The network may be the last thing most people think about, but it’s one of the most crucial components of application delivery. Here we discuss the importance of a data-driven approach to network observability. We unpack how Kentik’s approach to machine learning, big data, and a unified data repository can help network operations solve problems faster to ensure a reliable network with great application performance.