This document discusses collaborative genomic data analyses in the cloud. It promotes the benefits of open science such as freely sharing data and using open notebook science to make all research processes transparent. Challenges of open science include managing versioning, provenance, collaboration and ensuring work is discoverable. The document provides examples of using cloud computing for genomic analyses and joining annotation data, and acknowledges contributions from other researchers.