Some of the main challenges in scientific computing today deal with performance-preserving portability of software and reproducibility of the final results; likewise, with the advent of modern cloud computing, these, along with other issues like deployment, are also found in the sider software and computing world. Containers can help solve all of these issues by packing the software along with its dependencies together, in an easy-to-distribute and lightweight format. Herein we investigate the utility of Singularity, a HPC targeted container solution which overcomes the main issues with deploying more mainstream solutions such as Docker. Singularity is found to be both suitable and easy to deploy with the current set-up at CERN. The perform...