  In this paper, we present our MSR Hackathon 2022 project that replicates an
existing Gitter study using GrimoireLab. We compare the previous study's
pipeline with our GrimoireLab implementation in terms of speed, data
consistency, organization, and the learning curve to get started. We believe
our experience with GrimoireLab can help future researchers in making the right
choice while implementing their data pipelines over Gitter and Github data.
