diff --git a/spoolman/ws.py b/spoolman/ws.py
index e6c2a56..6b02b8e 100644
--- a/spoolman/ws.py
+++ b/spoolman/ws.py
@@ -9,42 +9,78 @@ from spoolman.api.v1.models import Event
 logger = logging.getLogger(__name__)
 
 
+class SubscriptionTree:
+    """Subscription tree.
+
+    This is a tree structure that allows us to efficiently send messages to
+    all websockets that are subscribed to a certain pool of events.
+
+    You can subscribe to different levels of the tree, for example:
+    - ("vendor", "1") will subscribe to events for vendor 1
+    - ("vendor") will subscribe to events for all vendors
+    - () will subscribe to events for all vendors, filaments and spools
+    """
+
+    def __init__(self) -> None:
+        """Initialize."""
+        self.children: dict[str, SubscriptionTree] = {}
+        self.subscribers: set[WebSocket] = set()
+
+    def add(self, path: tuple[str, ...], websocket: WebSocket) -> None:
+        """Add a websocket to the subscription tree."""
+        if len(path) == 0:
+            self.subscribers.add(websocket)
+        else:
+            if path[0] not in self.children:
+                self.children[path[0]] = SubscriptionTree()
+            self.children[path[0]].add(path[1:], websocket)
+
+    def remove(self, path: tuple[str, ...], websocket: WebSocket) -> None:
+        """Remove a websocket from the subscription tree."""
+        if len(path) == 0:
+            self.subscribers.remove(websocket)
+        elif path[0] in self.children:
+            self.children[path[0]].remove(path[1:], websocket)
+
+    async def send(self, path: tuple[str, ...], evt: Event) -> None:
+        """Send a message to all websockets in this branch of the tree."""
+        # Broadcast to all subscribers on this level
+        for websocket in self.subscribers:
+            await websocket.send_text(evt.json())
+
+        # Send the message further down the tree
+        if len(path) > 0 and path[0] in self.children:
+            await self.children[path[0]].send(path[1:], evt)
+
+
 class WebsocketManager:
     """Websocket manager."""
 
     def __init__(self) -> None:
         """Initialize."""
-        self.connections: dict[str, set[WebSocket]] = {}
+        self.tree = SubscriptionTree()
 
     def connect(self, pool: tuple[str, ...], websocket: WebSocket) -> None:
         """Connect a websocket."""
-        pool_str = ",".join(pool)
-        if pool_str not in self.connections:
-            self.connections[pool_str] = set()
-        self.connections[pool_str].add(websocket)
+        self.tree.add(pool, websocket)
         logger.info(
             "Client %s is now listening on pool %s",
             websocket.client.host if websocket.client else "?",
-            pool_str,
+            ",".join(pool),
         )
 
     def disconnect(self, pool: tuple[str, ...], websocket: WebSocket) -> None:
         """Disconnect a websocket."""
-        pool_str = ",".join(pool)
-        if pool_str in self.connections:
-            self.connections[pool_str].remove(websocket)
+        self.tree.remove(pool, websocket)
         logger.info(
             "Client %s has stopped listening on pool %s",
             websocket.client.host if websocket.client else "?",
-            pool_str,
+            ",".join(pool),
         )
 
     async def send(self, pool: tuple[str, ...], evt: Event) -> None:
         """Send a message to all websockets in a pool."""
-        pool_str = ",".join(pool)
-        if pool_str in self.connections:
-            for websocket in self.connections[pool_str]:
-                await websocket.send_text(evt.json())
+        await self.tree.send(pool, evt)
 
 
 websocket_manager = WebsocketManager()