Contemporary internet threats are sophisticated and adaptable, they continuously change their complexion to evade security defenses. Traditional rigid, deterministic, rule-based security research are becoming less effective. Security research approaches employing data science methods to implement anomalies-based analysis across very large volumes of anonymized data are now essential.