Implementing a task queue is not that hard in Django's management commands. See https://docs.djangoproject.com/en/1.8/howto/custom-managemen... - it covers 90% of the what you'll need. When you start to scale out, you might need a different solution, but this will work and be easy to deploy for the mostly everything.

As an example - I use this to create contracts with LaTeX asynchronously. The contract is created and then sent to the user by email. A management command runs every 5 minutes to check if there are any contracts that need to be generated.