Question 800
An enterprise builds a governed centralized lake ingestion pipeline. The team confirms that several consumer teams require different freshness guarantees. Which option best matches the identified issue?
Explanation
Correct Answer
The scenario identifies this requirement: Several consumer teams require different freshness guarantees. Select Build distinct streaming and scheduled batch delivery paths based on SLAs as the specified technical mechanism. Ingestion modes should match latency and volume requirements. This response addresses the problem described rather than a different design goal.
Incorrect Answers
The option Maintain Glue Data Catalog tables and partition updates addresses a separate condition: the lake requires automated lineage and schema catalog for new partitions. Catalog synchronization makes new partitions queryable. The actual requirement is several consumer teams require different freshness guarantees. Recommended corrective action: Build distinct streaming and scheduled batch delivery paths based on SLAs. Ingestion modes should match latency and volume requirements.
For the alternative failure data analysts use Athena but must not see restricted columns, the control Apply supported Lake Formation column-level permissions and verify engine enforcement is relevant: fine-grained catalog grants restrict sensitive fields. Here the evidence instead is several consumer teams require different freshness guarantees. The selected technical mechanism is Build distinct streaming and scheduled batch delivery paths based on SLAs: ingestion modes should match latency and volume requirements.
Configure cross-account producer roles and scoped bucket access policies solves a different operational problem where multiple accounts deposit datasets into one controlled S3 data lake. Central S3 can accept independently authorized producer objects. It does not directly address several consumer teams require different freshness guarantees. The case calls for Build distinct streaming and scheduled batch delivery paths based on SLAs, since ingestion modes should match latency and volume requirements.