diff --git a/beetsplug/fetchart.py b/beetsplug/fetchart.py
index 4807f2ce2..15986c8d1 100644
--- a/beetsplug/fetchart.py
+++ b/beetsplug/fetchart.py
@@ -19,7 +19,6 @@ import re
 import logging
 import os
 import tempfile
-import requests
 
 from beets.plugins import BeetsPlugin
 from beets.util.artresizer import ArtResizer
@@ -73,12 +72,13 @@ def caa_art(release_id):
     """
     return CAA_URL.format(mbid=release_id)
 
-def caa_group(release_group_id):
+def caa_group_art(release_group_id):
     """Return the Cover Art Archive release group URL given a MusicBrainz
     release group ID.
     """
     return CAA_GROUP_URL.format(mbid=release_group_id)
 
+
 # Art from Amazon.
 
 AMAZON_URL = 'http://images.amazon.com/images/P/%s.%02i.LZZZZZZZ.jpg'
@@ -155,15 +155,11 @@ def _source_urls(album):
     through this sequence early to avoid the cost of scraping when not
     necessary.
     """
+    # Cover Art Archive.
     if album.mb_albumid:
-        url = caa_art(album.mb_albumid)
-        if url:
-            yield url
-
+        yield caa_art(album.mb_albumid)
     if album.mb_releasegroupid:
-        url = caa_group(album.mb_releasegroupid)
-        if url:
-            yield url
+        yield caa_group_art(album.mb_releasegroupid)
 
     # Amazon and AlbumArt.org.
     if album.asin:
diff --git a/docs/changelog.rst b/docs/changelog.rst
index d69ea2d35..2fa8eff34 100644
--- a/docs/changelog.rst
+++ b/docs/changelog.rst
@@ -11,6 +11,9 @@ Changelog
 * :doc:`/plugins/bpd`: Fix for a crash when searching, thanks to Simon Chopin.
 * Regular expression queries (and other query types) over paths now work.
   (Previously, special query types were ignored for the ``path`` field.)
+* :doc:`/plugins/fetchart`: Look for images in the Cover Art Archive for
+  the release group in addition to the specific release. Thanks to Filipe
+  Fortes.
 
 
 1.2.1 (June 22, 2013)