Software as a Service (SaaS) delivers fully functional applications to users over the internet, such as email or online office tools.
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5Which cloud service model provides virtualized computing resources like servers and storage?
cloud service models
Easy
A.IaaS
B.DaaS
C.PaaS
D.SaaS
Correct Answer: IaaS
Explanation:
Infrastructure as a Service (IaaS) offers fundamental computing resources such as virtual servers, storage, and networking.
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6PaaS stands for which of the following?
cloud service models
Easy
A.Protocol as a Service
B.Process as a System
C.Program as a Software
D.Platform as a Service
Correct Answer: Platform as a Service
Explanation:
PaaS stands for Platform as a Service, which provides a platform for developers to build and deploy applications.
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7Google Docs and Gmail are common examples of which cloud service model?
cloud service models
Easy
A.IaaS
B.SaaS
C.NaaS
D.PaaS
Correct Answer: SaaS
Explanation:
Gmail and Google Docs are Software as a Service (SaaS) applications accessed directly through a web browser.
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8What is virtualization in computing?
concept of virtualization and virtual servers
Easy
A.Deleting all stored data
B.Creating a software-based version of a resource
C.Physically breaking a computer apart
D.Connecting two printers together
Correct Answer: Creating a software-based version of a resource
Explanation:
Virtualization creates a software-based (virtual) version of resources such as servers, storage, or operating systems.
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9What is the software that creates and manages virtual machines called?
concept of virtualization and virtual servers
Easy
A.Hypervisor
B.Debugger
C.Compiler
D.Firewall
Correct Answer: Hypervisor
Explanation:
A hypervisor is the software layer that creates, runs, and manages virtual machines on a physical host.
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10A virtual server is best described as which of the following?
concept of virtualization and virtual servers
Easy
A.A server running as software on shared hardware
B.A type of network cable
C.A printer driver
D.A dedicated physical machine only
Correct Answer: A server running as software on shared hardware
Explanation:
A virtual server runs as software and shares the resources of one physical machine with other virtual servers.
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11Which is a major benefit of running multiple virtual servers on one physical machine?
concept of virtualization and virtual servers
Easy
A.Slower performance guaranteed
B.Better use of hardware resources
C.Wasting more electricity
D.Needing more physical space
Correct Answer: Better use of hardware resources
Explanation:
Virtualization allows several virtual servers to share one physical machine, improving hardware utilization and reducing costs.
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12What is cloud storage?
cloud and database storage
Easy
A.Printing data on paper
B.Deleting old files automatically
C.Storing data on remote servers accessed via the internet
D.Storing data only on a local USB drive
Correct Answer: Storing data on remote servers accessed via the internet
Explanation:
Cloud storage keeps data on remote servers that users can access anytime over the internet.
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13Which of the following is a popular cloud storage service?
cloud and database storage
Easy
A.Windows Calculator
B.Google Drive
C.Notepad
D.Microsoft Paint
Correct Answer: Google Drive
Explanation:
Google Drive is a widely used cloud storage service for storing and sharing files online.
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14A key benefit of cloud storage is that files can be accessed from where?
cloud and database storage
Easy
A.Only a single fixed office
B.Any device with internet access
C.Only the computer that created them
D.Only printed copies
Correct Answer: Any device with internet access
Explanation:
Cloud storage allows users to access their files from any internet-connected device, anywhere.
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15What does IoT stand for?
basics of IoT & its applications
Easy
A.Internal Office Tool
B.Interface of Technology
C.Input of Text
D.Internet of Things
Correct Answer: Internet of Things
Explanation:
IoT stands for Internet of Things, a network of physical devices that connect and exchange data over the internet.
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16Which of the following is an example of an IoT device?
basics of IoT & its applications
Easy
A.A paper notebook
B.A whiteboard marker
C.A smart thermostat
D.A mechanical pencil
Correct Answer: A smart thermostat
Explanation:
A smart thermostat connects to the internet and can be monitored or controlled remotely, making it an IoT device.
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17Which application area commonly uses IoT technology?
basics of IoT & its applications
Easy
A.Handwritten letters
B.Smart homes
C.Manual typewriters
D.Chalkboards
Correct Answer: Smart homes
Explanation:
Smart homes use IoT devices such as smart lights, locks, and appliances that connect and share data over the internet.
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18Which of the following is a core layer in a typical IoT framework?
IoT framework
Easy
A.Photocopy layer
B.Handwriting layer
C.Network (connectivity) layer
D.Paper layer
Correct Answer: Network (connectivity) layer
Explanation:
An IoT framework includes layers such as devices, network/connectivity, and application layers to collect and transmit data.
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19What is the main role of a sensor in an IoT system?
role of sensors and actuators in IoT framework
Easy
A.To store passwords
B.To detect and collect data from the environment
C.To physically move objects
D.To print reports on paper
Correct Answer: To detect and collect data from the environment
Explanation:
Sensors detect changes in the environment, such as temperature or motion, and collect data for the IoT system.
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20What does an actuator do in an IoT system?
role of sensors and actuators in IoT framework
Easy
A.Only measures temperature
B.Performs a physical action based on data
C.Displays web pages
D.Stores files in the cloud
Correct Answer: Performs a physical action based on data
Explanation:
An actuator takes action in the physical world, such as opening a valve or turning on a motor, based on the data received.
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21A startup wants to avoid large upfront hardware costs and pay only for the computing resources it actually consumes each month. Which core characteristic of cloud computing directly supports this goal?
introduction to cloud computing
Medium
A.Measured service (pay-per-use)
B.On-premises deployment
C.Vendor lock-in
D.Manual resource allocation
Correct Answer: Measured service (pay-per-use)
Explanation:
Measured service means resource usage is metered and billed based on consumption, letting the startup pay only for what it uses instead of buying hardware upfront.
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22During a flash sale, an online store suddenly receives 10x its normal traffic and its cloud servers automatically expand to handle the load, then shrink afterward. Which cloud property is being demonstrated?
introduction to cloud computing
Medium
A.Rapid elasticity
B.Encryption at rest
C.Static provisioning
D.Data redundancy
Correct Answer: Rapid elasticity
Explanation:
Rapid elasticity allows resources to scale out and in automatically to match demand, which is exactly what happens during and after the flash sale.
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23A company wants full control over the operating system and installed software but does not want to manage physical servers. Which cloud service model best fits this requirement?
cloud service models
Medium
A.PaaS (Platform as a Service)
B.IaaS (Infrastructure as a Service)
C.SaaS (Software as a Service)
D.FaaS (Function as a Service)
Correct Answer: IaaS (Infrastructure as a Service)
Explanation:
IaaS provides virtualized compute, storage, and networking while letting the customer manage the OS and applications, without owning physical hardware.
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24A developer wants to deploy application code without configuring the underlying servers, runtime, or operating system patches. Which service model is most appropriate?
cloud service models
Medium
A.DaaS (Desktop as a Service)
B.SaaS (Software as a Service)
C.PaaS (Platform as a Service)
D.IaaS (Infrastructure as a Service)
Correct Answer: PaaS (Platform as a Service)
Explanation:
PaaS supplies a managed platform (runtime, OS, middleware) so developers focus only on their code and data, not the infrastructure beneath it.
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25Gmail and Google Docs let users work directly in a browser with no installation or maintenance. Which service model do these represent?
cloud service models
Medium
A.PaaS (Platform as a Service)
B.CaaS (Container as a Service)
C.SaaS (Software as a Service)
D.IaaS (Infrastructure as a Service)
Correct Answer: SaaS (Software as a Service)
Explanation:
SaaS delivers ready-to-use applications over the internet; the provider manages everything and users simply access the software through a browser.
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26In which service model does the customer bear the greatest management responsibility (OS, runtime, applications, and data)?
cloud service models
Medium
A.IaaS
B.All models share equal responsibility
C.SaaS
D.PaaS
Correct Answer: IaaS
Explanation:
The shared responsibility increases toward IaaS: the provider manages only the underlying infrastructure, leaving OS, runtime, apps, and data to the customer.
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27A data center runs 8 virtual servers on a single physical machine, each believing it has its own dedicated hardware. Which software component makes this possible?
concept of virtualization and virtual servers
Medium
A.Load balancer
B.Firewall
C.Hypervisor
D.Compiler
Correct Answer: Hypervisor
Explanation:
A hypervisor creates and manages virtual machines, allocating shared physical resources so each VM behaves as if it has its own dedicated hardware.
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28A company consolidates 10 underutilized physical servers into 3 physical machines running multiple VMs. What is the primary benefit achieved?
concept of virtualization and virtual servers
Medium
A.Increased physical cabling
B.Elimination of all software licensing
C.Slower provisioning of new servers
D.Better hardware utilization and lower cost
Correct Answer: Better hardware utilization and lower cost
Explanation:
Virtualization consolidates workloads onto fewer physical machines, improving resource utilization and reducing hardware, power, and maintenance costs.
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29A Type 1 hypervisor differs from a Type 2 hypervisor primarily because it:
concept of virtualization and virtual servers
Medium
A.Runs directly on the physical hardware (bare-metal)
B.Can only run a single virtual machine
C.Requires a host operating system underneath it
D.Cannot allocate memory to VMs
Correct Answer: Runs directly on the physical hardware (bare-metal)
Explanation:
A Type 1 (bare-metal) hypervisor runs directly on hardware, while a Type 2 hypervisor runs on top of a host operating system.
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30An application must store large volumes of unstructured files such as images and videos with access via HTTP APIs. Which cloud storage type is most suitable?
cloud and database storage
Medium
A.Relational database
B.Block storage
C.Cache memory
D.Object storage
Correct Answer: Object storage
Explanation:
Object storage is designed for large, unstructured data like media files, offering scalable HTTP/API access, unlike block storage or relational databases.
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31A banking application requires strict consistency, transactions, and structured tables with defined relationships. Which storage option best meets these needs?
cloud and database storage
Medium
A.Relational (SQL) database
B.Object storage bucket
C.Flat text files
D.Key-value cache
Correct Answer: Relational (SQL) database
Explanation:
Relational databases enforce structured schemas, relationships, and ACID transactions, which are essential for consistent banking operations.
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32A social media app stores rapidly growing, semi-structured user data with flexible fields and needs to scale horizontally across many servers. Which database type fits best?
cloud and database storage
Medium
A.NoSQL database
B.Single-node relational database
C.Read-only cache
D.Spreadsheet file
Correct Answer: NoSQL database
Explanation:
NoSQL databases handle flexible, semi-structured data and scale horizontally, making them ideal for large, fast-growing social media workloads.
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33Why does cloud storage typically replicate data across multiple locations or zones?
cloud and database storage
Medium
A.To remove the need for backups entirely
B.To slow down read operations intentionally
C.To reduce the total amount of stored data
D.To ensure durability and availability if one location fails
Correct Answer: To ensure durability and availability if one location fails
Explanation:
Replication across zones protects against hardware or site failures, keeping data durable and accessible even if one copy becomes unavailable.
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34A smart thermostat measures room temperature and automatically adjusts the air conditioner without human input. This best illustrates which core idea of IoT?
basics of IoT & its applications
Medium
A.Physical devices sensing and acting through network connectivity
B.Printing physical documents
C.Offline standalone computing with no network
D.Manual data entry into a spreadsheet
Correct Answer: Physical devices sensing and acting through network connectivity
Explanation:
IoT connects physical devices that sense their environment and act on it automatically, exactly as the thermostat senses temperature and controls the AC.
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35A city installs connected sensors on trash bins to notify collection trucks only when bins are full. Which IoT application category does this represent?
basics of IoT & its applications
Medium
A.Smart city / smart waste management
B.Desktop word processing
C.Manual paper-based logging
D.Video game development
Correct Answer: Smart city / smart waste management
Explanation:
Connected bins optimizing collection routes based on fill level is a classic smart city IoT application improving efficiency and reducing costs.
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36A wearable fitness band continuously monitors heart rate and sends alerts to a phone app. Which benefit of IoT in healthcare does this demonstrate?
basics of IoT & its applications
Medium
A.Remote and continuous health monitoring
B.Elimination of all doctors
C.Reduced need for any network connection
D.Manual periodic hospital-only checks
Correct Answer: Remote and continuous health monitoring
Explanation:
IoT wearables enable continuous, remote monitoring of vital signs, allowing timely alerts without requiring the patient to be physically present at a clinic.
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37In a typical IoT architecture, which layer is responsible for collecting raw data directly from the physical environment?
IoT framework
Medium
A.Application layer
B.Perception (sensing) layer
C.Business layer
D.Presentation layer
Correct Answer: Perception (sensing) layer
Explanation:
The perception layer contains sensors and devices that gather raw data from the physical world, forming the base of the IoT architecture.
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38In the layered IoT framework, which layer is primarily responsible for transmitting collected data to processing systems or the cloud?
IoT framework
Medium
A.Application layer
B.Sensor layer
C.Network (transport) layer
D.Perception layer
Correct Answer: Network (transport) layer
Explanation:
The network layer handles connectivity and data transmission between sensing devices and the processing or application layers using protocols and gateways.
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39An IoT gateway aggregates data from many local sensors before sending it to the cloud. What is the main advantage of processing some data at the gateway (edge) rather than sending everything to the cloud?
IoT framework
Medium
A.Increased raw data transmission
B.Slower real-time response
C.Complete removal of the cloud
D.Reduced latency and bandwidth usage
Correct Answer: Reduced latency and bandwidth usage
Explanation:
Edge processing at the gateway filters and handles data locally, lowering latency and reducing the volume of data sent to the cloud, saving bandwidth.
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40In a smart irrigation system, a soil moisture reading triggers a water valve to open. Which component acts as the actuator?
role of sensors and actuators in IoT framework
Medium
A.The soil moisture sensor
B.The Wi-Fi router
C.The water valve
D.The cloud dashboard
Correct Answer: The water valve
Explanation:
An actuator performs a physical action based on a command; the valve opening to release water is the actuator, while the moisture sensor only measures.
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41A startup deploys its application code on a managed platform where the provider handles the OS, runtime, and scaling, but the startup remains fully responsible for the application logic and its data. During an audit, a misconfigured application session store leaks user data. Under the shared responsibility model for PaaS, who is accountable for this breach?
cloud service models
Hard
A.The provider, because scaling is automated
B.The cloud provider, because it manages the runtime environment
C.The startup, because application-level configuration and data are always the customer's responsibility
D.Both share it equally since the platform is managed
Correct Answer: The startup, because application-level configuration and data are always the customer's responsibility
Explanation:
In PaaS, the provider secures the OS, runtime, and infrastructure, but the customer always retains responsibility for the application code, its configuration, and the data it processes. A session-store misconfiguration is application-level, so the startup is accountable.
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42An organization wants maximum control over the operating system, middleware, and installed libraries while offloading only the physical hardware, networking, and hypervisor management to a vendor. Which service model fits, and what is the key trade-off?
cloud service models
Hard
A.SaaS — no infrastructure management but almost no control
B.PaaS — the provider manages the OS so patching effort is reduced
C.IaaS — maximum control but the customer must patch and secure the OS and everything above it
D.FaaS — control is limited to individual functions
Correct Answer: IaaS — maximum control but the customer must patch and secure the OS and everything above it
Explanation:
IaaS provides virtualized compute, storage, and networking while giving the customer control from the OS upward. The trade-off is operational burden: the customer must patch, harden, and maintain the OS, middleware, and runtime themselves.
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43A physical host has 32 GB RAM and runs 5 virtual machines, each configured with 8 GB RAM (40 GB total allocated). All VMs boot and run without immediate failure. Which virtualization concept best explains this?
concept of virtualization and virtual servers
Hard
A.Thin provisioning of CPU cores mapped to RAM
B.Nested virtualization dividing the host memory recursively
C.Memory overcommitment, where the hypervisor allocates more virtual RAM than physical RAM using techniques like ballooning and page sharing
D.Hardware passthrough, which bypasses the hypervisor memory limits
Correct Answer: Memory overcommitment, where the hypervisor allocates more virtual RAM than physical RAM using techniques like ballooning and page sharing
Explanation:
Overcommitment lets a hypervisor promise more virtual memory than exists physically, relying on the fact that VMs rarely use their full allocation simultaneously. Ballooning, page sharing, and swapping reclaim memory as needed, though heavy simultaneous demand risks performance degradation.
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44Which statement correctly distinguishes a Type 1 (bare-metal) hypervisor from a Type 2 (hosted) hypervisor in a performance-critical server context?
concept of virtualization and virtual servers
Hard
A.Both run on top of a host OS but differ only in licensing
B.A Type 2 hypervisor runs directly on hardware and is preferred for data centers
C.A Type 1 hypervisor requires a host OS to schedule VM CPU time
D.A Type 1 hypervisor runs directly on hardware, giving lower overhead, while a Type 2 runs atop a host OS, adding a layer of latency
Correct Answer: A Type 1 hypervisor runs directly on hardware, giving lower overhead, while a Type 2 runs atop a host OS, adding a layer of latency
Explanation:
Type 1 hypervisors (e.g., ESXi, Hyper-V) install on bare metal and manage hardware directly, minimizing overhead—ideal for servers. Type 2 hypervisors (e.g., VirtualBox) run as an application on a host OS, adding overhead, making them better for desktops and testing.
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45A retailer experiences predictable traffic spikes every festival season. They want to pay only for extra capacity during spikes and release it afterward without manual intervention. Which combination of cloud characteristics is being leveraged?
introduction to cloud computing
Hard
A.Broad network access with dedicated hosting
B.On-demand self-service with permanent provisioning
C.Resource pooling with fixed capacity reservation
D.Rapid elasticity with measured (pay-per-use) service
Correct Answer: Rapid elasticity with measured (pay-per-use) service
Explanation:
Rapid elasticity lets resources scale out and back automatically with demand, while measured service ensures billing reflects only actual consumption. Together they let the retailer absorb festival spikes and pay for extra capacity only while it is used.
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46An enterprise keeps sensitive workloads on a private cloud but bursts non-sensitive batch jobs to a public cloud during peak load. This deployment model is best described as, and its primary challenge is:
introduction to cloud computing
Hard
A.Private cloud — total isolation with no external connectivity
B.Community cloud — sharing resources among trusted organizations
C.Multi-region public cloud — replicating data globally
D.Hybrid cloud — securely integrating and orchestrating workloads across two environments
Correct Answer: Hybrid cloud — securely integrating and orchestrating workloads across two environments
Explanation:
A hybrid cloud combines private and public infrastructure, enabling cloud bursting for overflow demand. Its central challenge is secure, consistent integration—networking, identity, and data movement—across two distinct environments.
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47A system requires storing millions of unstructured media files with HTTP access, high durability, and flat namespace addressing rather than a hierarchical file tree. Which cloud storage type is most appropriate?
cloud and database storage
Hard
A.Object storage
B.In-memory cache storage
C.Block storage
D.File storage
Correct Answer: Object storage
Explanation:
Object storage stores data as objects in a flat namespace with unique keys and rich metadata, accessible over HTTP/REST APIs. It scales massively and offers high durability, making it ideal for unstructured media—unlike block (attached volumes) or file (hierarchical) storage.
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48According to the CAP theorem, a distributed cloud database experiencing a network partition must choose between two guarantees. If the system continues serving requests on both sides of the partition, which guarantee has it sacrificed?
cloud and database storage
Hard
A.Partition tolerance — the network split is not handled
B.Durability — writes are lost permanently
C.Consistency — nodes may return stale or divergent data
D.Availability — some requests are rejected
Correct Answer: Consistency — nodes may return stale or divergent data
Explanation:
During a partition (P is unavoidable), a system that keeps serving reads and writes on both sides prioritizes Availability, which means nodes can diverge and return stale data—sacrificing Consistency. This is the classic AP choice under CAP.
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49A cloud team migrates a relational workload requiring strict ACID transactions and complex multi-table joins. Which storage/database choice best preserves these requirements?
cloud and database storage
Hard
A.A key-value NoSQL store for horizontal scale
B.An object storage bucket with metadata tags
C.A managed relational (SQL) database service
D.A document store with eventual consistency
Correct Answer: A managed relational (SQL) database service
Explanation:
ACID transactions and complex joins are core strengths of relational databases. A managed SQL service preserves these guarantees. Key-value and document NoSQL stores trade strong consistency and join capability for scale, and object storage is not a transactional database.
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50In an industrial IoT deployment, latency-sensitive analytics must occur near the machines to avoid the round-trip delay of sending all data to a distant cloud. Which architectural approach directly addresses this, and why?
basics of IoT & its applications
Hard
A.Edge/fog computing — processing data close to the source reduces latency and bandwidth use
B.Peer-to-peer sensor meshing without any compute node
C.Pure cloud centralization — all data is analyzed in one region for consistency
D.Cold storage archival — data is batched nightly to the cloud
Correct Answer: Edge/fog computing — processing data close to the source reduces latency and bandwidth use
Explanation:
Edge (or fog) computing places compute near the data source, so time-critical analytics run locally without a cloud round trip. This cuts latency and reduces the bandwidth needed to backhaul raw data, which is essential for real-time industrial control.
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51A smart agriculture system has thousands of battery-powered soil sensors spread across large fields, sending small packets infrequently. Which wireless technology best matches the requirements of long range and low power?
basics of IoT & its applications
Hard
A.Wi-Fi (802.11ac)
B.LPWAN (e.g., LoRaWAN)
C.Wired Ethernet
D.Classic Bluetooth
Correct Answer: LPWAN (e.g., LoRaWAN)
Explanation:
Low-Power Wide-Area Networks like LoRaWAN are designed for long-range links and minimal energy use with small, infrequent payloads—ideal for battery sensors over large fields. Wi-Fi and Bluetooth are short range and power-hungry; Ethernet is impractical to wire across fields.
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52In a layered IoT reference framework, raw sensor readings are collected, then aggregated and filtered near the network edge before only meaningful events are forwarded upward. Which layer performs this aggregation and preprocessing?
IoT framework
Hard
A.Business/analytics layer
B.Perception/sensing layer
C.Application layer
D.Edge/gateway (network) layer
Correct Answer: Edge/gateway (network) layer
Explanation:
The perception layer captures raw data; the edge/gateway (network) layer aggregates, filters, and preprocesses it before transmission, reducing upstream load. The application and business layers consume the refined data and derive insights or decisions.
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53An IoT architect chooses MQTT over HTTP for communication between constrained devices and a broker. Which property of MQTT most justifies this choice for large-scale, unreliable networks?
IoT framework
Hard
A.Its lightweight publish/subscribe model with low overhead and configurable QoS levels
B.Its reliance on heavy XML payloads for interoperability
C.Its requirement of a persistent point-to-point link between every pair of devices
D.Its request/response model that opens a new connection per message
Correct Answer: Its lightweight publish/subscribe model with low overhead and configurable QoS levels
Explanation:
MQTT uses a compact publish/subscribe protocol over a broker, minimizing header overhead and decoupling producers from consumers. Its QoS levels (0, 1, 2) let devices trade reliability against overhead—well suited to constrained devices on lossy networks, unlike verbose HTTP request/response.
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54Consider the IoT control loop: an environmental condition changes, and the system responds physically. Which sequence correctly orders the roles of sensor and actuator?
role of sensors and actuators in IoT framework
Hard
A.Sensor converts a physical quantity into a signal, the system processes it, then an actuator converts a signal back into physical action
B.Sensor and actuator both output control signals with no physical interaction
C.Both sensor and actuator convert physical energy into digital storage only
D.Actuator senses the condition first, then a sensor performs the physical action
Correct Answer: Sensor converts a physical quantity into a signal, the system processes it, then an actuator converts a signal back into physical action
Explanation:
Sensors are input transducers that convert physical quantities (temperature, motion) into electrical signals. After processing/decision-making, actuators are output transducers that convert signals back into physical action (open a valve, run a motor), completing the sense-decide-act loop.
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55A temperature sensor outputs an analog voltage that increases linearly with temperature. Before a microcontroller can process it in a digital IoT node, which component is essential, and why?
role of sensors and actuators in IoT framework
Hard
A.A relay, because it switches the analog voltage to digital
B.An ADC (analog-to-digital converter), because the microcontroller processes discrete digital values, not continuous voltage
C.A DAC, because the sensor signal must be reconverted to analog
D.An actuator, because it amplifies the analog signal directly
Correct Answer: An ADC (analog-to-digital converter), because the microcontroller processes discrete digital values, not continuous voltage
Explanation:
Many sensors produce continuous analog signals, but microcontrollers operate on discrete digital data. An ADC samples and quantizes the analog voltage into digital values the processor can use. A DAC does the reverse and would be needed to drive certain analog actuators.
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56Compared with full hardware virtualization using VMs, containers share the host OS kernel. What is the correct security and performance trade-off of this design?
concept of virtualization and virtual servers
Hard
A.Containers provide stronger isolation than VMs because each has its own kernel
B.Containers cannot share resources, so they waste more memory than VMs
C.Containers are lighter and start faster, but weaker isolation means a kernel exploit can affect all containers on the host
D.Containers are heavier than VMs but more secure by default
Correct Answer: Containers are lighter and start faster, but weaker isolation means a kernel exploit can affect all containers on the host
Explanation:
Containers virtualize at the OS level, sharing the host kernel, which makes them lightweight and fast to start. The trade-off is isolation: because they share a kernel, a kernel-level vulnerability can potentially compromise all containers, unlike VMs that each run a separate kernel.
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57A finance company uses a fully managed email and CRM application accessed via a browser, with the vendor handling everything from infrastructure to updates. A regulatory audit asks who controls the underlying data encryption keys by default. In the typical SaaS model, the most accurate answer is:
cloud service models
Hard
A.The provider controls the keys by default, though some SaaS vendors offer customer-managed key options
B.Keys are jointly held and require both parties to decrypt
C.No encryption keys exist in SaaS since data is application-managed
D.The customer always controls all encryption keys in SaaS
Correct Answer: The provider controls the keys by default, though some SaaS vendors offer customer-managed key options
Explanation:
In SaaS the provider manages the entire stack, including default encryption and key management. Customers give up most control; only some vendors offer customer-managed or bring-your-own-key features. This is a key compliance consideration when evaluating SaaS for regulated data.
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58A smart-home vendor ships devices with a shared default password and no automatic firmware updates. From an IoT security standpoint, what is the most significant systemic risk?
basics of IoT & its applications
Hard
A.Mass compromise into botnets, since many identical, unpatched devices share the same weakness
B.Loss of cloud storage capacity
C.Slower Wi-Fi throughput from firmware size
D.Reduced battery life due to password checks
Correct Answer: Mass compromise into botnets, since many identical, unpatched devices share the same weakness
Explanation:
Default credentials and no update mechanism mean a single known exploit scales across millions of identical devices, letting attackers recruit them into botnets (as seen with Mirai). Homogeneous, unpatched fleets are the core systemic IoT security risk.
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59In an IoT framework, a device twin (digital twin) is maintained in the cloud to mirror a physical device's state. What primary problem does this abstraction solve for intermittently connected devices?
IoT framework
Hard
A.It permanently increases the device's local storage capacity
B.It replaces the network layer entirely
C.It eliminates the need for sensors on the physical device
D.It lets applications read the last known state and queue desired changes even while the device is offline
Correct Answer: It lets applications read the last known state and queue desired changes even while the device is offline
Explanation:
A digital/device twin stores reported state and desired state in the cloud. Applications can query the last reported values and set desired properties even when the device is disconnected; the device syncs when it reconnects—smoothing over intermittent connectivity.
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60In a closed-loop IoT thermostat, sensor noise causes the actuator (heater relay) to switch on and off rapidly around the setpoint, causing wear. Which control technique most directly addresses this oscillation?
role of sensors and actuators in IoT framework
Hard
A.Removing the sensor feedback to run open-loop
B.Introducing hysteresis (a dead band) so the actuator switches only outside a threshold range
C.Replacing the relay with a second identical sensor
D.Increasing the sensor sampling rate to maximum
Correct Answer: Introducing hysteresis (a dead band) so the actuator switches only outside a threshold range
Explanation:
Rapid switching (chatter) around a setpoint is solved with hysteresis: the actuator turns on below a lower threshold and off above an upper threshold, creating a dead band that prevents constant toggling from small fluctuations or noise, reducing wear.
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