Data practice assessment. Advanced systems

Scenario: Data is 'owned by everyone' so incidents drag on. What helps most?

Scenario: A streaming system drops events under load. What must be explicit?

Scenario: A new privacy rule arrives. What principle helps you adapt fastest?

For reliability at scale, what is the first system question to ask?

Good governance should primarily do what?

Scenario: You choose at-least-once delivery in streaming. What must you handle?

Scenario: Central governance blocks delivery. What is the best redesign?

An audit asks who accessed a sensitive dataset. What evidence is most defensible?

Scenario: Reliability is improving but incidents keep repeating. What is missing?

Scenario: You add encryption but analysts bypass controls via exports. What is the real control gap?

Scenario: A new regulation arrives. What makes your compliance posture resilient?

Scenario: Warehouse costs grow 3× with little value. What is the best fix?