Question 630
A product-description table updates frequently and embeddings must refresh asynchronously without heavy write transactions. What maintenance or governance control BEST reduces recurrence of this problem?
Explanation
Correct Answer
Handle replay, deletion and watermark recovery. This guards against recurrence because asynchronous change-based updates decouple embedding cost from OLTP commit latency. The direct remediation is: Use Change Tracking or CDC to identify changed records and process them in a background worker.
Incorrect Answers
Plan at-least-once behavior and guard duplicate processing. The current task instead requires this action: handle replay, deletion and watermark recovery.
Define embedding input contract and refresh triggers per field. The current task instead requires this action: handle replay, deletion and watermark recovery.
Track model quality drift and escalation thresholds. The current task instead requires this action: handle replay, deletion and watermark recovery.