ids}")
-        print(f"Submitted area IDs: {seen_ids}")
-
         for entry in submitted_clean:
             submitted_id_raw = entry.get("id")
             submitted_name = entry["name"]
@@ -75,7 +72,6 @@ class Area(ValidatableMixin, db.Model):
                 db.session.add(new_area)
                 db.session.flush()  # Get the real ID
                 temp_id_map[submitted_id_raw] = new_area.id
-                print(f"➕ Adding area: {submitted_name}")
             else:
                 try:
                     submitted_id = int(submitted_id_raw)
@@ -85,13 +81,11 @@ class Area(ValidatableMixin, db.Model):
                 if submitted_id in existing_by_id:
                     area = existing_by_id[submitted_id]
                     if area.name != submitted_name:
-                        print(f"✏️ Updating area {area.id}: '{area.name}' → '{submitted_name}'")
                         area.name = submitted_name
 
         for existing_id in existing_ids - seen_ids:
             area = existing_by_id[existing_id]
             db.session.delete(area)
-            print(f"🗑️ Removing area: {area.name}")
 
         id_map = {
             **{str(i): i for i in seen_ids},                           # "1" → 1
diff --git a/inventory/models/brands.py b/inventory/models/brands.py
index cc360dc..3f1f4e9 100644
--- a/inventory/models/brands.py
+++ b/inventory/models/brands.py
@@ -56,9 +56,6 @@ class Brand(ValidatableMixin, db.Model):
         existing_by_id = {b.id: b for b in db.session.query(cls).all()}
         existing_ids = set(existing_by_id.keys())
 
-        print(f"Existing brand IDs: {existing_ids}")
-        print(f"Submitted brand IDs: {seen_ids}")
-
         for entry in submitted_clean:
             submitted_id = entry.get("id")
             name = entry["name"]
@@ -68,7 +65,6 @@ class Brand(ValidatableMixin, db.Model):
                 db.session.add(obj)
                 db.session.flush()
                 temp_id_map[submitted_id] = obj.id
-                print(f"➕ Adding brand: {name}")
             else:
                 try:
                     parsed_id = int(submitted_id)
@@ -78,12 +74,10 @@ class Brand(ValidatableMixin, db.Model):
                 if parsed_id in existing_by_id:
                     obj = existing_by_id[parsed_id]
                     if obj.name != name:
-                        print(f"✏️ Updating brand {obj.id}: '{obj.name}' → '{name}'")
                         obj.name = name
 
         for id_to_remove in existing_ids - seen_ids:
             db.session.delete(existing_by_id[id_to_remove])
-            print(f"🗑️ Removing brand ID {id_to_remove}")
 
         id_map = {
             **{str(i): i for i in seen_ids},                          # "1" → 1
diff --git a/inventory/models/items.py b/inventory/models/items.py
index bf8eaf9..db44e1d 100644
--- a/inventory/models/items.py
+++ b/inventory/models/items.py
@@ -60,9 +60,6 @@ class Item(ValidatableMixin, db.Model):
         existing_by_id = {t.id: t for t in db.session.query(cls).all()}
         existing_ids = set(existing_by_id.keys())
 
-        print(f"Existing item IDs: {existing_ids}")
-        print(f"Submitted item IDs: {seen_ids}")
-
         for entry in submitted_clean:
             submitted_id = entry["id"]
             description = entry["description"]
@@ -72,18 +69,15 @@ class Item(ValidatableMixin, db.Model):
                 db.session.add(obj)
                 db.session.flush()
                 temp_id_map[submitted_id] = obj.id
-                print(f"➕ Adding type: {description}")
             elif isinstance(submitted_id, int) or submitted_id.isdigit():
                 submitted_id_int = int(submitted_id)
                 obj = existing_by_id.get(submitted_id_int)
                 if obj and obj.description != description:
-                    print(f"✏️ Updating type {obj.id}: '{obj.description}' → '{description}'")
                     obj.description = description
 
         for id_to_remove in existing_ids - seen_ids:
             obj = existing_by_id[id_to_remove]
             db.session.delete(obj)
-            print(f"🗑️ Removing type ID {id_to_remove}")
 
         id_map = {
             **{str(i): i for i in seen_ids},
diff --git a/inventory/models/room_functions.py b/inventory/models/room_functions.py
index 7dd356d..436d3e7 100644
--- a/inventory/models/room_functions.py
+++ b/inventory/models/room_functions.py
@@ -58,9 +58,6 @@ class RoomFunction(ValidatableMixin, db.Model):
         existing_by_id = {f.id: f for f in db.session.query(cls).all()}
         existing_ids = set(existing_by_id.keys())
 
-        print(f"Existing function IDs: {existing_ids}")
-        print(f"Submitted function IDs: {seen_ids}")
-
         for entry in submitted_clean:
             submitted_id = entry.get("id")
             description = entry["description"]
@@ -70,18 +67,15 @@ class RoomFunction(ValidatableMixin, db.Model):
                 db.session.add(obj)
                 db.session.flush()
                 temp_id_map[submitted_id] = obj.id
-                print(f"➕ Adding function: {description}")
             elif isinstance(submitted_id, int) or submitted_id.isdigit():
                 submitted_id_int = int(submitted_id)
                 obj = existing_by_id.get(submitted_id_int)
                 if obj and obj.description != description:
-                    print(f"✏️ Updating function {obj.id}: '{obj.description}' → '{description}'")
                     obj.description = description
 
         for id_to_remove in existing_ids - seen_ids:
             obj = existing_by_id[id_to_remove]
             db.session.delete(obj)
-            print(f"🗑️ Removing function ID {id_to_remove}")
 
         id_map = {
             **{str(i): i for i in seen_ids},
diff --git a/inventory/models/rooms.py b/inventory/models/rooms.py
index 1d759fc..bf1cb31 100644
--- a/inventory/models/rooms.py
+++ b/inventory/models/rooms.py
@@ -56,7 +56,6 @@ class Room(ValidatableMixin, db.Model):
         Supports add, update, and delete.
         """
         def resolve_fk(key, fk_map, label):
-            print(f"Resolving {label} ID: {key} using map: {fk_map}")
             if key is None:
                 return None
             key = str(key)
@@ -97,9 +96,6 @@ class Room(ValidatableMixin, db.Model):
         existing_by_id = {room.id: room for room in existing_query.all()}
         existing_ids = set(existing_by_id.keys())
 
-        print(f"Existing room IDs: {existing_ids}")
-        print(f"Submitted room IDs: {seen_ids}")
-
         for entry in submitted_clean:
             rid = entry.get("id")
             name = entry["name"]
@@ -110,7 +106,6 @@ class Room(ValidatableMixin, db.Model):
             if not rid or str(rid).startswith("room-"):
                 new_room = cls(name=name, area_id=resolved_section_id, function_id=resolved_function_id)
                 db.session.add(new_room)
-                print(f"➕ Adding room: {new_room}")
             else:
                 try:
                     rid_int = int(rid)
@@ -123,21 +118,12 @@ class Room(ValidatableMixin, db.Model):
                     print(f"⚠️ No matching room in DB for ID: {rid_int}")
                     continue
 
-                updated = False
                 if room.name != name:
-                    print(f"✏️ Updating room name {room.id}: '{room.name}' → '{name}'")
                     room.name = name
-                    updated = True
                 if room.area_id != resolved_section_id:
-                    print(f"✏️ Updating room area {room.id}: {room.area_id} → {resolved_section_id}")
                     room.area_id = resolved_section_id
-                    updated = True
                 if room.function_id != resolved_function_id:
-                    print(f"✏️ Updating room function {room.id}: {room.function_id} → {resolved_function_id}")
                     room.function_id = resolved_function_id
-                    updated = True
-                if not updated:
-                    print(f"✅ No changes to room {room.id}")
 
         for existing_id in existing_ids - seen_ids:
             room = existing_by_id.get(existing_id)
@@ -156,11 +142,9 @@ class Room(ValidatableMixin, db.Model):
                 continue
 
             db.session.delete(room)
-            print(f"🗑️ Removing room: {room}")
 
     @classmethod
     def validate_state(cls, submitted_items: list[dict]) -> list[str]:
-        print("VALIDATING")
         errors = []
     
         for index, item in enumerate(submitted_items):
diff --git a/inventory/routes/images.py b/inventory/routes/images.py
index 34e441b..adabbe3 100644
--- a/inventory/routes/images.py
+++ b/inventory/routes/images.py
@@ -42,7 +42,6 @@ def upload_image():
     
     # Save file
     rel_path = save_image(file, model)
-    print(rel_path)
 
     # Create Image row
     image = Image(filename=rel_path, caption=caption)
diff --git a/inventory/routes/index.py b/inventory/routes/index.py
index 0889011..4cfc2cc 100644
--- a/inventory/routes/index.py
+++ b/inventory/routes/index.py
@@ -41,7 +41,6 @@ def index():
         'Deployed','Inoperable', 'Partially Inoperable',
         'Unverified', 'Working'
     ]
-    print(df)
     if 'condition' in df.columns:
         pivot = df['condition'].value_counts().reindex(expected_conditions, fill_value=0)
     else:
diff --git a/inventory/routes/worklog.py b/inventory/routes/worklog.py
index 5047cc8..57aa884 100644
--- a/inventory/routes/worklog.py
+++ b/inventory/routes/worklog.py
@@ -33,7 +33,6 @@ def worklog_entry(id):
     item_query = db.session.query(Inventory)
     items = eager_load_inventory_relationships(item_query).all()
     items = sorted(items, key=lambda i: i.identifier)
-    print(log)
 
     if log:
         title = f'Work Log - Entry #{id}'
diff --git a/inventory/utils/load.py b/inventory/utils/load.py
index 26b2875..447e1ba 100644
--- a/inventory/utils/load.py
+++ b/inventory/utils/load.py
@@ -38,10 +38,8 @@ def add_named_entities(items: list[str], model, attr: str, mapper: dict | None =
     for name in items:
         clean = name.strip()
         if clean:
-            print(f"Creating new {attr}: {clean}")
             new_obj = model(**{attr: clean})
             db.session.add(new_obj)
             if mapper is not None:
                 db.session.flush()
                 mapper[clean] = new_obj.id
-                print(f"New {attr} '{clean}' added with ID {new_obj.id}")