What strategies would you employ to handle different types of anomalies (point, contextual, collective) in your detection system?

Interview question asked to Technical Program Managers, Software Engineers, Engineering Managers and other roles interviewing at Teem, PagerDuty, Wealthsimple and others: What strategies would you employ to handle different types of anomalies (point, contextual, collective) in your detection system?.