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01. An administrator is describing how Data Services obtain and manage their underlying compute within a CDP Public Cloud environment.
Which two statements are accurate?
(Choose two.)
a) Data Services can add or remove compute units to match demand without the administrator manually resizing a fixed cluster definition.
b) The administrator must individually install and patch the operating system on each container or node backing a Data Service.
c) Data Services run as managed workloads on cloud-native compute infrastructure that CDP provisions on the administrator's behalf.
d) All Data Services across every environment share one single fixed-size compute pool that cannot be scaled on a per-environment basis.
02. Meridian Analytics needs a service for high-volume, low-latency random reads and writes against operational records, rather than for scheduled batch analytics.
Which option is the most direct fit?
a) The Data Lake's shared SDX metadata store, queried directly by the operational application.
b) Cloudera Operational Database, a managed Data Service built for low-latency operational read and write access.
c) Cloudera DataFlow, configured to buffer and forward records to an external analytics dashboard.
d) A Data Hub cluster provisioned from a batch-oriented Spark template and scheduled to run at fixed intervals overnight.
03. Cobalt Retail's security team is documenting the difference between its two internal CDP audit sources before writing an incident-response runbook.
Which two statements correctly distinguish control-plane auditing from Ranger auditing?
(Choose two.)
a) Control-plane auditing and Ranger auditing record identical events, so either one can be used interchangeably for any investigation.
b) Ranger auditing covers data-access decisions at the resource level, such as whether a specific user's request to read a table was allowed or denied.
c) Ranger auditing tracks which administrator created or deleted an Environment, while control-plane auditing tracks only failed sign-in attempts against the identity provider.
d) Neither audit source retains any historical record beyond the current calendar day, so both require an external logging system to be useful.
e) Control-plane auditing covers environment- and resource-lifecycle actions, such as creating, suspending, or deleting a Data Hub cluster or Data Service.
04. A cloud administrator is defining the top-level networking container that will hold the subnets, route tables, and other network resources for a new cloud account.
Which construct provides this isolated, account-scoped network boundary?
a) A CloudFormation template used to describe and provision the resources that will eventually live inside the network
b) A network subnet
c) A security group attached to compute instances
d) A VPC (or the equivalent virtual network construct on other providers)
05. Harborlight Insurance runs a recurring job on a Data Hub that writes results to the Environment's cloud object storage. The cluster is healthy, the submitting user authenticates successfully, and the job has run correctly for months, but today every write attempt fails with an error indicating the workload cannot assume the expected cloud role.
Which layer's misconfiguration is the most likely root cause?
a) The Environment's VPC subnet routing table, which governs traffic between the Data Hub and the cloud provider's network backbone
b) The Data Hub's auto-scaling configuration, which determines how many worker nodes are added under load
c) The Ranger policy governing which columns of the target table the user's group is permitted to read
d) The Data Lake's IDBroker mapping between the user's group and the cloud IAM role the workload is expected to assume
06. Vertex Analytics needs to continuously ingest a high-volume Kafka event stream into CDP Public Cloud for near real-time processing, and wants a Data Hub cluster template purpose-built for that kind of message-driven workload rather than for scheduled batch reporting.
Which template orientation should the administrator choose?
a) A streaming and messaging-oriented Data Hub template, built around continuously running services suited to message ingestion and processing.
b) A batch ETL-oriented template scheduled to run once nightly against the accumulated event log from the day before.
c) A Data Mart-oriented template built around interactive SQL query services for scheduled reporting.
d) Any Data Hub template is equally suitable for this streaming workload, since the underlying compute is identical regardless of which workload type the template happens to be configured for.
07. An administrator at Brightwell Financial is documenting what each CDP audit source captures before designing a compliance reporting process.
Which of the following is primarily what Ranger auditing records?
a) Which external identity provider a user authenticated through when signing in to the control plane.
b) The synchronization status of user and group records copied from an external directory into CDP.
c) Each data-access decision — which user requested access to a specific resource, and whether the request was allowed or denied.
d) Every environment lifecycle action, including who created, suspended, or deleted a Data Hub cluster or a Data Service within the Environment.
08. Northlake Manufacturing attaches a new Data Hub to an existing Environment, and the Data Hub is unable to resolve any of the users already defined for that Environment.
Which two components most plausibly explain this symptom?
(Choose two.)
a) The Data Hub's auto-scaling configuration is temporarily throttling incoming requests
b) The Data Lake's shared identity services have not yet finished propagating to the newly attached Data Hub
c) A Ranger policy scoped to an unrelated resource is denying the request
d) FreeIPA has not been correctly joined or reached by the newly attached Data Hub
09. Which pairing correctly matches a CDP Public Cloud object with its primary role?
a) Data Lake — centralizes shared metadata, security, and governance for an Environment's attached workloads
b) CSP Interface — authorizes data-access requests against Ranger policies
c) IDBroker — provisions on-demand workload clusters for data engineering or streaming jobs
d) Data Hub — centralizes shared metadata, security, and governance for an Environment's attached workloads on an ongoing basis
10. An administrator wants virtual server instances running a data-processing job to be able to call other cloud services without embedding long-lived access keys on the instance itself.
Which mechanism should the administrator use?
a) Store the access keys in the instance's startup script so they are available as soon as the instance boots.
b) Create a single shared IAM user for all instances in the fleet and distribute that user's access keys to every instance through a configuration management tool.
c) Attach an IAM role to the instance so that it can obtain temporary, automatically rotated credentials at runtime.
d) Disable authentication entirely for the calls the instance needs to make, since the instances already run inside a private subnet.
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