At Fyle, we record a lot of information around product usage. This information is in different silos — we have our backend database, but we also have substantial amount of data in Mixpanel, Intercom and log files. For a comprehensive understanding of how users are using the product, we needed to be able to merge data from all of these sources, massage it and visualize the results in an internal dashboard. In this blog, I’ll explain our approach to solving this problem and, hopefully, you can map it to your use-case.