Engineering Newest 2025/2026 Complete All 300+ Questions And Correct
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Question 1
Artificial Intelligence (AI)-type systems are used extensively for User and Entity Behavior
Analytics (UEBA). Which of the following best describes the primary goal of UEBA in a
security architecture?
A) To replace traditional firewalls with AI-driven hardware
B) To identify anomalies by establishing a baseline of normal activity for users and devices
C) To provide virtual reality simulations for security training
D) To automate the physical security of data center entries
E) To encrypt data at rest using quantum-resistant algorithms
Correct Answer: B) To identify anomalies by establishing a baseline of normal activity for
users and devices
Rationale: UEBA uses AI and machine learning to monitor the standard behavior of users
and entities (like servers or routers). By establishing a "normal" baseline, the system can
detect deviations that may indicate a compromised account or an insider threat, which
traditional rule-based systems might miss.
Question 2
A developer is considering using Augmented Reality (AR) for a project. How does AR differ
from Virtual Reality (VR) in the context of system simulations?
A) AR creates a completely synthetic environment, while VR does not.
B) VR is used for UEBA, while AR is used for blockchain.
C) AR overlays computer-generated data onto real-world objects, while VR emulates a fully
computer-generated environment.
D) VR requires a P2P network, whereas AR requires a centralized server.
E) AR is specifically designed for quantum computing interfaces, while VR is for classical
systems.
Correct Answer: C) AR overlays computer-generated data onto real-world objects, while VR
emulates a fully computer-generated environment.
Rationale: Augmented Reality (AR) enhances the real world by overlaying digital
information (like map data or search results) onto the user's view of the physical
environment. Virtual Reality (VR) provides a completely immersive, computer-generated
experience that replaces the real-world environment entirely.
Question 3
Peer-to-peer (P2P) networks are frequently utilized with blockchain ledgers. What is the primary
security benefit of this decentralized architecture?
A) It eliminates the need for data encryption.
B) It ensures that only one person has the authority to change the ledger.
C) It increases the speed of transactional processing beyond that of centralized databases.
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D) It mitigates risks associated with a single point of failure or the abuse of a single centralized
authority.
E) It allows for the use of qubits instead of traditional bits.
Correct Answer: D) It mitigates risks associated with a single point of failure or the abuse of
a single centralized authority.
Rationale: In a P2P blockchain network, the ledger is distributed across many nodes. This
decentralization ensures that if one node is compromised or fails, the rest of the network
maintains the integrity of the data, preventing a central authority from being a single point
of failure or corruption.
Question 4
A storage administrator is setting up cloud storage for new servers that have high-performance,
transactional applications like SQL databases. Which solution should the administrator use?
A) Blob storage
B) File-based storage
C) Object storage
D) Block storage
E) Cold storage
Correct Answer: D) Block storage
Rationale: Block storage is the most suitable for high-performance, transactional
applications because it allows for low-latency data access and supports random I/O
operations. It treats the storage as a set of blocks, which is how most databases (like SQL
Server or Oracle) manage their data files.
Question 5
A data science engineer is analyzing qubits in a quantum computing system. Which of the
following represents the possible states of a qubit?
A) Only 0
B) Only 1
C) 0, 1, or any value between 0 and 1 (superposition)
D) Any integer between -1 and 1
E) A fixed hexadecimal value
Correct Answer: C) 0, 1, or any value between 0 and 1 (superposition)
Rationale: In quantum computing, a qubit (quantum bit) can represent a 0, a 1, or a
superposition of both states simultaneously. This ability to exist in multiple states at once
allows quantum computers to perform complex calculations much faster than classical
computers, which use bits that are strictly either 0 or 1.
Question 6
A security architect is researching foundational elements of blockchain technology for
transactional records. Which of the following are considered essential components?
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A) Single-party computation, centralized consensus, and plaintext logs
B) Multiparty computation, distributed consensus, and hashing
C) Object storage, symmetric encryption, and VR overlays
D) P2P networking, block storage, and metadata tagging
E) Biometric authentication, quantum entanglement, and middleware
Correct Answer: B) Multiparty computation, distributed consensus, and hashing
Rationale: Blockchain relies on hashing to ensure data integrity, distributed consensus (like
Proof of Work or Proof of Stake) to agree on the state of the ledger without a central
authority, and multiparty computation to process transactions across the network securely.
Question 7
A solutions engineer wants a cloud model where several organizations with similar requirements
share the costs and infrastructure, but the public does not have access. What solution should be
used?
A) Public Cloud
B) Private Cloud
C) Community Cloud
D) Hybrid Cloud
E) Multi-tenant Public Cloud
Correct Answer: C) Community Cloud
Rationale: A community cloud is shared by several organizations that have similar concerns
(such as security requirements, compliance, or jurisdiction). It offers a middle ground
between the high cost of a fully private cloud and the lower security/privacy profile of a
public cloud.
Question 8
A small business wants to migrate to the cloud but requires the least amount of administrative
responsibility for the underlying infrastructure and software maintenance. Which model is best?
A) Infrastructure as a Service (IaaS)
B) Platform as a Service (PaaS)
C) Software as a Service (SaaS)
D) Disaster Recovery as a Service (DRaaS)
E) Desktop as a Service (DaaS)
Correct Answer: C) Software as a Service (SaaS)
Rationale: In the SaaS model, the cloud provider manages everything—including the
hardware, operating system, and the application itself. The user simply consumes the
software through a web browser or API, resulting in the lowest administrative burden for
the client.
Question 9
A software developer needs to run various versions of Android on an x86-based desktop system
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for testing purposes. Which technology is most appropriate for this task?
A) Virtual Desktop Infrastructure (VDI)
B) Emulation
C) Application Virtualization
D) Containerization
E) Hardware-assisted Virtualization
Correct Answer: B) Emulation
Rationale: Emulation allows a host system to run software designed for a completely
different architecture (e.g., running ARM-based Android on an x86 CPU). While slower
than native virtualization, it is necessary when the instruction sets of the guest and host are
incompatible.
Question 10
A cloud administrator is investigating an attack and needs to view the configuration and access
levels assigned to a specific cloud instance. Which service should they query?
A) Metadata service
B) Middleware service
C) Tagging service
D) Provisioning service
E) Orchestration service
Correct Answer: A) Metadata service
Rationale: Cloud instances often have access to a metadata service (e.g., at 169.254.169.254)
that provides information about the instance, including its role, network configuration, and
temporary security credentials. This is a common target for attackers looking to escalate
privileges.
Question 11
An analyst is reviewing a video where a public figure’s face has been synthetically replaced with
another person's likeness using AI. What is this specifically called?
A) Machine learning
B) Deep learning
C) Deep fake
D) Big data analytics
E) Augmented Reality
Correct Answer: C) Deep fake
Rationale: A deep fake is a type of synthetic media in which a person in an existing image or
video is replaced with someone else's likeness using powerful AI/deep learning techniques.
These are often used in social engineering or disinformation campaigns.
Question 12
An organization must comply with FIPS 140-2 for data at rest. Which technology should a