1Which layer of the cloud computing stack provides complete applications to end users over the internet?
Cloud computing stack
Easy
A.Network as a Service (NaaS)
B.Platform as a Service (PaaS)
C.Infrastructure as a Service (IaaS)
D.Software as a Service (SaaS)
Correct Answer: Software as a Service (SaaS)
Explanation:
SaaS delivers ready-to-use applications, such as web-based email or office software, over the internet.
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2Which cloud service model commonly provides virtual machines, storage, and networking resources?
Cloud computing stack
Easy
A.Infrastructure as a Service (IaaS)
B.Platform as a Service (PaaS)
C.Software as a Service (SaaS)
D.Database as a Service (DBaaS)
Correct Answer: Infrastructure as a Service (IaaS)
Explanation:
IaaS provides fundamental computing resources such as virtual machines, storage, and virtual networks.
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3What is the main purpose of workload distribution in a cloud environment?
Workload distribution
Easy
A.To balance tasks across resources
B.To archive all inactive files
C.To encrypt every network packet
D.To replace all physical servers
Correct Answer: To balance tasks across resources
Explanation:
Workload distribution spreads tasks across available resources to improve performance and avoid overload.
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4Which component commonly distributes incoming requests among multiple servers?
Workload distribution
Easy
A.Backup scheduler
B.Load balancer
C.Disk controller
D.File compressor
Correct Answer: Load balancer
Explanation:
A load balancer sends incoming requests to different servers so that no single server becomes overloaded.
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5What is the primary goal of capacity planning?
Capacity planning
Easy
A.To estimate future resource needs
B.To classify stored documents
C.To design application logos
D.To create user passwords
Correct Answer: To estimate future resource needs
Explanation:
Capacity planning forecasts the computing, storage, and network resources required to meet expected demand.
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6What is a likely result of provisioning too little capacity for an application?
Capacity planning
Easy
A.Slower performance during demand
B.Lower demand from all users
C.Faster completion of requests
D.More available storage space
Correct Answer: Slower performance during demand
Explanation:
Insufficient capacity can cause slow responses, resource shortages, and service interruptions during busy periods.
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7What does cloud bursting allow an organization to do?
Cloud bursting
Easy
A.Move all data permanently to local servers
B.Disable applications during demand peaks
C.Convert physical disks into network cables
D.Use public cloud resources during demand peaks
Correct Answer: Use public cloud resources during demand peaks
Explanation:
Cloud bursting extends a private environment into a public cloud when additional resources are temporarily needed.
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8Which situation is most suitable for cloud bursting?
Cloud bursting
Easy
A.A scheduled replacement of office monitors
B.A routine change to user passwords
C.A temporary increase in website traffic
D.A permanent decrease in storage needs
Correct Answer: A temporary increase in website traffic
Explanation:
Cloud bursting is useful for temporary demand spikes because extra cloud capacity can be added and later released.
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9What is thin provisioning?
Disk provisioning
Easy
A.Removing unused disks from a network
B.Allocating disk space as it is used
C.Reserving all disk space in advance
D.Copying disk data to every server
Correct Answer: Allocating disk space as it is used
Explanation:
Thin provisioning assigns physical storage gradually as data is written rather than reserving the full amount immediately.
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10How does thick provisioning allocate storage?
Disk provisioning
Easy
A.It assigns capacity only when written
B.It removes capacity after each request
C.It shares one block among all disks
D.It reserves the full capacity in advance
Correct Answer: It reserves the full capacity in advance
Explanation:
Thick provisioning reserves the requested physical storage capacity when the virtual disk is created.
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11In Service-Oriented Architecture, an application is primarily organized as a collection of what?
Service-Oriented Architecture (SOA)
Easy
A.Unrelated data files
B.Identical physical servers
C.Loosely coupled services
D.Fixed network addresses
Correct Answer: Loosely coupled services
Explanation:
SOA organizes application functions as independent, loosely coupled services that can communicate and be reused.
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12What allows users or other services to interact with an SOA service?
Service-Oriented Architecture (SOA)
Easy
A.A manual backup schedule
B.A defined service interface
C.A physical storage label
D.A dedicated monitor screen
Correct Answer: A defined service interface
Explanation:
A service interface describes how a service can be accessed and what operations it provides.
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13What is a Service Level Agreement (SLA)?
Service Level Agreements (SLAs)
Easy
A.A protocol for assigning IP addresses
B.A contract defining expected service levels
C.A tool for developing source code
D.A method for formatting disk drives
Correct Answer: A contract defining expected service levels
Explanation:
An SLA documents measurable service commitments, such as availability, response time, and support.
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14In an SLA, what does a target of usually describe?
Service Level Agreements (SLAs)
Easy
A.Password complexity
B.Storage utilization
C.Processor temperature
D.Service availability
Correct Answer: Service availability
Explanation:
An availability target of states the percentage of time the service is expected to be accessible.
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15Which statement best reflects the cloudonomics principle that on-demand resources can outperform forecasting?
Laws of cloudonomics
Easy
A.Resources can be added when demand appears
B.Resources must remain fixed for several years
C.Demand must always be predicted perfectly
D.Unused capacity must never be released
Correct Answer: Resources can be added when demand appears
Explanation:
On-demand cloud resources reduce reliance on perfect forecasts because capacity can be adjusted when demand changes.
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16According to cloudonomics, why can sharing cloud infrastructure among many customers improve efficiency?
Laws of cloudonomics
Easy
A.All workloads consume identical resources
B.Each customer needs a separate data center
C.Different demand patterns can balance each other
D.Every customer reaches peak demand together
Correct Answer: Different demand patterns can balance each other
Explanation:
Aggregating customers with different demand patterns can improve resource utilization and reduce unused capacity.
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17A cloud service charges per hour. What is the estimated cost of using it for hours?
Cost estimation
Easy
A.
B.
C.
D.
Correct Answer:
Explanation:
The cost is calculated as .
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18Which basic formula can be used to estimate the cost of a usage-based cloud resource?
Cost estimation
Easy
A.Cost = usage uptime
B.Cost = usage unit price
C.Cost = users availability
D.Cost = storage bandwidth
Correct Answer: Cost = usage unit price
Explanation:
For usage-based pricing, estimated cost is found by multiplying the amount consumed by the price per unit.
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19Which pricing option is often economical for a predictable workload that will run for a long period?
Economic strategy
Easy
A.Temporary burst capacity
B.Reserved cloud capacity
C.Pay-per-request support
D.Short-term spot capacity
Correct Answer: Reserved cloud capacity
Explanation:
Reserved capacity often offers a discount when an organization commits to predictable, long-term resource usage.
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20Which economic strategy helps avoid paying for cloud resources that are no longer needed?
Economic strategy
Easy
A.Regularly removing idle resources
B.Permanently increasing all capacity
C.Duplicating every virtual machine
D.Keeping all test systems active
Correct Answer: Regularly removing idle resources
Explanation:
Identifying and removing idle resources reduces unnecessary cloud spending while preserving useful capacity.
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21A company wants developers to deploy applications without managing operating systems, while still controlling application code and data. Which cloud service layer best fits this requirement?
Cloud computing stack
Medium
A.Data as a Service (DaaS)
B.Infrastructure as a Service (IaaS)
C.Platform as a Service (PaaS)
D.Software as a Service (SaaS)
Correct Answer: Platform as a Service (PaaS)
Explanation:
PaaS manages the infrastructure, operating system, and runtime while allowing developers to control deployed applications and their data.
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22An organization moves from IaaS virtual machines to a SaaS accounting product. Which responsibility most clearly shifts from the organization to the provider?
Cloud computing stack
Medium
A.Maintaining the accounting application
B.Managing user access permissions
C.Classifying confidential accounting records
D.Defining financial retention policies
Correct Answer: Maintaining the accounting application
Explanation:
In SaaS, the provider maintains the application and underlying stack, while the customer remains responsible for users, data governance, and business policies.
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23A web application has six identical instances, but two receive most requests because clients reuse long-lived connections. Which change best improves workload distribution?
A least-connections policy directs new traffic toward less-busy instances and is useful when connection durations vary.
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24Users in Asia and Europe access the same stateless service. The goal is to reduce latency while retaining regional fault tolerance. Which approach is most suitable?
Workload distribution
Medium
A.Assign each user a larger storage volume
B.Route users to the nearest healthy region
C.Send all traffic to one central region
D.Run all requests through the database leader
Correct Answer: Route users to the nearest healthy region
Explanation:
Latency-aware global routing sends users to a nearby healthy deployment and can redirect traffic if a region becomes unavailable.
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25A service handles 1,200 requests per second at 60% CPU on eight identical instances. Assuming linear scaling, how many instances are needed to handle 1,800 requests per second at approximately the same utilization?
Capacity planning
Medium
A.16 instances
B.12 instances
C.14 instances
D.10 instances
Correct Answer: 12 instances
Explanation:
The workload rises by a factor of , so the required capacity is instances.
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26A retailer sizes its cloud environment using average daily demand, but checkout latency becomes unacceptable during short sales peaks. Which planning change best addresses the problem without permanently provisioning for the maximum?
Capacity planning
Medium
A.Replace hourly billing with annual billing
B.Store transaction logs for fewer days
C.Move backups into the checkout database
D.Set autoscaling from peak-sensitive metrics
Correct Answer: Set autoscaling from peak-sensitive metrics
Explanation:
Autoscaling based on metrics such as queue depth, request rate, or latency adds capacity during peaks without keeping maximum capacity active continuously.
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27A private cluster normally runs at 70% utilization but exceeds capacity for two hours at month-end. Which workload is the best candidate for cloud bursting?
Cloud bursting
Medium
A.A latency-critical local control loop
B.A database requiring fixed local hardware
C.A stateless batch-processing job
D.A service prohibited from external networks
Correct Answer: A stateless batch-processing job
Explanation:
A stateless, temporary, and parallelizable batch job can move to public-cloud capacity with limited dependency and data-consistency risk.
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28Before bursting a data-intensive analytics job from a private cloud to a public cloud, which factor is most important to evaluate?
Cloud bursting
Medium
A.The provider's logo color
B.Data transfer time and charges
C.Employee desktop screen sizes
D.The private cloud's rack height
Correct Answer: Data transfer time and charges
Explanation:
Large input datasets may take too long or cost too much to transfer, eliminating the performance or economic benefit of bursting.
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29A team creates a 4 TB virtual disk for a new application but expects only 500 GB of initial usage. Which provisioning method minimizes immediate physical storage consumption?
Disk provisioning
Medium
A.Thin provisioning with on-demand allocation
B.Local mirroring with reserved allocation
C.Full replication across three regions
D.Thick provisioning with eager allocation
Correct Answer: Thin provisioning with on-demand allocation
Explanation:
Thin provisioning presents the full logical capacity while allocating physical storage only as data is written.
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30Several thin-provisioned volumes have logical capacities totaling 50 TB on a 20 TB storage pool. What is the main operational risk?
Disk provisioning
Medium
A.Network latency always doubles at startup
B.Every volume immediately consumes 50 TB
C.The pool may run out as usage grows
D.Snapshots can no longer be scheduled
Correct Answer: The pool may run out as usage grows
Explanation:
Thin provisioning permits overcommitment, so administrators must monitor actual growth to prevent exhaustion of the shared physical pool.
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31An order-processing service must work with multiple payment providers without being rewritten for each provider. Which SOA principle most directly supports this goal?
Service-Oriented Architecture (SOA)
Medium
A.Loose coupling through stable contracts
B.Shared access to provider databases
C.Deployment as one executable unit
D.Hard-coded provider-specific workflows
Correct Answer: Loose coupling through stable contracts
Explanation:
Stable service contracts hide provider implementations, allowing compatible services to be replaced with minimal impact on consumers.
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32A composite travel-booking process calls flight, hotel, and payment services. The payment service fails after the hotel is reserved. Which SOA mechanism best handles this situation?
Service-Oriented Architecture (SOA)
Medium
A.A larger virtual disk
B.A longer cache lifetime
C.A round-robin resolver
D.A compensating transaction
Correct Answer: A compensating transaction
Explanation:
A compensating transaction performs a business-level reversal, such as canceling the hotel reservation, when a distributed workflow cannot complete.
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33An SLA promises 99.9% monthly availability. For a 30-day month, approximately how much downtime is allowed?
Service Level Agreements (SLAs)
Medium
A.43.2 hours
B.43.2 minutes
C.7.2 hours
D.4.32 minutes
Correct Answer: 43.2 minutes
Explanation:
A 30-day month has 43,200 minutes. Allowed downtime is minutes.
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34A provider reports 99.95% availability, but the SLA excludes planned maintenance. What should a customer verify before comparing this figure with another provider?
Service Level Agreements (SLAs)
Medium
A.Whether both operate identical office buildings
B.Whether both use the same measurement rules
C.Whether both issue invoices on the same date
D.Whether both publish the same brand colors
Correct Answer: Whether both use the same measurement rules
Explanation:
Availability figures are comparable only when measurement periods, exclusions, failure definitions, and calculation methods are aligned.
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35A news site experiences rare, unpredictable traffic spikes that are ten times its normal load. Which cloudonomics idea most strongly favors renting elastic cloud capacity?
Laws of cloudonomics
Medium
A.Peak demand is costly to self-provision
B.Cloud resources never experience failures
C.Data transfer is always free in clouds
D.Fixed hardware automatically scales downward
Correct Answer: Peak demand is costly to self-provision
Explanation:
Elastic rental avoids owning enough idle infrastructure to cover uncommon peaks, which is a central economic advantage of cloud computing.
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36Two independent services each have variable demand peaks at different times. Why can hosting both in a shared cloud resource pool reduce required capacity?
C.Their network traffic bypasses all physical links
D.Their noncoincident peaks improve utilization
Correct Answer: Their noncoincident peaks improve utilization
Explanation:
Demand aggregation smooths total usage when peaks do not coincide, allowing shared capacity to serve both workloads more efficiently.
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37A workload uses 10 instances for 120 hours. Each instance costs $0.20 per hour, and storage costs $30 for the period. What is the estimated total cost?
Cost estimation
Medium
A.$300
B.$270
C.$330
D.$240
Correct Answer: $270
Explanation:
Compute costs . Adding for storage gives a total of .
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38A migration estimate includes compute and storage charges but predicts a much lower bill than the first production month. The application sends large reports to users outside the cloud. Which omitted item most likely explains the difference?
Cost estimation
Medium
A.Source-code repository size
B.Number of administrator passwords
C.Virtual machine hostname length
D.Outbound data-transfer charges
Correct Answer: Outbound data-transfer charges
Explanation:
Cloud providers commonly charge for data leaving their networks, so report downloads can create a significant unmodeled expense.
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39A company has a stable baseline workload for three years and unpredictable seasonal peaks. Which purchasing strategy is generally most economical?
Economic strategy
Medium
A.Rent all capacity at peak on-demand rates
B.Buy no baseline capacity and reject peak traffic
C.Commit baseline capacity and rent peaks on demand
D.Commit peak capacity and disable idle resources
Correct Answer: Commit baseline capacity and rent peaks on demand
Explanation:
Long-term commitments can discount predictable baseline usage, while on-demand capacity preserves flexibility for uncertain peaks.
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40A startup is comparing an on-premises system with a cloud service. The cloud's direct monthly cost is slightly higher, but demand is uncertain and the product may be discontinued within six months. Which factor most strengthens the cloud option?
Economic strategy
Medium
A.Fixed demand throughout the product lifetime
B.Guaranteed elimination of operating costs
C.Lower risk of stranded capital
D.Permanent ownership of cloud hardware
Correct Answer: Lower risk of stranded capital
Explanation:
Cloud resources can be released if the product ends, reducing the risk of being left with underused purchased infrastructure.
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41An application is migrated from a PaaS to raw virtual machines in an IaaS environment. The application previously relied on the PaaS for runtime patching, autoscaling, and a managed message queue. Which responsibility shift must the architecture explicitly address?
Cloud computing stack
Hard
A.The team must operate the runtime and scaling logic and replace or separately procure the queue service
B.The provider must patch guest operating systems while the team manages the physical storage arrays
C.The team must operate the physical servers and network switches while retaining the managed runtime
D.The provider must rewrite the application while the team manages only identity and access policies
Correct Answer: The team must operate the runtime and scaling logic and replace or separately procure the queue service
Explanation:
IaaS manages physical infrastructure and virtualization, but the customer manages the guest OS, runtime, and application-level scaling. PaaS-specific managed services must also be replaced or consumed separately.
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42A service requires a custom kernel module for packet processing but uses a standard relational database. Which deployment best minimizes operational responsibility while preserving the kernel requirement?
Cloud computing stack
Hard
A.Run both components as SaaS products with configurable schemas
B.Run both the service and database on IaaS virtual machines
C.Run the service on PaaS and place the database on IaaS
D.Run the service on IaaS and use a managed PaaS database
Correct Answer: Run the service on IaaS and use a managed PaaS database
Explanation:
A custom kernel module requires control of the guest operating system, which IaaS provides. The standard database can remain managed to reduce patching, backup, and availability responsibilities.
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43A load balancer distributes 800 requests per second across two pools. Pool X has four instances rated at 100 requests per second each, while Pool Y has two instances rated at 300 requests per second each. Which routing split equalizes utilization across all instances?
Workload distribution
Hard
A.Route 60% to Pool X and 40% to Pool Y
B.Route 40% to Pool X and 60% to Pool Y
C.Route 25% to Pool X and 75% to Pool Y
D.Route 50% to Pool X and 50% to Pool Y
Correct Answer: Route 40% to Pool X and 60% to Pool Y
Explanation:
The pools provide 400 and 600 requests per second, respectively. Capacity-proportional routing sends 320 requests per second to X and 480 to Y, placing every instance at 80% utilization.
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44A consistent-hashing cache cluster contains nodes with capacities in the ratio . Equal numbers of virtual nodes currently cause the largest node to remain underused. Which change best preserves low remapping while correcting the imbalance?
Workload distribution
Hard
A.Replace consistent hashing with random routing on every request
B.Assign fewer virtual nodes to the highest-capacity cache node
C.Duplicate every key across all cache nodes in the cluster
D.Assign virtual nodes in proportion to each node's capacity
Correct Answer: Assign virtual nodes in proportion to each node's capacity
Explanation:
Weighted virtual nodes preserve consistent hashing while assigning approximately twice as much of the keyspace to the node with twice the capacity.
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45A shared service has a peak demand of 150 compute units. Each instance provides 20 units, but policy limits planned utilization to 75%. The service must still meet peak demand after any one instance fails. What is the minimum number of instances?
Capacity planning
Hard
A.11 instances
B.10 instances
C.13 instances
D.12 instances
Correct Answer: 11 instances
Explanation:
Each instance contributes planned units. The N+1 requirement is , giving .
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46Two workloads each have mean demand 100 units and standard deviation 20 units. Their correlation coefficient is 0.75. Assuming joint normality, approximately what aggregate capacity covers demand at the one-sided 95th percentile, using ?
Capacity planning
Hard
A.256 units
B.266 units
C.262 units
D.247 units
Correct Answer: 262 units
Explanation:
The aggregate variance is . Thus capacity is , which rounds to 262 units.
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47A burst requires additional resource-hours. Each unserved resource-hour causes loss , public-cloud usage costs per resource-hour, and activating the burst incurs fixed cost . Ignoring future effects, when is bursting economically justified?
Cloud bursting
Hard
A.When
B.When
C.When
D.When
Correct Answer: When
Explanation:
Each served resource-hour avoids net loss . Bursting is worthwhile when the total net benefit exceeds the fixed activation cost.
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48A private-cloud application must burst during demand spikes, but regulation prohibits customer records from leaving the private region. Which architecture most directly satisfies the constraint while still adding public-cloud capacity?
Cloud bursting
Hard
A.Copy complete customer records to temporary public disks and delete them after each spike
B.Burst the database tier publicly while retaining the presentation tier in the private region
C.Replicate the production database publicly and encrypt only its backup snapshots
D.Burst stateless workers that process tokenized tasks while authoritative records remain private
Correct Answer: Burst stateless workers that process tokenized tasks while authoritative records remain private
Explanation:
Bursting stateless computation with tokenized or non-sensitive inputs adds capacity without moving authoritative regulated data outside the private environment.
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49A thin-provisioned pool has 30 TB of physical capacity and an operational threshold of 80%. One hundred VMs initially consume 0.20 TB each. VM data grows by 0.010 TB per VM per day, and retained snapshots add 0.002 TB per VM per day. After approximately how many days is the threshold reached?
Disk provisioning
Hard
A.16.7 days
B.33.3 days
C.4.0 days
D.3.3 days
Correct Answer: 3.3 days
Explanation:
The threshold is 24 TB, leaving 4 TB above the initial 20 TB. Aggregate growth is TB/day, so the threshold is reached in days.
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50A workload requires 6,000 random 8 KiB IOPS. One provisioned disk supports at most 5,000 IOPS and 125 MiB/s. Assuming ideal RAID 0 scaling and no redundancy requirement, what is the minimum disk count imposed by these limits?
Disk provisioning
Hard
A.Two disks, because the IOPS limit is exceeded first
B.Four disks, because each I/O consumes two disk operations
C.One disk, because throughput remains below 125 MiB/s
D.Three disks, because both limits are exceeded together
Correct Answer: Two disks, because the IOPS limit is exceeded first
Explanation:
The workload transfers about KiB/s, or 46.875 MiB/s, so throughput fits on one disk. However, 6,000 IOPS exceeds the 5,000-IOPS limit, requiring two disks.
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51An order workflow spans inventory, payment, and shipping services. A global ACID transaction is unavailable, and shipping cannot always be reversed after dispatch. Which design best reduces inconsistent outcomes?
Service-Oriented Architecture (SOA)
Hard
A.Reserve inventory and authorize payment, then dispatch only after both confirmations succeed
B.Commit each service independently and rely on periodic database replication to reconcile failures
C.Dispatch immediately and issue concurrent inventory and payment requests without coordination
D.Place all requests on one queue and treat queue ordering as an atomic distributed transaction
Correct Answer: Reserve inventory and authorize payment, then dispatch only after both confirmations succeed
Explanation:
A saga should delay irreversible actions until reversible reservations and authorizations succeed. Failures before dispatch can then be handled through cancellation or compensation.
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52A provider adds an optional field to an SOA response. Some consumers fail because they reject every unknown field. Which contract strategy most effectively supports independent service evolution?
Service-Oriented Architecture (SOA)
Hard
A.Require providers to remove an existing field whenever a new field is introduced
B.Require every consumer to redeploy simultaneously for any additive schema change
C.Require consumers to ignore unknown fields and preserve documented field semantics
D.Require responses to contain only fields used by the oldest active consumer
Correct Answer: Require consumers to ignore unknown fields and preserve documented field semantics
Explanation:
The tolerant-reader pattern lets consumers accept additive changes while the provider maintains compatibility for existing fields and semantics.
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53A request succeeds only if two independent services are available. Their availability SLAs are 99.95% and 99.90%. What is the resulting end-to-end availability, and does it satisfy a 99.90% end-to-end target?
Service Level Agreements (SLAs)
Hard
A.99.90000%; it exactly satisfies the target
B.99.99995%; it satisfies the target
C.99.92500%; it satisfies the target
D.99.85005%; it does not satisfy the target
Correct Answer: 99.85005%; it does not satisfy the target
Explanation:
For serial independent dependencies, availability is the product: , or 99.85005%, below the 99.90% target.
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54A 30-day month contains 43,200 minutes. An SLA excludes scheduled maintenance from both downtime and the measurement denominator. The service has 25 minutes of total unavailability, including 6 minutes of scheduled maintenance. Does it meet a 99.95% availability SLA?
Service Level Agreements (SLAs)
Hard
A.Yes; measured availability is approximately 99.950%
B.No; measured availability is approximately 99.944%
C.No; measured availability is approximately 99.942%
D.Yes; measured availability is approximately 99.956%
Correct Answer: Yes; measured availability is approximately 99.956%
Explanation:
Measured downtime is 19 minutes and the denominator is 43,194 minutes. Availability is , which exceeds 99.95%.
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55Workload A requires 100 units in period 1 and 20 in period 2, while Workload B requires 20 units in period 1 and 100 in period 2. Compared with separately provisioning each workload for its peak, how much capacity does perfect pooling save?
Laws of cloudonomics
Hard
A.120 units, representing a 60% reduction
B.80 units, representing a 40% reduction
C.40 units, representing a 20% reduction
D.100 units, representing a 50% reduction
Correct Answer: 80 units, representing a 40% reduction
Explanation:
Separate peak provisioning requires units. The pooled peak is units, saving 80 units, or 40% of the separate capacity.
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56One unit of reserved capacity costs $0.07 per hour for every committed hour, whether used or idle. Equivalent on-demand capacity costs $0.12 per used hour. Ignoring risk and flexibility value, above what utilization does the reservation become cheaper?
Laws of cloudonomics
Hard
A.Above 83.33%
B.Above 41.67%
C.Above 58.33%
D.Above 70.00%
Correct Answer: Above 58.33%
Explanation:
At break-even utilization , . Therefore , illustrating how utility pricing can offset idle-capacity waste.
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57A three-year private deployment costs immediately and at each year-end, with a residual value at the end of year 3. A cloud alternative costs at each year-end. At a 10% discount rate, which alternative has the lower present cost?
Cost estimation
Hard
A.Private, by approximately $20,000
B.Cloud, by approximately $20,000
C.Private, by approximately $5,500
D.Cloud, by approximately $5,500
Correct Answer: Cloud, by approximately $5,500
Explanation:
Private present cost is approximately , including residual value, while cloud present cost is approximately . Cloud is lower by about $5,500.
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58A cloud workload stores an average of 50,000 GB at $0.02 per GB-month, makes 20 million requests at $0.004 per 10,000 requests, and transfers 8,000 GB out. The first 1,000 GB of egress is free and the remainder costs $0.09 per GB. What is the estimated monthly cost?
Cost estimation
Hard
A.$1,638
B.$1,728
C.$1,800
D.$2,528
Correct Answer: $1,638
Explanation:
Storage costs , requests cost , and billable egress costs 630$. The total is $1{,}638$.
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59A fault-tolerant batch workload can run on discounted interruptible instances from two markets. The markets have slightly different prices and partially correlated interruption events. Which strategy best minimizes expected completion cost when missed deadlines are expensive?
Economic strategy
Hard
A.Use only the least interrupted market and restart every failed job from the beginning
B.Diversify across markets and checkpoint at an interval based on interruption risk
C.Use only the cheapest market and disable checkpointing to avoid storage charges
D.Duplicate every task permanently on both markets without canceling redundant copies
Correct Answer: Diversify across markets and checkpoint at an interval based on interruption risk
Explanation:
Diversification reduces exposure to correlated revocations, while risk-aware checkpointing limits lost work. The cheapest nominal instance price need not produce the lowest completion cost.
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60A company expects demand to become clear in one year. Building private capacity now is cheaper per unit but requires an irreversible investment sized for uncertain peak demand. What is the strongest economic reason to use elastic cloud capacity during the first year?
Economic strategy
Hard
A.It guarantees that long-run cloud unit prices remain below private infrastructure costs
B.It converts every operating expense into an asset with a positive residual value
C.It preserves the option to defer irreversible investment until demand uncertainty decreases
D.It eliminates migration costs if the company later adopts private infrastructure
Correct Answer: It preserves the option to defer irreversible investment until demand uncertainty decreases
Explanation:
Elastic capacity has real-option value: the company can delay a difficult-to-reverse commitment until it has better demand information, even if cloud unit prices are higher.
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