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Oracle Data Platform 2025 Foundations Associate Sample Questions (Q52-Q57):

NEW QUESTION # 52
Oracle Data Lakehouse streamlines the integration, storage, and processing of dat a. Which two services are used for persistence of the data in Lakehouse?

A. OCI Data Catalog
B. OCI Object Storage
C. OCI GoldenGate
D. Autonomous Database

Answer: B,D

Explanation:
In Oracle's Data Lakehouse architecture, data persistence refers to the storage layer where data is durably maintained. "Autonomous Database" (B) provides a managed, self-tuning relational database for structured data persistence, supporting SQL-based workloads. "OCI Object Storage" (D) offers scalable, durable storage for unstructured and semi-structured data, such as files, images, and logs, serving as the data lake component of the Lakehouse. "OCI Data Catalog" (A) is a metadata management service, not a persistence layer, and "OCI GoldenGate" (C) handles data replication and integration, not direct storage. Oracle's Lakehouse documentation identifies Autonomous Database and OCI Object Storage as the primary persistence services.

NEW QUESTION # 53
Which feature allows you to logically group and isolate your Oracle Cloud Infrastructure resources?

A. Availability Domain
B. Identity and Access Management Groups
C. Tenancy
D. Compartments

Answer: D

Explanation:
"Compartments" (B) in Oracle Cloud Infrastructure (OCI) allow you to logically group and isolate resources for organization, access control, and billing. "Identity and Access Management Groups" (A) organize users, not resources. "Tenancy" (C) is the root container for all resources, not a grouping mechanism, and "Availability Domain" (D) is a physical data center division, not a logical grouping tool. Oracle's OCI documentation identifies Compartments as the primary feature for resource isolation and management.

NEW QUESTION # 54
Exadata is the integration of software and hardware and is available to customers on which deployments?

A. Only in public cloud environments
B. In the Oracle Cloud and customer site
C. Only in a hybrid cloud
D. Only at the customer site

Answer: B

Explanation:
"Exadata" integrates software and hardware and is available both "In the Oracle Cloud and customer site" (D). It is offered as Exadata Cloud Service (public cloud) and Exadata Cloud@Customer (on-premises), providing flexibility for hybrid deployments. "Only in a hybrid cloud" (A) is too restrictive, "Only in public cloud environments" (B) ignores Cloud@Customer, and "Only at the customer site" (C) excludes the cloud option. Oracle's documentation confirms Exadata's availability in both OCI and on-premises configurations.

NEW QUESTION # 55
Oracle Automated Machine Learning (AutoML) has options for using in-database and open-source algorithms. Which is an example of an in-database option?

A. REST Interface
B. Tuning of hyperparameter
C. Cognitive text
D. Oracle Machine Learning for Python (OML4PY) APIs

Answer: D

Explanation:
An example of an in-database option in Oracle Automated Machine Learning (AutoML) is "Oracle Machine Learning for Python (OML4PY) APIs" (C). OML4Py enables Python-based machine learning directly within the database, leveraging in-database algorithms for performance and security. "REST Interface" (A) is an access method, "Cognitive text" (B) is a feature, not an algorithm type, and "Tuning of hyperparameter" (D) is a process, not a specific option. Oracle's documentation highlights OML4Py as a key in-database ML tool.

NEW QUESTION # 56
Which two actions can be performed from the OCI Console for an Oracle Autonomous Database?

A. Scale up/down CPU
B. Increase Network Bandwidth
C. Increase Storage allocated for Database
D. Scale up/down Memory

Answer: A,C

Explanation:
From the OCI Console for an "Oracle Autonomous Database," you can "Scale up/down CPU" (A) to adjust compute resources dynamically and "Increase Storage allocated for Database" (D) to expand capacity, both with no downtime. "Increase Network Bandwidth" (B) is not a console-adjustable parameter (managed by Oracle), and "Scale up/down Memory" (C) is not independently configurable (tied to CPU scaling). Oracle's documentation confirms CPU and storage scaling as user-controlled actions.

NEW QUESTION # 57
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