diff --git a/data/migrations/versions/2b2529fd23ff_add_aggregate_size_column.py b/data/migrations/versions/2b2529fd23ff_add_aggregate_size_column.py
new file mode 100644
index 000000000..32a6e7f2f
--- /dev/null
+++ b/data/migrations/versions/2b2529fd23ff_add_aggregate_size_column.py
@@ -0,0 +1,26 @@
+"""Add aggregate size column
+
+Revision ID: 2b2529fd23ff
+Revises: 2088f2b81010
+Create Date: 2015-03-16 17:36:53.321458
+
+"""
+
+# revision identifiers, used by Alembic.
+revision = '2b2529fd23ff'
+down_revision = '2088f2b81010'
+
+from alembic import op
+import sqlalchemy as sa
+
+
+def upgrade(tables):
+    ### commands auto generated by Alembic - please adjust! ###
+    op.add_column('imagestorage', sa.Column('aggregate_size', sa.BigInteger(), nullable=True))
+    ### end Alembic commands ###
+
+
+def downgrade(tables):
+    ### commands auto generated by Alembic - please adjust! ###
+    op.drop_column('imagestorage', 'aggregate_size')
+    ### end Alembic commands ###
diff --git a/data/migrations/versions/87c29d0cd05_backfill_aggregate_size_columns.py b/data/migrations/versions/87c29d0cd05_backfill_aggregate_size_columns.py
new file mode 100644
index 000000000..2b6e4bf2a
--- /dev/null
+++ b/data/migrations/versions/87c29d0cd05_backfill_aggregate_size_columns.py
@@ -0,0 +1,22 @@
+"""Backfill aggregate size columns
+
+Revision ID: 87c29d0cd05
+Revises: 2b2529fd23ff
+Create Date: 2015-03-16 17:55:30.148557
+
+"""
+
+# revision identifiers, used by Alembic.
+revision = '87c29d0cd05'
+down_revision = '2b2529fd23ff'
+
+from alembic import op
+import sqlalchemy as sa
+from util.backfill_aggregate_sizes import backfill_aggregate_sizes
+
+
+def upgrade(tables):
+  backfill_aggregate_sizes()
+
+def downgrade(tables):
+  pass
\ No newline at end of file
diff --git a/util/backfill_aggregate_sizes.py b/util/backfill_aggregate_sizes.py
new file mode 100644
index 000000000..8e624753b
--- /dev/null
+++ b/util/backfill_aggregate_sizes.py
@@ -0,0 +1,49 @@
+import logging
+
+from data.database import ImageStorage, Image, db
+from app import app
+
+LOGGER = logging.getLogger(__name__)
+
+def backfill_aggregate_sizes():
+  """ Generates aggregate sizes for any image storage entries without them """
+  LOGGER.setLevel(logging.DEBUG)
+  LOGGER.debug('Aggregate sizes backfill: Began execution')
+  while True:
+    batch_storage_ids = list(ImageStorage
+                          .select(ImageStorage.id)
+                          .where(ImageStorage.aggregate_size >> None)
+                          .limit(10))
+
+    if len(batch_storage_ids) == 0:
+      # There are no storages left to backfill. We're done!
+      LOGGER.debug('Aggregate sizes backfill: Backfill completed')
+      return
+
+    LOGGER.debug('Aggregate sizes backfill: Found %s records to update', len(batch_storage_ids))
+    for image_storage_id in batch_storage_ids:
+      LOGGER.debug('Updating image storage: %s', image_storage_id.id)
+
+      with app.config['DB_TRANSACTION_FACTORY'](db):
+        try:
+          storage = ImageStorage.select().where(ImageStorage.id == image_storage_id.id).get()
+          image  = Image.select().where(Image.storage == storage).get()
+
+          image_ids = image.ancestors.split('/')[1:-1]
+          aggregate_size = storage.image_size
+          for image_id in image_ids:
+            current_image = Image.select().where(Image.id == image_id).join(ImageStorage)
+            aggregate_size += image.storage.image_size
+
+          storage.aggregate_size = aggregate_size
+          storage.save()
+        except ImageStorage.DoesNotExist:
+          pass
+        except Image.DoesNotExist:
+          pass
+
+
+if __name__ == "__main__":
+  logging.basicConfig(level=logging.DEBUG)
+  logging.getLogger('peewee').setLevel(logging.CRITICAL)
+  backfill_aggregate_sizes()