Question 380
A product-description table updates frequently and embeddings must refresh asynchronously without heavy write transactions. Which technical reason BEST explains the proposed correction?
Explanation
Correct Answer
Asynchronous change-based updates decouple embedding cost from OLTP commit latency. This explains why the corrective action is to use Change Tracking or CDC to identify changed records and process them in a background worker. Confirm the diagnosis when updated products receive new embeddings within the freshness SLA.
Incorrect Answers
The binding can detect changes and invoke processing without polling arbitrary full tables. The actual technical constraint is that asynchronous change-based updates decouple embedding cost from OLTP commit latency.
Splitting within essential context can reverse meaning and reduce retrieval accuracy. The actual technical constraint is that asynchronous change-based updates decouple embedding cost from OLTP commit latency.
Text-only models cannot directly interpret image content without a supporting vision pipeline. The actual technical constraint is that asynchronous change-based updates decouple embedding cost from OLTP commit latency.