diff --git a/okr/migrations/0086_alter_youtubetrafficsource_source_type_and_more.py b/okr/migrations/0086_alter_youtubetrafficsource_source_type_and_more.py
new file mode 100644
index 0000000..564206a
--- /dev/null
+++ b/okr/migrations/0086_alter_youtubetrafficsource_source_type_and_more.py
@@ -0,0 +1,78 @@
+# Generated by Django 4.2.5 on 2024-01-25 11:07
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("okr", "0085_alter_tiktokdata_videos"),
+    ]
+
+    operations = [
+        migrations.AlterField(
+            model_name="youtubetrafficsource",
+            name="source_type",
+            field=models.CharField(
+                choices=[
+                    ("advertising", "Werbung"),
+                    ("annotation", "Annotation"),
+                    ("campaign_card", "Kampagnenkarte"),
+                    ("end_screen", "Endscreen"),
+                    ("ext_url", "Externe URL"),
+                    ("no_link_embedded", "Kein Link (eingebettet)"),
+                    ("no_link_other", "Kein Link (sonstiges)"),
+                    ("notification", "Benachrichtigung"),
+                    ("playlist", "Playlist"),
+                    ("promoted", "Promoted"),
+                    ("related_video", "Related"),
+                    ("shorts", "Shorts"),
+                    ("sound_page", "Soundpage"),
+                    ("subscriber", "Abonnent*in"),
+                    ("yt_channel", "Youtube-Kanal"),
+                    ("yt_other_page", "Sonstige Youtube-Seite"),
+                    ("yt_playlist_page", "Youtube Playlist-Seite"),
+                    ("yt_search", "Youtube-Suche"),
+                    ("hashtags", "Hashtags"),
+                    ("shorts_content_links", "Shorts Content Links"),
+                ],
+                max_length=40,
+                verbose_name="Source Type",
+            ),
+        ),
+        migrations.AlterField(
+            model_name="youtubevideotrafficsource",
+            name="source_type",
+            field=models.CharField(
+                choices=[
+                    ("0: Direct or unknown", "Direct or unknown"),
+                    ("1: YouTube advertising", "YouTube advertising"),
+                    ("3: Browse features", "Browse features"),
+                    ("4: YouTube channels", "YouTube channels"),
+                    ("5: YouTube search", "YouTube search"),
+                    ("7: Suggested videos", "Suggested videos"),
+                    ("8: Other YouTube features", "Other YouTube features"),
+                    ("9: External", "External"),
+                    ("11: Video cards and annotations", "Video cards and annotations"),
+                    ("14: Playlists", "Playlists"),
+                    ("17: Notifications", "Notifications"),
+                    ("18: Playlist pages", "Playlist pages"),
+                    (
+                        "19: Programming from claimed content",
+                        "Programming from claimed content",
+                    ),
+                    ("20: Interactive video endscreen", "Interactive video endscreen"),
+                    ("23: Stories", "Stories"),
+                    ("24: Shorts", "Shorts"),
+                    ("25: Product Pages", "Product Pages"),
+                    ("26: Hashtag Pages", "Hashtag Pages"),
+                    ("27: Sound Pages", "Sound Pages"),
+                    ("28: Live redirect", "Live redirect"),
+                    ("30: Remixed video", "Remixed video"),
+                    ("31: Vertical live feed", "Vertical live feed"),
+                    ("32: Related video", "Related video"),
+                ],
+                max_length=40,
+                verbose_name="Source Type",
+            ),
+        ),
+    ]
diff --git a/okr/models/youtube.py b/okr/models/youtube.py
index 33782ae..5d7a1c8 100644
--- a/okr/models/youtube.py
+++ b/okr/models/youtube.py
@@ -178,6 +178,10 @@ class SourceType(models.TextChoices):
         YT_PLAYLIST_PAGE = "yt_playlist_page", "Youtube Playlist-Seite"
         YT_SEARCH = "yt_search", "Youtube-Suche"
         HASHTAGS = "hashtags", "Hashtags"
+        SHORTS_CONTENT_LINKS = (
+            "shorts_content_links",
+            "Shorts Content Links",
+        )  # Not listed in docs, but in data
 
     youtube = models.ForeignKey(
         verbose_name="YouTube-Account",
@@ -460,6 +464,10 @@ class SourceType(models.TextChoices):
         SOURCE_TYPE_25 = "25: Product Pages", "Product Pages"
         SOURCE_TYPE_26 = "26: Hashtag Pages", "Hashtag Pages"
         SOURCE_TYPE_27 = "27: Sound Pages", "Sound Pages"
+        SOURCE_TYPE_28 = "28: Live redirect", "Live redirect"
+        SOURCE_TYPE_30 = "30: Remixed video", "Remixed video"
+        SOURCE_TYPE_31 = "31: Vertical live feed", "Vertical live feed"
+        SOURCE_TYPE_32 = "32: Related video", "Related video"
 
     youtube_video = models.ForeignKey(
         verbose_name="YouTube-Video",
diff --git a/okr/scrapers/insta/quintly.py b/okr/scrapers/insta/quintly.py
index 9c0d927..d06ba64 100644
--- a/okr/scrapers/insta/quintly.py
+++ b/okr/scrapers/insta/quintly.py
@@ -73,6 +73,9 @@ def get_insta_insights(
         interval="daily",
     )
 
+    if df_insta.empty or df_insta_insights.empty:
+        return pd.DataFrame()
+
     df_insta.time = df_insta.time.str[:10]
     df_insta.time = df_insta.time.astype("str")
     df_insta_insights.time = df_insta_insights.time.str[:10]
diff --git a/okr/scrapers/snapchat_shows/__init__.py b/okr/scrapers/snapchat_shows/__init__.py
index 488bfca..8db79ce 100644
--- a/okr/scrapers/snapchat_shows/__init__.py
+++ b/okr/scrapers/snapchat_shows/__init__.py
@@ -98,7 +98,7 @@ def _scrape_insights_snapchat_show(start_date, snapchat_show):
             "unique_topsnap_views": row.uniqueTopsnapViews,
             "topsnap_views": row.topsnapViews,
             # Convert from percentage to fraction
-            "attachment_conversion": row.attachmentConversion / 100.0,
+            "attachment_conversion": (row.attachmentConversion or 0) / 100.0,
             "attachment_article_views": row.attachmentArticleViews,
             "attachment_video_views": row.attachmentVideoViews,
             "screenshots": row.screenshots,