Methods and systems facilitate continuous processing of incoming data while one or more software components are updated and/or are temporarily unavailable. Computing tasks may be divided into idempotent steps with the computational state exchanged between steps saved in a persistent manner. In various embodiments, these steps are assembled into one or more computation pipelines.