diff --git a/zerver/data_import/slack_message_conversion.py b/zerver/data_import/slack_message_conversion.py
index d023e443b4..9887590523 100644
--- a/zerver/data_import/slack_message_conversion.py
+++ b/zerver/data_import/slack_message_conversion.py
@@ -157,13 +157,20 @@ def convert_markdown_syntax(text: str, regex: str, zulip_keyword: str) -> str:
 def convert_link_format(text: str) -> tuple[str, bool]:
     """
     1. Converts '<https://foo.com>' to 'https://foo.com'
-    2. Converts '<https://foo.com|foo>' to 'https://foo.com|foo'
+    2. Converts '<https://foo.com|foo>' to '[foo](https://foo.com)'
     """
     has_link = False
     for match in re.finditer(LINK_REGEX, text, re.VERBOSE):
-        converted_text = match.group(0).replace(">", "").replace("<", "")
+        slack_url = match.group(0)
+        url_parts = slack_url[1:-1].split("|", maxsplit=1)
+        # Check if there's a pipe with text after it
+        if len(url_parts) == 2:
+            converted_url = f"[{url_parts[1]}]({url_parts[0]})"
+        else:
+            converted_url = url_parts[0]
+
         has_link = True
-        text = text.replace(match.group(0), converted_text)
+        text = text.replace(slack_url, converted_url)
     return text, has_link
 
 
diff --git a/zerver/tests/fixtures/slack_message_conversion.json b/zerver/tests/fixtures/slack_message_conversion.json
index d5a038a5c9..7725743998 100644
--- a/zerver/tests/fixtures/slack_message_conversion.json
+++ b/zerver/tests/fixtures/slack_message_conversion.json
@@ -8,7 +8,12 @@
     {
       "name": "slack_link_with_pipe",
       "input": ">Google logo today:\n><https://foo.com|foo>\n>Kinda boring",
-      "conversion_output": ">Google logo today:\n>https://foo.com|foo\n>Kinda boring"
+      "conversion_output": ">Google logo today:\n>[foo](https://foo.com)\n>Kinda boring"
+    },
+    {
+      "name": "slack_link_with_pipes",
+      "input": ">Google logo today:\n><https://foo.com|foo|oof>\n>Kinda boring",
+      "conversion_output": ">Google logo today:\n>[foo|oof](https://foo.com)\n>Kinda boring"
     },
     {
       "name": "slack_link2",
diff --git a/zerver/tests/test_slack_message_conversion.py b/zerver/tests/test_slack_message_conversion.py
index f24dc857b8..40334327f3 100644
--- a/zerver/tests/test_slack_message_conversion.py
+++ b/zerver/tests/test_slack_message_conversion.py
@@ -113,6 +113,11 @@ class SlackMessageConversion(ZulipTestCase):
         self.assertEqual(text, "http://journals.plos.org/plosone/article")
         self.assertEqual(has_link, True)
 
+        message = "<http://chat.zulip.org/help/logging-in|Help logging in to CZO>"
+        text, mentioned_users, has_link = convert_to_zulip_markdown(message, [], {}, slack_user_map)
+        self.assertEqual(text, "[Help logging in to CZO](http://chat.zulip.org/help/logging-in)")
+        self.assertEqual(has_link, True)
+
         message = "<mailto:foo@foo.com>"
         text, mentioned_users, has_link = convert_to_zulip_markdown(message, [], {}, slack_user_map)
         self.assertEqual(text, "mailto:foo@foo.com")