I've been using Python RQ (http://python-rq.org/) as a lightweight alternative to celery. It uses Redis as its backend so I guess that might not meet the "SQLite" qualification, but has been light weight enough for my application (e.g. no reqt for a message queue like rabbit). Really liking it so far.