diff --git a/langchain/document_loaders/whatsapp_chat.py b/langchain/document_loaders/whatsapp_chat.py
index c2ffc46ee5..b3022a555b 100644
--- a/langchain/document_loaders/whatsapp_chat.py
+++ b/langchain/document_loaders/whatsapp_chat.py
@@ -49,13 +49,15 @@ class WhatsAppChatLoader(BaseLoader):
             \s
             (.+)
         """
+        ignore_lines = ["This message was deleted", "<Media omitted>"]
         for line in lines:
             result = re.match(
                 message_line_regex, line.strip(), flags=re.VERBOSE | re.IGNORECASE
             )
             if result:
                 date, sender, text = result.groups()
-                text_content += concatenate_rows(date, sender, text)
+                if text not in ignore_lines:
+                    text_content += concatenate_rows(date, sender, text)
 
         metadata = {"source": str(p)}
 
diff --git a/tests/integration_tests/examples/whatsapp_chat.txt b/tests/integration_tests/examples/whatsapp_chat.txt
index bdd4d63fd0..605af130f2 100644
--- a/tests/integration_tests/examples/whatsapp_chat.txt
+++ b/tests/integration_tests/examples/whatsapp_chat.txt
@@ -6,3 +6,5 @@
 [2023/5/4, 16:13:23] ~ User 2: See you!
 7/19/22, 11:32 PM - User 1: Hello
 7/20/22, 11:32 am - User 2: Goodbye
+4/20/23, 9:42 am - User 3: <Media omitted>
+6/29/23, 12:16 am - User 4: This message was deleted