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01. At Ridgeline Energy, a lower-priority queue is holding onto containers for a long-running batch job just as a higher-priority, latency-sensitive queue submits new applications, and the higher-priority queue is falling below its guaranteed capacity.
Which YARN capability addresses this situation by reclaiming resources from the lower-priority queue?
a) Rack awareness
b) Speculative execution
c) Data locality scheduling
d) Container preemption
02. Copperfield Analytics' data science team keeps losing cluster capacity to other teams' Spark jobs and wants dedicated compute isolated from everyone else's workloads, without copying the organization's shared data lake into a separate location.
Which Runtime capability gives this team dedicated compute while still working against the same shared data?
a) A Virtual Private Cluster
b) YARN queue preemption enabled only for that team
c) A new virtual warehouse in Cloudera Data Warehouse
d) Replicating the data lake into a separate cluster via Replication Manager
03. Stonebridge Logistics wants external partners to reach specific CDP services over the internet through a single, hardened entry point, rather than exposing every internal cluster node directly to outside networks.
Which Cloudera SDX component provides this perimeter gateway function?
a) Data Catalog
b) Apache Knox
c) Apache Ranger
d) Apache Atlas
04. Meridian Freight Analytics currently kicks off nightly Spark ETL jobs from a cron entry on a shared edge node, and the platform team wants a managed service that provisions isolated compute for each job run, retains job execution history, and lets them define virtual clusters without hand-managing YARN queues.
Which Cloudera Data Service should the team adopt?
a) Cloudera Data Warehouse (CDW)
b) Cloudera Operational Database (COD)
c) Cloudera Data Engineering (CDE)
d) Cloudera Data Flow (CDF)
05. Brackwater Bank currently relies on individual administrators' custom cron scripts to copy data between two clusters for disaster recovery, which has led to inconsistent schedules and occasional missed syncs.
Which Runtime capability replaces this ad hoc scripting with centrally managed, policy-based replication?
a) Replication Manager
b) Cloudera Observability
c) Management Console
d) Data Catalog
06. Meridian Retail's cloud platform team is bringing a newly acquired regional business unit onto the company's existing Cloudera on Cloud deployment. The team needs one place to register the business unit's cloud subscription, define its network and storage details, and then track the resulting setup alongside every other business unit already onboarded.
Which Cloudera on Cloud service should the platform team use to carry out this onboarding?
a) Data Hub
b) Management Console
c) Data Catalog
d) Cloudera Observability
07. Granite Peak Bank runs several Data Hubs across two different CDP environments, and analysts complain they don't know which environment holds the loan-performance dataset they need.
Which Cloudera on Cloud capability helps analysts locate that dataset without needing to know which specific environment or Data Hub holds it?
a) Observability's workload cost and utilization dashboard view
b) Management Console's per-environment user role assignment screen
c) Cloudera Data Catalog's cross-environment dataset discovery and search
d) A dedicated Data Hub cluster created solely for search purposes
08. A newly hired cloud administrator at Arcadia Utilities needs one place to register the company's AWS account credentials and create a new CDP environment before any workload can run.
Which Cloudera on Cloud component is that single starting point?
a) Cloudera Observability
b) Apache Knox
c) Data Hub
d) Management Console
09. Solstice Manufacturing wants to collect sensor readings directly at factory-floor devices using a lightweight agent, then forward that data toward the central platform for further processing.
Which Data Service is designed to extend data collection out to edge devices like this?
a) Cloudera Data Warehouse
b) Cloudera DataFlow
c) Management Console
d) Cloudera Operational Database
10. Which capability is most directly provided by Cloudera's Management Console?
a) A single-pane view of the status and health of every registered Environment and its associated resources
b) A glossary of business terms mapped to technical table names, maintained by Data Catalog for discovery
c) Detailed cost-per-workload breakdowns for departmental chargeback, produced by Cloudera Observability instead
d) Row-level filtering of query results based on a user's assigned role, enforced by Apache Ranger rather than the console itself
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