Shopify Data Science interview questions

overall good but the decision making process is confusing, everyone is kind but the result saying that I am meeting the standard but they are not going to proceed with the process

The process is well-described below and my experience with representative. Quite a few rounds, but they all seem useful. Focus on technical aptitude but also on more human skills/characteristics. It's clear this is a big company doing many interviews and they don't seem to be recruiting you so much as screening you. I often struggled to get email responses from the recruiter who eventually stopped responding altogether instead of formally ending the process (after multiple technical rounds). Sadly, not that uncommon these days but seems out of step with rhetoric there. Perhaps that was just my experience as a candidate they didn't identify as top tier!