Sitecore Failed to Synchronize Segments

During the past few months now, I have been working mainly on the Sitecore Analytics. On one of our environment, our logs were being flood with an error. The error was “Failed to synchronize segments”. Even though the same issue was raised on the Sitecore Stack Exchange here, I will write up a summary or checklist if you want on how we got this issue fixed.

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