1What does the acronym SaaS stand for in cloud computing?
SaaS
Easy
A.Software as a Service
B.Security as a Service
C.System as a Service
D.Storage as a Service
Correct Answer: Software as a Service
Explanation:
SaaS stands for Software as a Service, where applications are delivered over the internet on a subscription basis.
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2Which of the following is a common example of a SaaS application?
SaaS
Easy
A.A physical server
B.An operating system kernel
C.Google Docs
D.A network router
Correct Answer: Google Docs
Explanation:
Google Docs is a SaaS product because users access the software through a browser without installing or managing it.
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3What does PaaS primarily provide to its users?
PaaS
Easy
A.Internet connectivity only
B.Physical office space
C.A platform to develop and deploy applications
D.Ready-to-use software only
Correct Answer: A platform to develop and deploy applications
Explanation:
PaaS (Platform as a Service) gives developers tools and an environment to build, test, and deploy applications without managing the underlying hardware.
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4In the IaaS model, what does the provider mainly deliver?
IaaS (Infrastructure as a Service) offers virtualized resources like servers, storage, and networking that users manage themselves.
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5Which cloud service model gives the user the most control over the operating system and installed software?
IaaS
Easy
A.PaaS
B.Email hosting
C.IaaS
D.SaaS
Correct Answer: IaaS
Explanation:
IaaS provides raw infrastructure, so the user controls the OS, runtime, and applications, giving the most flexibility among the three models.
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6A public cloud is best described as one that is:
Public and Private Cloud
Easy
A.Limited to storing photos
B.Shared and available to many organizations over the internet
C.Never connected to the internet
D.Used by only one organization internally
Correct Answer: Shared and available to many organizations over the internet
Explanation:
A public cloud offers services over the internet to multiple customers who share the same underlying infrastructure.
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7Which type of cloud is dedicated to a single organization for its exclusive use?
Public and Private Cloud
Easy
A.Open cloud
B.Community cloud
C.Public cloud
D.Private cloud
Correct Answer: Private cloud
Explanation:
A private cloud is reserved for one organization, offering greater control and security over its resources.
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8Virtualization in computing mainly allows you to:
Virtualization
Easy
A.Speed up internet browsing only
B.Increase the size of a monitor
C.Delete files permanently
D.Run multiple virtual machines on one physical machine
Correct Answer: Run multiple virtual machines on one physical machine
Explanation:
Virtualization creates virtual versions of resources so several virtual machines can share a single physical computer.
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9The software layer that creates and manages virtual machines is called a:
Virtualization
Easy
A.Hypervisor
B.Browser
C.Compiler
D.Firewall
Correct Answer: Hypervisor
Explanation:
A hypervisor is the software that creates, runs, and manages virtual machines on a physical host.
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10A virtual server is best described as:
Virtual Server
Easy
A.A broken physical server
B.A type of web browser
C.A cable used to connect servers
D.A server created by software rather than dedicated hardware
Correct Answer: A server created by software rather than dedicated hardware
Explanation:
A virtual server is a software-based server that runs on shared physical hardware through virtualization.
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11One key advantage of using virtual servers over dedicated physical servers is:
Virtual Server
Easy
A.Higher electricity use per task
B.No ability to scale
C.Better use of hardware resources
D.The need for more physical space
Correct Answer: Better use of hardware resources
Explanation:
Virtual servers let multiple workloads share one machine, improving hardware utilization and reducing cost.
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12Cloud storage allows users to:
Cloud Storage
Easy
A.Store data only on a local hard disk
B.Print documents faster
C.Store data on remote servers accessed over the internet
D.Increase screen resolution
Correct Answer: Store data on remote servers accessed over the internet
Explanation:
Cloud storage keeps files on remote servers so they can be accessed from anywhere over the internet.
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13Which of the following is a popular cloud storage service?
Cloud Storage
Easy
A.Microsoft Word
B.Windows Notepad
C.VLC Player
D.Google Drive
Correct Answer: Google Drive
Explanation:
Google Drive is a cloud storage service that stores files online for access across devices.
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14Database storage in the cloud is mainly used to:
Database Storage
Easy
A.Design website logos
B.Connect printers
C.Cool the data center
D.Store and manage structured data
Correct Answer: Store and manage structured data
Explanation:
Cloud database storage is designed to store, organize, and manage structured data efficiently.
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15Which language is most commonly used to query data in a relational database?
Database Storage
Easy
A.CSS
B.URL
C.SQL
D.HTML
Correct Answer: SQL
Explanation:
SQL (Structured Query Language) is the standard language for querying and managing relational databases.
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16In cloud computing, resource management is mainly concerned with:
Resource Management
Easy
A.Cleaning hardware physically
B.Writing legal contracts only
C.Allocating and monitoring computing resources efficiently
D.Designing company logos
Correct Answer: Allocating and monitoring computing resources efficiently
Explanation:
Resource management handles the allocation, scheduling, and monitoring of resources like CPU, memory, and storage.
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17The ability of a cloud system to automatically add or remove resources based on demand is called:
Resource Management
Easy
A.Compression
B.Formatting
C.Scalability
D.Encryption
Correct Answer: Scalability
Explanation:
Scalability lets a cloud system adjust resources up or down according to workload demand.
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18A Service Level Agreement (SLA) is best defined as:
Service Level Agreement
Easy
A.A type of computer virus
B.A programming language
C.A storage device
D.A contract defining the expected level of service
Correct Answer: A contract defining the expected level of service
Explanation:
An SLA is a formal agreement between a provider and customer that specifies expected service levels and responsibilities.
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19Which of the following is commonly guaranteed in an SLA?
Service Level Agreement
Easy
A.Uptime or availability percentage
B.The color of the servers
C.The employee lunch menu
D.The brand of user laptops
Correct Answer: Uptime or availability percentage
Explanation:
SLAs typically guarantee metrics like uptime, availability, and response time for the service.
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20What does the acronym IoT stand for?
Basics of IoT and its applications
Easy
A.Internal Online Transfer
B.Internet of Things
C.Input of Text
D.Instant Online Tool
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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21A small company wants to use email, document editing, and CRM tools without installing or maintaining any software on their own machines. They access everything through a web browser and pay a monthly per-user fee. Which cloud service model best fits this need?
SaaS
Medium
A.IaaS
B.PaaS
C.SaaS
D.DaaS
Correct Answer: SaaS
Explanation:
Software as a Service (SaaS) delivers ready-to-use applications over the internet on a subscription basis, with the provider handling all infrastructure, platform, and software maintenance.
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22A development team wants to build and deploy a web application without managing operating systems, runtime, or server patching, but they still want full control over their application code and database schema. Which model is most appropriate?
PaaS
Medium
A.SaaS
B.IaaS
C.PaaS
D.Bare-metal hosting
Correct Answer: PaaS
Explanation:
Platform as a Service (PaaS) provides a managed environment (runtime, OS, middleware) where developers deploy their own code, while the provider handles the underlying infrastructure and platform upkeep.
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23An organization needs raw compute, storage, and networking resources so it can install its own operating systems and configure the entire software stack itself. Which service model gives it this level of control?
IaaS
Medium
A.FaaS
B.IaaS
C.PaaS
D.SaaS
Correct Answer: IaaS
Explanation:
Infrastructure as a Service (IaaS) provides virtualized hardware resources such as VMs, storage, and networks, letting the customer manage the OS and everything above it.
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24A hospital must keep patient records on infrastructure that is dedicated solely to the hospital and not shared with other organizations, mainly for security and compliance. Which deployment model suits this requirement?
Public and Private Cloud
Medium
A.Community grid
B.Public cloud
C.Shared hosting
D.Private cloud
Correct Answer: Private cloud
Explanation:
A private cloud dedicates infrastructure to a single organization, offering greater control and isolation, which supports strict security and compliance needs.
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25Which statement most accurately compares public and private clouds?
Public and Private Cloud
Medium
A.Public clouds are always cheaper and more secure than private clouds
B.Public clouds share resources among many tenants, while private clouds are dedicated to one organization
C.Private clouds cannot use virtualization, unlike public clouds
D.Public clouds never allow scaling, while private clouds scale infinitely
Correct Answer: Public clouds share resources among many tenants, while private clouds are dedicated to one organization
Explanation:
The core difference is tenancy: public clouds use multi-tenant shared infrastructure, whereas private clouds are dedicated to a single organization.
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26In a virtualized environment, what is the primary role of a hypervisor?
Virtualization
Medium
A.To provide internet connectivity to the physical server
B.To encrypt all data stored on physical disks
C.To create and manage multiple virtual machines on a single physical host
D.To replace the need for any operating system
Correct Answer: To create and manage multiple virtual machines on a single physical host
Explanation:
A hypervisor abstracts physical hardware and allocates it among multiple virtual machines, allowing several isolated VMs to run on one physical host.
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27A data center runs 5 physical servers, each hosting 8 virtual machines. If all VMs are evenly distributed, how many virtual machines are running in total?
Virtualization
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
Total VMs . Virtualization lets each physical host run multiple isolated VMs, multiplying available server instances.
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28Why can a virtual server be provisioned much faster than a traditional physical server?
Virtual Server
Medium
A.It permanently stores data without any physical disk
B.It is created from software on existing hardware, avoiding new hardware purchase and setup
C.It does not need any operating system to run
D.It requires no CPU or memory allocation at all
Correct Answer: It is created from software on existing hardware, avoiding new hardware purchase and setup
Explanation:
Virtual servers are software-defined instances carved out of existing physical resources, so they can be spun up in minutes without procuring and wiring new hardware.
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29A company scales its web app by adding more virtual server instances behind a load balancer during peak hours and removing them afterward. This practice is best described as:
Virtual Server
Medium
A.Vertical partitioning
B.Elastic horizontal scaling
C.Data deduplication
D.Static provisioning
Correct Answer: Elastic horizontal scaling
Explanation:
Adding or removing identical server instances to match demand is horizontal scaling; doing it automatically with demand makes it elastic.
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30A photographer wants to store thousands of high-resolution images in the cloud and access them from any device, paying only for the capacity used. Which characteristic of cloud storage most directly supports this?
Cloud storage scales on demand and charges based on usage, letting users store growing data and access it from anywhere without managing hardware.
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31Cloud providers often keep multiple copies of your data across different locations. What is the main benefit of this replication?
Cloud Storage
Medium
A.Faster CPU processing of the data
B.Higher durability and availability if one location fails
C.Automatic conversion of files to plain text
D.Lower total amount of stored bytes
Correct Answer: Higher durability and availability if one location fails
Explanation:
Replicating data across locations protects against hardware or site failures, improving both durability (data survives) and availability (data stays accessible).
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32An application stores rapidly changing, unstructured user activity logs with flexible fields that vary per record. Which database type is generally the better fit?
Database Storage
Medium
A.Traditional relational database with fixed schema
B.Flat text file only
C.Spreadsheet with fixed columns
D.NoSQL database
Correct Answer: NoSQL database
Explanation:
NoSQL databases handle unstructured or semi-structured data with flexible, schema-less records, making them well suited to variable activity logs.
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33A managed cloud database service handles backups, patching, and replication for you. What is the main trade-off compared to running your own database on a VM?
Database Storage
Medium
A.Inability to run any queries at all
B.Complete loss of all data security
C.Less low-level control in exchange for reduced operational effort
D.Guaranteed zero cost regardless of usage
Correct Answer: Less low-level control in exchange for reduced operational effort
Explanation:
Managed database services automate maintenance tasks, saving effort, but the provider abstracts away low-level configuration you would control on a self-managed VM.
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34A cloud platform automatically increases the number of running instances when CPU usage crosses 80% and reduces them when it drops below 30%. This mechanism is called:
Resource Management
Medium
A.Auto-scaling
B.Data sharding
C.Cold storage archiving
D.Manual provisioning
Correct Answer: Auto-scaling
Explanation:
Auto-scaling adjusts resource capacity automatically based on metrics like CPU utilization, matching supply to demand without manual intervention.
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35Why is efficient resource management important for controlling cloud costs?
Resource Management
Medium
A.Idle or over-provisioned resources still incur charges
B.All resources are always free until deleted
C.Resources cannot be released once allocated
D.Cloud resources are billed only once per year regardless of use
Correct Answer: Idle or over-provisioned resources still incur charges
Explanation:
In pay-as-you-go models, provisioned resources cost money even when underused, so right-sizing and releasing idle resources controls spending.
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36A provider's SLA guarantees 99.9% monthly uptime. Approximately how much downtime per 30-day month does this allow?
Service Level Agreement
Medium
A.About 3 hours
B.About 43 minutes
C.About 7 hours
D.About 5 minutes
Correct Answer: About 43 minutes
Explanation:
Downtime minutes. A 99.9% SLA allows roughly 0.1% of the month as downtime.
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37Which of the following is typically defined in a cloud Service Level Agreement (SLA)?
Service Level Agreement
Medium
A.The programming language the customer must use
B.The customer's internal marketing strategy
C.Uptime guarantees, performance targets, and remedies for breaches
D.The physical color of the data center building
Correct Answer: Uptime guarantees, performance targets, and remedies for breaches
Explanation:
An SLA formally specifies measurable service commitments such as availability and performance, along with penalties or credits if the provider fails to meet them.
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38In a typical IoT system, what is the primary function of sensors?
Basics of IoT and its applications
Medium
A.To design the user interface of the application
B.To collect physical data from the environment and convert it into signals
C.To store all data permanently in the cloud
D.To provide electrical power to the cloud servers
Correct Answer: To collect physical data from the environment and convert it into signals
Explanation:
Sensors are the data-gathering layer of IoT, detecting physical quantities (temperature, motion, light) and converting them into signals that can be processed and transmitted.
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39A smart thermostat learns household patterns and adjusts heating automatically to save energy. Which IoT application domain does this best represent?
Basics of IoT and its applications
Medium
A.Satellite navigation
B.Cloud database indexing
C.Industrial robotics assembly
D.Smart home automation
Correct Answer: Smart home automation
Explanation:
A connected thermostat that senses conditions and controls appliances in a residence is a classic smart home automation use case within IoT.
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40Why is connectivity (such as Wi-Fi, Bluetooth, or cellular) considered a fundamental component of any IoT ecosystem?
Basics of IoT and its applications
Medium
A.It replaces the need for sensors and actuators entirely
B.It converts analog data into a printed report
C.It permanently increases the storage capacity of each sensor
D.It enables devices to transmit collected data for processing and receive commands
Correct Answer: It enables devices to transmit collected data for processing and receive commands
Explanation:
Connectivity links IoT devices to gateways, the cloud, and each other, allowing data to flow for analysis and control commands to return to the devices.
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41An organization migrates to an IaaS provider and later suffers a data breach because an operating system on one of its VMs was left unpatched. Under the standard cloud shared responsibility model for IaaS, who is accountable for this vulnerability?
IaaS
Hard
A.The customer's ISP, since it routes traffic to the VM
B.The customer, since OS patching falls within the guest layer they manage
C.The provider, since it owns the physical hosts running the VMs
D.The provider, since IaaS bundles managed OS maintenance
Correct Answer: The customer, since OS patching falls within the guest layer they manage
Explanation:
In IaaS the provider manages physical infrastructure, networking, and virtualization, while the customer manages the guest OS, middleware, runtime, and applications. Patching the guest OS is therefore the customer's responsibility.
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42A development team wants to deploy application code without managing runtimes, OS, or scaling logic, but needs the freedom to choose the programming language and framework. Which characteristic BEST distinguishes a suitable PaaS from a SaaS offering here?
PaaS
Hard
A.PaaS exposes a managed runtime and deployment pipeline while the app logic stays customer-owned
B.PaaS delivers fully finished applications accessed via a browser
C.PaaS requires the customer to provision and patch virtual machines directly
D.PaaS restricts the customer to a single vendor-defined application feature set
Correct Answer: PaaS exposes a managed runtime and deployment pipeline while the app logic stays customer-owned
Explanation:
PaaS provides managed runtimes and deployment tooling so developers focus on code, while SaaS delivers a complete finished application. The customer still owns and writes the application logic in PaaS.
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43A Type-1 (bare-metal) hypervisor and a Type-2 (hosted) hypervisor are compared for a latency-sensitive production workload. Why is the Type-1 approach generally preferred?
Virtualization
Hard
A.It emulates every instruction in software for better isolation
B.It eliminates the need for any virtual machine abstraction
C.It requires a full guest OS per host but no scheduler
D.It runs directly on hardware, avoiding an intermediary host OS layer
Correct Answer: It runs directly on hardware, avoiding an intermediary host OS layer
Explanation:
A Type-1 hypervisor runs directly on the physical hardware, reducing overhead and latency. A Type-2 hypervisor sits on top of a host OS, adding an extra layer that increases overhead.
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44An SLA guarantees monthly uptime for a service. For a 30-day month, what is the maximum allowed downtime before the guarantee is breached?
Service Level Agreement
Hard
A.Approximately minutes
B.Approximately minutes
C.Approximately minutes
D.Approximately hours
Correct Answer: Approximately minutes
Explanation:
A 30-day month has minutes. Allowed downtime is : minutes.
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45A bank must keep customer records on infrastructure it fully controls for compliance, yet wants to burst non-sensitive analytics workloads to scalable shared infrastructure during peak load. Which deployment strategy fits this requirement?
Public and Private Cloud
Hard
A.A community cloud shared exclusively among competing banks
B.A single private cloud with fixed on-premises capacity only
C.A purely public cloud with all data in shared tenancy
D.A hybrid cloud combining private control with public burst capacity
Correct Answer: A hybrid cloud combining private control with public burst capacity
Explanation:
Hybrid cloud lets sensitive workloads stay on controlled private infrastructure while non-sensitive workloads burst to the public cloud for elastic scaling, satisfying both compliance and scalability.
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46An application stores millions of rarely accessed backup files and wants to minimize cost, accepting retrieval delays of several hours. Which cloud storage tier characteristic is the correct match?
Cloud Storage
Hard
A.Cold/archive storage with low cost per GB but high retrieval latency
B.Block storage attached directly to a running VM
C.Hot storage with low latency and high cost per GB
D.In-memory caching for microsecond access
Correct Answer: Cold/archive storage with low cost per GB but high retrieval latency
Explanation:
Archive/cold tiers trade retrieval speed for very low storage cost, ideal for rarely accessed backups. Hot storage and in-memory caching are optimized for frequent, low-latency access at higher cost.
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47A cloud platform observes CPU utilization repeatedly crossing during traffic spikes and adds instances automatically, removing them when load falls. What is this mechanism and its main risk if thresholds are poorly tuned?
Resource Management
Hard
A.Overprovisioning; risk of permanently idle capacity
B.Load balancing; risk of a single point of failure
C.Vertical partitioning; risk of data inconsistency
D.Auto-scaling; risk of thrashing from rapid scale-up/scale-down cycles
Correct Answer: Auto-scaling; risk of thrashing from rapid scale-up/scale-down cycles
Explanation:
Reacting to utilization thresholds by adding/removing instances is auto-scaling. If thresholds and cooldowns are poorly tuned, the system repeatedly scales in and out (thrashing), wasting resources and destabilizing the service.
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48A SaaS vendor serves thousands of organizations from one shared application instance while keeping each organization's data logically separated. Which architectural concept enables this, and what is its principal challenge?
Correct Answer: Multi-tenancy; ensuring strong tenant data isolation
Explanation:
Multi-tenancy lets one application instance serve many tenants efficiently. Its main challenge is enforcing strict logical isolation so one tenant can never access another's data.
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49In a smart-factory IoT deployment, sensors generate high-frequency data that must be filtered and acted upon within milliseconds. Sending all raw data to the cloud is too slow. Which approach directly addresses this latency constraint?
Basics of IoT and its applications
Hard
A.Edge computing to process data near the sensors
B.Increasing cloud database replicas globally
C.Cold storage archiving of all sensor streams
D.Batching all data for nightly cloud processing
Correct Answer: Edge computing to process data near the sensors
Explanation:
Edge computing processes data close to where it is generated, cutting round-trip latency to the cloud and enabling millisecond responses. Cloud-only batching or archiving cannot meet real-time constraints.
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50An application needs flexible, schema-less storage that scales horizontally across many nodes and tolerates eventual consistency for high write throughput. Which database category best fits, and what tradeoff does it accept per the CAP theorem?
Database Storage
Hard
A.A NoSQL store favoring availability and partition tolerance over strict consistency
B.A relational RDBMS enforcing ACID with strict schemas
C.A flat-file store requiring manual locking
D.A single-node in-memory cache with no persistence
Correct Answer: A NoSQL store favoring availability and partition tolerance over strict consistency
Explanation:
Schema-less, horizontally scalable stores are typically NoSQL. Under the CAP theorem, distributed NoSQL systems often choose availability and partition tolerance, accepting eventual (weaker) consistency.
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51Two virtual servers on the same physical host experience degraded performance because one consumes excessive CPU and I/O. What is this phenomenon called, and which mechanism mitigates it?
Virtual Server
Hard
A.Cold start; mitigated by pre-warming instances
B.Vendor lock-in; mitigated by open standards
C.Data gravity; mitigated by data replication
D.Noisy neighbor effect; mitigated by resource limits and reservations
Correct Answer: Noisy neighbor effect; mitigated by resource limits and reservations
Explanation:
When one VM's heavy resource use harms co-located VMs, it is the noisy neighbor effect. Setting per-VM resource limits, reservations, or dedicated hosts mitigates it.
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52A team provisions IaaS compute and forgets to release unused block volumes and elastic IPs after decommissioning VMs. What best explains why the bill remains high?
IaaS
Hard
A.IaaS charges only for CPU seconds regardless of storage
B.Stopped VMs automatically delete all associated resources
C.Detached storage and reserved addresses are billed independently of running compute
D.Block volumes incur no cost once their VM is terminated
Correct Answer: Detached storage and reserved addresses are billed independently of running compute
Explanation:
In IaaS, resources like persistent block volumes and reserved public IPs are billed separately from compute. They keep incurring charges even after the VM is gone unless explicitly released.
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53An enterprise argues that a private cloud is always more secure than a public cloud. Which statement most accurately critiques this claim?
Public and Private Cloud
Hard
A.Public clouds always place customer data in a single shared file
B.Public clouds cannot offer encryption or access controls
C.Private clouds inherently eliminate all misconfiguration risk
D.Security depends on configuration and controls, not merely on deployment model
Correct Answer: Security depends on configuration and controls, not merely on deployment model
Explanation:
Both models can be secure or insecure. Public providers offer robust security controls, and private clouds can be misconfigured. Actual security depends on how controls are implemented and managed.
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54A provider offers availability while a competitor offers . Over a 365-day year, approximately how much less downtime does the higher tier permit?
Service Level Agreement
Hard
A.About hours less per year
B.About days less per year
C.About hours less per year
D.About minutes less per year
Correct Answer: About hours less per year
Explanation:
Yearly minutes . At : min downtime; at : min. Difference min hours.
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55A company runs many microservices that each need isolation but share the same OS kernel to save resources and start in milliseconds. Which technology fits better than full hardware virtualization, and why?
Virtualization
Hard
A.Containers, because they share the host kernel and avoid full guest OS overhead
B.Full VMs, because each needs its own kernel for millisecond startup
C.Bare-metal servers, because they remove all abstraction layers
D.Nested hypervisors, because they duplicate the kernel per service
Correct Answer: Containers, because they share the host kernel and avoid full guest OS overhead
Explanation:
Containers virtualize at the OS level, sharing the host kernel. This makes them lightweight and fast to start, unlike full VMs that each boot a complete guest OS.
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56A workload has predictable steady-state usage plus occasional unpredictable spikes. Which mix of pricing/allocation models minimizes cost while preserving elasticity?
Resource Management
Hard
A.On-demand only for both baseline and spikes
B.Reserved capacity for the baseline plus on-demand for the spikes
C.Reserved capacity sized for peak spikes at all times
D.Spot instances only for the entire workload
Correct Answer: Reserved capacity for the baseline plus on-demand for the spikes
Explanation:
Reserved capacity is cheapest for predictable baseline load, while on-demand handles unpredictable spikes elastically. Sizing reservations for peak wastes money, and on-demand-only for baseline costs more.
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57A large-scale IoT network of battery-powered field sensors must send small packets over long distances for years without recharge. Which communication characteristic is the priority, and which protocol class fits?
Basics of IoT and its applications
Hard
A.High bandwidth and low latency, such as wired Ethernet
B.Short-range high-frequency links, such as standard Wi-Fi
C.Maximum throughput streaming, such as 5G mmWave video
D.Low power and long range with low data rate, such as LPWAN protocols
Correct Answer: Low power and long range with low data rate, such as LPWAN protocols
Explanation:
Battery-powered, long-range sensors sending tiny payloads prioritize low power consumption and range over throughput. LPWAN technologies (e.g., LoRaWAN, NB-IoT) are designed for exactly this profile.
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58An architect needs storage that presents raw, low-latency volumes to a single VM for a high-performance database, rather than shared file or object access. Which storage type is correct, and why?
Cloud Storage
Hard
A.File storage, because it exposes a shared network file system
B.Block storage, because it offers raw volumes with low latency for one attachment
C.Object storage, because it provides HTTP access to immutable blobs
D.Archive storage, because it minimizes cost for hot database data
Correct Answer: Block storage, because it offers raw volumes with low latency for one attachment
Explanation:
Databases need raw block-level volumes with low latency, typically attached to a single instance. Object storage is for immutable blobs over HTTP, and file storage is for shared file access, both less suited to database I/O.
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59A startup adopts a proprietary PaaS that uses vendor-specific APIs, managed services, and configuration. Two years later migrating away proves costly. Which risk does this illustrate, and what practice reduces it?
PaaS
Hard
A.Thrashing; reduced by lowering scaling thresholds
B.Cold start; reduced by increasing instance size
C.Vendor lock-in; reduced by favoring open standards and portable abstractions
D.Data gravity; reduced by disabling backups
Correct Answer: Vendor lock-in; reduced by favoring open standards and portable abstractions
Explanation:
Heavy reliance on proprietary PaaS APIs creates vendor lock-in, making migration expensive. Using open standards, portable frameworks, and abstraction layers reduces coupling to a single provider.
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60An e-commerce system requires that a customer's payment either fully completes or fully rolls back, with no partial state, even under concurrent access. Which storage guarantee is essential, and which model provides it natively?
Database Storage
Hard
A.Fire-and-forget writes, provided by message queues
B.Eventual consistency, provided by most key-value stores
C.BASE semantics, provided by object storage
D.ACID transactions, provided natively by relational databases
Correct Answer: ACID transactions, provided natively by relational databases
Explanation:
Payment integrity requires atomic, consistent, isolated, durable (ACID) transactions so operations complete fully or not at all. Relational databases provide ACID guarantees natively, unlike eventually consistent stores.
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