diff --git a/common/management/commands/generate_fake_data.py b/common/management/commands/generate_fake_data.py
index ccbe3ca9..bf90b76f 100644
--- a/common/management/commands/generate_fake_data.py
+++ b/common/management/commands/generate_fake_data.py
@@ -7,7 +7,7 @@ from common.tests.factories.files import FileFactory
 from common.tests.factories.teams import TeamFactory
 from files.models import File
 from constants.version_permissions import VERSION_PERMISSION_FILE, VERSION_PERMISSION_NETWORK
-from constants.licenses import LICENSE_GPL2
+from constants.licenses import LICENSE_GPL2, LICENSE_GPL3
 from extensions.models import Extension, Tag
 
 FILE_SOURCES = {
@@ -54,6 +54,7 @@ to setup the `addon preferences`.
 
 ...
 '''
+LICENSES = (LICENSE_GPL2.id, LICENSE_GPL3.id)
 
 
 class Command(BaseCommand):
@@ -100,7 +101,7 @@ class Command(BaseCommand):
         # Create a few publicly listed extensions
         for i in range(10):
             extension__type = random.choice(Extension.TYPES)[0]
-            create_approved_version(
+            version = create_approved_version(
                 file__status=File.STATUSES.APPROVED,
                 # extension__status=Extension.STATUSES.APPROVED,
                 extension__type=extension__type,
@@ -116,16 +117,20 @@ class Command(BaseCommand):
                     )
                 ],
             )
+            for i in range(random.randint(1, len(LICENSES))):
+                version.licenses.add(LICENSES[i])
 
         # Create a few unlisted extension versions
         for i in range(5):
             extension__type = random.choice(Extension.TYPES)[0]
-            create_version(
+            version = create_version(
                 file__status=random.choice(
                     (File.STATUSES.DISABLED, File.STATUSES.DISABLED_BY_AUTHOR)
                 ),
                 tags=random.sample(tags[extension__type], k=1),
             )
+            for i in range(random.randint(1, len(LICENSES))):
+                version.licenses.add(LICENSES[i])
 
         example_version.extension.average_score = 5.0
         example_version.extension.save(update_fields={'average_score'})