Progress in biotechnology is continually leading to new types of data, and the data sets are rapidly increasing in volume, resolution and diversity. This promises unprecedented advances in our understanding of biological systems and in medicine. However, the complexity and volume of data also challenge scientists’ ability to analyze them. Meeting this challenge requires continuous improvements in analysis tools and associated software engineering.