For what it&#x27;s worth, we&#x27;re regularly working with 100K-1MM element graphs over at github.com&#x2F;graphistry&#x2F;pygraphistry , e.g., for analyzing IT operations &amp; security events. Most tools force analysts to start from ~scratch and don&#x27;t scale, but that&#x27;s solvable :)