Stop software supply chain attacks. calculate the feature values for each entity at the time an event occurred. For instance when a customer churned out 30 days after their planned subscription date, or at the time of a fraudulent transaction.
A profile says who they are. Ask what it means: market size, ARR estimated from headcount, number of competitors, and implied runway and burn. Answered with sources.