StudyGrind99 on: August 13, 2026
This exam was tough but the practice questions on this website made it way less scary. Glad I used it to prepare.
Norway

CertStack2026 on: May 28, 2026
That exam was a real stress test but the prep material here gave me some calm. I'm just glad it's over now.
Malaysia

TheCertMachine on: June 27, 2026
Cramming with the practice questions on this site saved me time and money got me through the exam slow but steady.
Singapore

sophiedevops on: May 25, 2026
This exam was tough man. The practice questions here got me through.
India

TerraformTom on: August 12, 2026
The exam was way stressful but practice questions helped me focus. Managed to pass and move on.
Taiwan

PowerShellPete on: August 24, 2026
Juggling work and cramming in some short study sessions was no joke but the practice questions here made it doable. Finally passing this exam felt like such a relief man.
Israel

CertHunter on: June 15, 2026
This exam was tough but I passed thanks to practice questions here.
Sweden

sysadminbob on: June 03, 2026
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Taiwan

Zsh on: July 29, 2026
With work and short study sessions done this exam finally over.
Italy

Firmware on: June 08, 2026
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Italy

scriptsandcerts on: August 13, 2026
The exam was so stressful but practice questions made me confident. I’m glad it's over now.
Vietnam

CloudCert2026 on: June 14, 2026
This exam was intense. The practice questions on this website got me through it.
Pakistan

Gautam on: August 21, 2026
The ans and explanation of qus 263 might be wrong, correct ans should be 2 and 4 !! Can someone please correct me if I'm wrong.
Bhopal, India

weisyseng on: July 25, 2026
The exam was tough but these practice questions really helped me get through it.
Japan

twojobsnosleep on: June 27, 2026
I wasn't sure at first but doing practice questions on this website made me learn a lot for the exam.
Italy

graveyardgeek on: August 22, 2026
The exam was pretty tough but those practice questions were really helpful.
India

weisyseng on: June 13, 2026
I crammed with the practice questions on this website and saved a bunch of time and money, got through it slowly but managed to pass.
Belgium

Ping on: August 14, 2026
Crammed super fast saved time and passed.
Portugal

FortinetFred on: July 18, 2026
Crammed using this website saved me some time and money to get through the exam slowly but surely.
Lithuania

Synack on: July 22, 2026
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Panama

PktLoss on: July 28, 2026
This exam stress man. Good thing these questions helped a lot.
Switzerland

pivottocloudp on: June 23, 2026
The exam was tougher than I thought but definitely doable with the help of this website's practice questions.
China

hamidcertguy on: August 10, 2026
I felt like this exam had more stuff than I planned for but the materials were mostly on point. The AI assistant on this site helped when I was stuck so it balanced things out.
UAE

fatimanetsec on: July 06, 2026
At first I didn't feel confident for the exam but after going through the practice questions on this site it all made sense.
Poland

PassOrFailLol on: June 03, 2026
The exam was quite tough but these practice questions were a lifesaver.
Turkey

tomcertmaster on: June 24, 2026
The exam was crazy hard but these questions nailed exactly what I needed to study.
UAE

ExamWarrior on: July 02, 2026
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United Kingdom

jhernandezit on: July 18, 2026
Cramming with this site’s practice questions really saved me time and money and I scraped through the exam somehow.
Vietnam

CyberArkC on: July 09, 2026
Took me forever to get through these practice questions but they’re really helpful in the end. Managed to review everything and passed eventually.
Japan

Heap on: August 20, 2026
The exam was tougher than expected. The AI assistant helped me study well for it.
Norway

Systemd on: June 26, 2026
After juggling work and short study sessions I'm so relieved this cert is behind me.
Spain

alwayslearninga on: July 27, 2026
The exam was tougher than I thought but the practice questions here helped me manage it.
Switzerland

Nullptr on: July 15, 2026
These questions was tough but useful.
Cyprus

amaraitpro on: August 26, 2026
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Austria

PassedIt2025 on: July 10, 2026
At first I was worried but the practice questions on this site were a big help.
UAE

Bitshift on: August 17, 2026
Phew just glad I squeezed in study time with work and passed this cert.
Monaco

careerchangerc on: June 09, 2026
Saved me some time and money with the practice questions even if I had to get through it slowly I passed.
Singapore

amaraitpro on: August 09, 2026
This exam had way more than I thought it would. The AI assistant on this site was pretty handy though in understanding some tricky parts.
Germany

gitadataeng on: June 24, 2026
The exam was a bit tougher than I thought but the practice questions on this site helped me prepare well enough to pass.
Sweden

ITproSarah on: June 01, 2026
This exam was so stressful. Glad the practice questions here helped a lot.
Taiwan

careerchangerc on: June 05, 2026
The exam was brutal but the practice questions here got me through it.
Netherlands

CyberArkC on: July 29, 2026
After long day at work it wasn't easy fitting study sessions in my schedule but I managed. Thanks to the relevant questions on this website I'm relieved it's done now.
United Kingdom

Vimrc on: July 01, 2026
Fitting study in after work was tough but this website had spot-on practice questions that made it way easier.
Mexico

elodieazure on: August 21, 2026
At first I wasn't sure about this exam but practicing with questions from the site helped me get more confident.
Latvia

harutodevops on: August 17, 2026
This exam is a beast but the practice questions here had my back.
Thailand

LinuxPlusLen on: August 13, 2026
This exam was tougher than I thought but with practice questions it got doable.
Ireland

upskillorbust on: July 07, 2026
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Italy

Mtu on: June 18, 2026
I didn't feel confident at first but this site got me through.
UAE

Tcpdump on: June 06, 2026
Exam was kinda harder than I thought but study material here made it doable.
Netherlands

TheCertMachine on: July 12, 2026
This exam was tougher than I thought but with the practice questions on this website it was doable.
Nigeria

AI Explanation - verified by User8039 on: August 24, 2026
Question 11:
Question 11 is testing KQL aggregation functions—specifically how to group event IDs for each virtual machine.
For distinct event IDs per computer, the appropriate query is:

kusto Event | summarize make_set(EventID) by Computer

summarize groups records.

by Computer creates one result row per virtual machine.

make_set(EventID) returns an array containing unique event IDs for that computer.

Important: The answer key appears questionable. It says to use makelist, but:

kusto | summarize make_list(EventID) by Computer

returns a list that can contain duplicate event IDs. make_list is appropriate when you need to preserve occurrences or ordering, whereas make_set is appropriate when the question explicitly asks for distinct values.
Therefore, based on the wording shown, I believe the correct function should be make_set, not make_list.
São Paulo, Brazil

AI Explanation - verified by User6412 on: September 06, 2026
Question 16:
Question 16: Correct answer — No (B).
The proposed solution is to include Azure API Management, but that service manages and publishes APIs. It is not the appropriate tool for automatically creating sets of Azure resources.
For repeatable automated deployments, use:

Azure Resource Manager (ARM) templates

Or, in newer Azure terminology, Bicep files

A reusable template can define the identical resources required by each business unit. You can then deploy it repeatedly, changing only parameters such as the business unit name or location.
So, the solution does not meet the goal because API Management is unrelated to infrastructure provisioning.
Paris, France

AI Explanation - verified by User7377 on: September 01, 2026
Question 8:
Correct answer: B — regulatory and legal requirements.
Records should primarily be retained for the period required by applicable:

Laws and regulations

Litigation holds

Industry or contractual obligations

Tax, financial, health, or privacy requirements

An organization must be able to produce records when legally required, but should not retain them indefinitely because unnecessary retention increases storage costs, discovery burden, and privacy risk.
Why the others are weaker:

Business strategy and direction: May influence retention, but cannot override legal requirements.

Storage capacity and longevity: Practical considerations, not the primary driver.

Business ease and value analysis: May support decisions after compliance obligations are identified.

Exam rule: Determine the mandatory legal and regulatory retention period first; then address business and operational requirements.
Islington, United Kingdom

AI Explanation - verified by User1676 on: August 18, 2026
Question 37:
The answer key shows A (Apex Trigger), but I believe the best answer is B: Build a Flow on Opportunity.

Create a record-triggered Flow on Opportunity.

Run it when the record is created or updated.

Add entry criteria such as Probability > 50%.

Use Create Records to create the related Sales Demo Request, populating its Opportunity lookup.

Why not the other options?

Apex Trigger: Possible, but unnecessary custom code for a straightforward automation requirement.

Workflow Rule: Cannot create a related custom record.

Process Builder: Could create a record, but Flow is Salesforce’s preferred and more capable declarative automation tool.

The Flow should also be designed to avoid creating duplicate Sales Demo Requests—for example, by checking whether one already exists or by using an appropriate triggering condition.
Nagpur, India

AI Explanation - verified by User9431 on: August 25, 2026
Question 33:
Correct answers: E. Compensating and F. Technical

Compensating control: The server is end-of-life, so it may no longer receive security patches or support. Placing it on a restricted VLAN provides an alternative layer of protection by reducing who can access it and limiting its exposure.

Technical control: VLAN segmentation and access control lists (ACLs) are technology-based mechanisms that enforce network access restrictions automatically.

Why the others don’t fit:

Managerial: Policies, procedures, and governance—not network configuration.

Physical: Locks, guards, or barriers.

Corrective: Restores systems after an incident.

Detective: Identifies suspicious activity rather than restricting access.

Deterrent: Discourages behavior but does not enforce access rules.

The isolation is also preventive in nature, but “preventive” is not one of the available choices.
Seattle, United States

AI Explanation - verified by User3103 on: September 01, 2026
Question 5:
Correct answer: A. Unidentified removable devices
Insider threats often already have legitimate access to systems and data, so they may not need phishing or impersonation. A removable device—such as an unauthorized USB drive—can be used to copy sensitive data directly from a company computer.

Default network device credentials: More associated with external attackers or poor device configuration.

Spear phishing emails: Commonly used to compromise users, but less characteristic of an insider who already has access.

Typosquatting and impersonation: Primarily social-engineering techniques aimed at deceiving users.

Unidentified removable devices: Provide a direct way to transfer data outside the organization and may bypass network monitoring.

The exam clue is “insider threat” combined with “data exfiltration.” Think of physical media, unauthorized cloud storage, personal email, or other ways an employee can move data outside approved channels.
Biloxi, United States

AI Explanation - verified by User8211 on: August 25, 2026
Wouldn't a vulnerability scanner be a better answer?
Yes—a vulnerability scanner is more defensible than “illumination tool” based on standard Security+ terminology.
However, the wording matters:

A vulnerability scanner automates discovery of known vulnerabilities and misconfigurations across systems. It can contribute to a supply-chain assessment.

A penetration test actively attempts exploitation and is usually limited to an agreed scope.

SCAP standardizes vulnerability and configuration assessment data; it is not the analysis itself.

Illumination tool is not a commonly defined CompTIA Security+ term.

The answer key shows D, likely relying on a nonstandard definition of “illumination tool.” If the question specifically expects a recognized Security+ technology, A would be the better choice, although a vulnerability scanner still does not provide a truly full-spectrum assessment of suppliers, contracts, processes, and dependencies.
Brighton, United Kingdom

AI Explanation - verified by User4059 on: September 02, 2026
Question 9:
Correct answer: A — vBond
In Cisco SD-WAN, the components have distinct roles:

vBond — orchestration plane: Authenticates devices, helps them discover each other, and assists with NAT traversal and initial control-connection setup.

vSmart — control plane: Distributes routing and policy information to WAN Edge devices using the overlay control plane.

vManage — management plane: Provides centralized configuration, monitoring, and orchestration through its GUI/API.

WAN Edge — data plane: Forwards user traffic across the SD-WAN fabric.

The term orchestration points directly to vBond, which acts as the initial coordination point when SD-WAN devices join and establish their overlay relationships.
Frankfurt Am Main, Germany

AI Explanation - verified by User1571 on: September 03, 2026
Question 4:
Correct answer: D — Inspect the pod events and container logs.
Probe failures indicate that Kubernetes cannot successfully contact or validate the application inside the container. Since node CPU and memory are normal, the problem is more likely related to:

The application failing to start or becoming unhealthy

An incorrect probe path, port, or protocol

The application needing more startup time

Dependency or configuration failures

A liveness probe being too aggressive

Start with:

bash kubectl describe pod <pod-name> kubectl logs <pod-name> --previous

kubectl describe pod shows events, including whether the failing probe is liveness, readiness, or startup. Container logs—especially with --previous—can show why the terminated container failed.
Why the others are incorrect:

Scale to more replicas: may hide the issue but does not diagnose it.

Decrease initialDelaySeconds: makes probes run earlier and could worsen startup failures.

Drain and reboot the node: node metrics are normal, so rebooting is not justified as the first step.

After identifying the cause, adjust the probe configuration or fix the application.
Prague, Czechia

AI Explanation - verified by francis4fnc on: August 25, 2026
Question 2:
Correct answer: D.
Apply a temporary explicit Deny in the S3 bucket policy for s3:GetObject on the bucket’s object resources:

json "Resource": "arn:aws:s3:::bucket-name/*"

This immediately prevents further object downloads, including downloads made with the attacker’s already-issued temporary credentials. The policy can be removed or narrowed after the development team deploys the fix.
Why the others are weaker:

A: Revoking or changing an instance profile does not reliably invalidate temporary credentials that have already been issued and may still be valid.

B: Changing the EC2 security group does not necessarily stop the attacker from using the stolen credentials from elsewhere.

C: Amazon Macie helps discover sensitive data; Object Lock prevents modification/deletion, not reads or downloads.

The bucket policy will also block legitimate reads temporarily, so the security engineer should scope the denial carefully and document the emergency change.
Lagos, Nigeria

AI Explanation - verified by User9169 on: August 20, 2026
Question 3:
Question 3 is a log-analysis hotspot. The goal is to:

Determine which host was infected first—the originating host.

Decide whether each other host is clean or infected based on communication and event logs.

The screenshots are represented here only as [Image], so I can’t see the hosts, firewall rules, timestamps, or log entries. Therefore, I can’t independently verify the stated answer A or identify the exact infection path.
Use this process:

Compare timestamps and find the earliest suspicious event.

Look for the host that initiated the malicious connection, file transfer, exploit, or command—not merely a host that later received traffic.

Follow the timeline through the firewall:

- Origin host ? contacted another host - Receiving host ? shows execution, persistence, or outbound suspicious traffic

A host is likely infected if it both receives suspicious activity and then initiates related malicious traffic.

A host may be clean if the firewall blocked the connection and there is no evidence of execution or follow-on communication.

If you provide the image or transcribe the logs, I can walk through the exact host-by-host answer.
D'iberville, United States

AI Explanation - verified by User4094 on: August 23, 2026
Question 12:
The answer key B and D appears incorrect. The best answer is A:
Customer Community Plus for Regional Leads and External Identity for Capacity Planners.

Regional leads — Customer Community Plus

- Need access to Cases to report damaged goods. - Need access to reports and dashboards for regional shipping KPIs. - Customer Community Plus is designed for external users who need enhanced reporting and dashboard capabilities.

Capacity planners — External Identity

- They only need to authenticate to the third-party analytics tool. - They do not need access to Salesforce records or community functionality. - An External Identity license supports external users authenticating through Salesforce as an identity provider for other applications.
Why the key’s choices are problematic:

Customer Community does not provide the enhanced reporting/dashboard access required by regional leads.

An Identity license is generally for internal Salesforce identity use and does not fit the external capacity-planning users as well as External Identity.

Zagreb, Croatia

AI Explanation - verified by User6996 on: August 31, 2026
but C is serialization
You’re right to flag that. If option C is “Serialization,” then the answer key is incorrect.
The correct method is Dropout—the option that describes randomly disabling neurons during training. It helps address overfitting, which is indicated by strong training performance but poor performance on new data.
Serialization only saves or converts a model into a storable/transmittable format; it does not improve generalization.
So select the Dropout option, regardless of its letter. The page’s answer key appears to have a labeling or formatting error.
Bengaluru, India

AI Explanation - verified by User5962 on: August 30, 2026
Question 10:
The answer key shows D, but I believe the correct answer is B: Determine if the pattern is a data issue or a new insight.
Einstein Discovery can identify correlations or patterns that business users did not expect. The proper next step is to validate the finding with departmental experts and investigate the underlying data:

Check whether the data is accurate, complete, and properly prepared.

Confirm that the pattern is not caused by an outlier, data-quality problem, or modeling issue.

If the data is valid, treat the result as a potentially valuable new business insight.

Why the other options are weaker:

A: A data scientist may help, but expert validation and data-quality checking come first.

C: Filtering out inconvenient data risks hiding a valid insight.

D: Einstein’s result should not be accepted without verification simply because it produced the finding.

Minsk, Belarus

AI Explanation - verified by User3316 on: August 25, 2026
Question 39:
Question 39: Yes. The answer key shows A, and this is correct.
The issue is that the source is case-sensitive, while Power BI may treat text values with different casing as equivalent. For example, ABC and abc could be separate source values but collide in the semantic model, causing undefined values or errors.
This solution addresses both concerns:

Normalize casing in the data source—for example, convert all values to uppercase or lowercase.

Add an index key to provide a unique, stable identifier for each row or value.

The normalized column avoids case-related matching conflicts, while the index key prevents ambiguity if different original values become identical after normalization. This is especially useful for relationships and DirectQuery operations.
Bengaluru, India

AI Explanation - verified by User6021 on: September 01, 2026
Question 2:
Correct answer: B — IP address(es) allowed to connect to the Security Management Server using SmartConsole.
The Trusted Clients setting restricts which source IP addresses may access the Security Management Server for management through SmartConsole. It is an administrative access-control measure: only clients from the listed IP addresses can establish this management connection.
Why the other options are incorrect:

Gaia Portal: Controlled by Gaia administration settings, not SmartConsole Trusted Clients.

SSH: Controlled by Gaia or operating-system SSH access settings.

Security Gateway(s): SmartConsole connects to the Security Management Server, not directly to gateways for this purpose.

So remember: Trusted Clients = allowed SmartConsole source IP addresses for the Management Server.
Buenos Aires, Argentina

AI Explanation - verified by User3656 on: August 17, 2026
Question 33:
Correct answer: C — A logical interface used for the routing of VLANs
An SVI (Switched Virtual Interface) is a virtual Layer 3 interface associated with a VLAN. On a Layer 3 switch, it provides an IP address for the VLAN and allows the device to route traffic between VLANs.
For example:

Voice devices ? VLAN 10

Data devices ? VLAN 20

SVI for VLAN 10 ? 192.168.10.1

SVI for VLAN 20 ? 192.168.20.1

The switch can then route traffic between the voice and data VLANs, subject to any access-control policies.
Why the others are incorrect:

A: Describes a physical trunk interface, not an SVI.

B: An SVI can provide management access, but that is not its primary definition here.

D: SVI does not compensate for insufficient physical ports; it is a logical interface.

Lakehurst, United States

AI Explanation - verified by User6093 on: August 25, 2026
Question 57:
Yes—essentially. Question 57 is asking why organizations don’t assign a globally unique public IPv4 address to every internal device.
The main reasons are:

Conserve public IPv4 addresses: IPv4 addresses are limited, so many internal devices share a smaller number of public addresses through NAT.

Reduce direct exposure: Private addresses are not directly routable from the public Internet, which helps reduce unsolicited access to internal devices.

For example, PCs in an office might use 192.168.1.x addresses, while the router uses one public address for Internet communication.
Important distinction: private addressing improves isolation, but it is not a replacement for a firewall and does not by itself guarantee security or compliance.
Bern, Switzerland

AI Explanation - verified by bmaxcollins on: September 03, 2026
Question 866:
Correct answer: B — Chief information security officer (CISO).
The CISO’s primary responsibility is to direct and coordinate the organization’s information security program. This includes:

Reviewing security objectives to ensure they support business goals.

Ensuring security requirements are integrated consistently across business units.

Coordinating security policies, risk management, controls, and awareness activities.

Why the others are less appropriate:

Executive management: Provides direction, funding, and support, but usually does not manage day-to-day security integration.

Board of directors: Provides governance and oversight, not operational security coordination.

Steering committee: Helps coordinate and prioritize initiatives, but the CISO typically owns the overall security program and ensures its integration.

The key distinction is between governance and execution: senior leadership and the board govern and support security, while the CISO manages and integrates the security program.
Kampala, Uganda

AI Explanation - verified by User9431 on: August 25, 2026
Question 22:
Correct answer: B — AAA
A RADIUS server provides centralized:

Authentication: Verifies a user’s identity, such as username and password.

Authorization: Determines what the authenticated user is allowed to access.

Accounting: Records connection and usage details, such as login time or session duration.

RADIUS is commonly used for network access, including wireless networks, VPNs, and network device administration.
Why the other options are incorrect:

CIA: Confidentiality, integrity, and availability are broad security objectives, not a specific RADIUS function.

ACL: An access control list contains permit/deny rules on systems or network devices. RADIUS can support access decisions but is not itself an ACL.

PEM: Privacy-Enhanced Mail is also associated with certificate and key encoding formats; it is unrelated to RADIUS’s primary purpose.

Seattle, United States

AI Explanation - verified by User6360 on: August 20, 2026
Question 82:
Question 82’s answer is hybrid.
The image containing the full sentence isn’t visible here, but the explanation indicates it refers to deploying a hybrid application that:

Uses on-premises data or resources

Runs components in the cloud

Can scale across multiple cloud environments when demand increases

A hybrid cloud combines an organization’s on-premises infrastructure with public-cloud services. This is useful when an application must continue using legacy or sensitive on-premises data while taking advantage of cloud scalability.
Why the other likely choices would not fit:

Public cloud: Resources are hosted entirely by a cloud provider.

Private cloud: Resources are dedicated to one organization, usually in its own environment.

Hybrid: Combines on-premises and cloud resources.

So, based on the available explanation, hybrid is the appropriate selection.
Pune, India

AI Explanation - verified by User5804 on: August 20, 2026
Question 5:
A resposta é A — Ajustar o prompt.
O prompt pode instruir diretamente o LLM sobre:

Idioma: “Responda em português.”

Tamanho: “Responda em até três frases.”

Formato: “Use uma lista com três recomendações.”

Objetivo: “Recomende produtos com base nas necessidades do cliente.”

As outras opções:

Mudar o tamanho do LLM: pode alterar capacidade e custo, mas não garante idioma ou respostas curtas.

Aumentar a temperatura: aumenta a criatividade e a aleatoriedade; não controla diretamente o tamanho ou idioma.

Aumentar o Top K: permite considerar mais tokens prováveis, aumentando a variedade; também não é o mecanismo principal para controlar idioma ou comprimento.

Portanto, quando a necessidade é alinhar o comportamento e o formato da resposta às expectativas da empresa, deve-se começar por melhorar o prompt.
Itu, Brazil

AI Explanation - verified by User6868 on: August 31, 2026
Question 2:
Correct answer: B — A productivity tool that provides suggestions, while relying on human judgment.
GitHub Copilot Chat is designed to assist developers, not replace them. It can help explain code, suggest implementations, identify possible improvements, and support debugging, but its output may be incomplete, incorrect, or unsuitable for the specific application.
The developer remains responsible for:

Reviewing and validating generated code

Checking security, licensing, and quality concerns

Testing the implementation

Making the final design and coding decisions

Why the other options are incorrect:

A: Copilot is not a complete replacement for developers.

C: Human input, review, and oversight are still required.

D: Copilot Chat supports many tasks beyond debugging, including explanation, generation, refactoring, and testing assistance.

Aurangabad, India

AI Explanation - verified by User2896 on: August 22, 2026
Question 37:
Question 37’s correct choices are A, C, and D.

A — VARIANT "null" values are not the same as SQL NULL: Correct.

In semi-structured data, JSON null stored in a VARIANT represents an actual JSON null value. SQL NULL means the absence of a value. They can behave differently in comparisons and functions.

B — Frequent, single-row DMLs: Incorrect.

Snowflake is optimized for set-based and batch operations. Frequent single-row INSERT, UPDATE, or DELETE statements can create unnecessary overhead. Load data in larger batches where possible.

C — Validate data before loading into the target table: Correct.

Data should be checked for format, structure, required fields, duplicates, and other quality issues before it reaches the production target. Snowflake supports validation approaches during loading and through staging workflows.

D — Use staging tables to manage MERGE statements: Correct.

A staging table can hold and validate incoming data before a MERGE applies inserts, updates, or deletes to the target. This makes the process more controlled and auditable.
Hyderabad, India

AI Explanation - verified by User7520 on: September 03, 2026
Question 2:
Correct answer: C. Risk register
A risk register is a centralized document used to track:

Identified risks

Risk owners or responsible parties

Likelihood and impact

Risk response plans

Current status

Risk thresholds or trigger conditions

Why the others are incorrect:

Risk tolerance: The amount and type of risk an organization is willing to accept; it is not primarily a tracking document.

Risk transfer: Moving the financial or operational impact of a risk to another party, such as through insurance or outsourcing.

Risk analysis: The process of evaluating a risk’s likelihood and impact.

The key clue is “document risks and responsible parties.” That directly describes a risk register.
Houston, United States

AI Explanation - verified by User8774 on: August 30, 2026
Question 18:
Correct answer: StatefulSet (A).
A headless Service is commonly used with a StatefulSet to provide each Pod with a stable network identity and DNS name. It is created by setting:

yaml clusterIP: None

Instead of assigning one virtual IP and load-balancing traffic, Kubernetes returns the individual Pod addresses through DNS. This is important for stateful applications such as databases, where Pods may need to discover and communicate with specific peers.
Why the others are not the best answer:

CronJob: Runs Jobs on a schedule and normally does not need stable networking.

Deployment: Manages interchangeable, stateless replicas and usually uses a regular Service.

DaemonSet: Runs a Pod on selected nodes but does not inherently require stable Pod identities.

A StatefulSet uses the Service specified by its serviceName to support stable network identities.
Lagos, Nigeria

AI Explanation - verified by mashtheweb on: August 27, 2026
Question 58:
Question 58 tests the difference between data/model behavior problems and endpoint infrastructure problems.
Correct reasoning:

Input feature distributions differ from training data ? Analyze dataset drift metrics

- This is the direct evidence of data drift (also called covariate shift). - After confirming significant drift, retraining with representative recent data may be appropriate, but the first diagnostic action is to analyze drift metrics.

Model accuracy drops without code changes ? Analyze dataset drift metrics

- A healthy endpoint does not guarantee consistent model quality. - Changing production data can reduce accuracy even when the code and deployment are unchanged. Drift metrics help determine whether the input distribution has changed.

Endpoint latency increases under load ? Investigate scaling and infrastructure metrics

- Latency under load usually indicates capacity, CPU/memory, concurrency, or scaling constraints—not data drift.
Important: The explanation’s first paragraph says to retrain immediately, but the displayed mapping says Analyze dataset drift metrics. Those are different actions. I believe the mapping is the better answer for this wording because you must first validate and quantify drift before deciding to retrain.
East Ham, United Kingdom

AI Explanation - verified by User3418 on: August 26, 2026
Question 23:
Correct answer: A — PSU
The power supply unit (PSU) converts AC power from the wall into the DC power required by the motherboard, CPU, RAM, storage, and other components. If the PSU fails, the computer may show no lights, fans, or other signs of power.
Why the others are less likely:

GPU: A failure may cause no video output, but the PC usually still powers on.

RAM: Can prevent booting or produce error beeps, but fans and power indicators generally work.

CPU: Can prevent startup or booting, but it usually does not cause a completely lifeless system.

In real troubleshooting, also check the power cable, wall outlet, PSU switch, and front-panel power button. Among the listed components, however, the PSU is the best answer.
Luton, United Kingdom

AI Explanation - verified by User3588 on: August 17, 2026
Event | where EventType == "error" also listed as incorrect?
No. Event | where EventType == "error" is valid KQL and is arguably the most precise query for the requirement.
The important distinction is the operator:

kusto Event | where EventType == "error"

== is the KQL equality operator.

-eq is a PowerShell operator, not KQL.

is is not the correct equality operator in this context.

The displayed option appears to use:

text Event | where EventType –eq "error"

That is why it is marked incorrect: it uses –eq rather than ==—and it may also be a typographical/en-dash representation.
So the answer key’s statement is inconsistent:

Event | search "error" — valid, broad search.

search in (Event) "error" — valid, broad search.

Event | where EventType == "error" — valid, targeted filter.

If the actual option uses ==, it should not be marked incorrect.
Birmingham, United Kingdom

AI Explanation - verified by User4279 on: August 18, 2026
Jusy read questions and answers in english
I’ve read the questions and answers in English.
Bengaluru, India

AI Explanation - verified by User8074 on: August 31, 2026
Question 104:
Correct answer: C. WAF (Web Application Firewall)
A WAF is specifically designed to protect web applications and their associated web portals. It inspects HTTP/HTTPS requests and can block attacks such as:

SQL injection

Cross-site scripting (XSS)

Malicious file uploads

Common web-application exploits

Why the others are less suitable:

Layer 4 firewall: Filters primarily by IP addresses, ports, and transport protocols; it lacks detailed web-application inspection.

NGFW: Provides advanced network filtering and may include application awareness, but a WAF is more specialized for protecting web applications.

UTM: Combines several security functions in one device, but it is not specifically focused on web-application attacks.

The key clue is “customers access through a web portal”—that points directly to a WAF.
Weston, Canada

AI Explanation - verified by User8074 on: August 29, 2026
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Hi! I can help explain the CompTIA exam questions on this page, clarify concepts, or review why an answer is correct.
Weston, Canada

AI Explanation - verified by vikash.iiitb on: August 27, 2026
Question 109:
Correct answer: A — Subscribe to Reports permission
To subscribe to a report, the Sales Manager needs:

The Subscribe to Reports user permission.

At least Viewer access to the report’s folder.

Access to the report itself.

The manager has access to the Big Deals subfolder, so the missing requirement is the Subscribe to Reports permission.
Why the others are incorrect:

Subscribe to Reports: Run Reports is not the relevant Salesforce permission.

Chatter Subscribe to Reports is not a Salesforce permission.

Set Running User relates to configuring the user whose permissions determine report results—not subscribing to a report.

The subscription can then run the report when its criteria are met, such as an Opportunity reaching a specified stage with an amount of $100,000.
Bengaluru, India

AI Explanation - verified by User9667 on: September 03, 2026
Question 24:
The answer is A: “Screen Aggregates can only be executed when explicitly called.”
This is false because Screen Aggregates are automatically executed when the screen loads, unless their execution is configured or controlled differently. You do not normally need to call them explicitly from a client action.
The other statements describe typical Screen Aggregate behavior:

Database data: Aggregates are used to retrieve structured data, commonly from entities and database sources.

Screen scope: A Screen Aggregate belongs to the screen where it is defined and is not directly reusable as a screen-level aggregate elsewhere.

Asynchronous and parallel execution: Multiple Screen Aggregates can run asynchronously and in parallel, helping the screen load data efficiently.

Therefore, the key’s answer A is consistent with OutSystems behavior.
Hyderabad, India

AI Explanation - verified by User3992 on: August 26, 2026
Question 27:
Correct answers: AWS Budgets and Amazon CloudWatch

AWS Budgets lets you create a cost or usage budget and configure alerts when actual or forecasted spending reaches a threshold. Notifications can be sent through email or Amazon SNS.

Amazon CloudWatch can monitor AWS billing metrics and trigger an alarm when estimated charges exceed a specified amount.

Why the others are incorrect:

Amazon SQS is a message queue, not a cost-monitoring service.

Cost Explorer analyzes spending but does not directly provide threshold notifications.

AWS Cost and Usage Report delivers detailed billing data for analysis; it does not itself send threshold alerts.

The answer key’s B and D is correct.
Lagos, Nigeria

AI Explanation - verified by User2188 on: August 18, 2026
Question 10:
Correct answer: D — Technology Architecture
In TOGAF, Technology Architecture describes the logical and physical technology capabilities needed to support the enterprise. This includes capabilities provided by:

Hardware and infrastructure

System software

Networks and communications

Technology platforms and services

The word “logical” is important: the architecture focuses on the technology capabilities and services required, not merely a list of physical devices.
Why the others are incorrect:

Business Architecture: Defines business strategy, organization, functions, and processes.

Data Architecture: Defines the structure and management of enterprise data.

Application Architecture: Describes application systems and how they interact to support business and data processing.

Thus, logical software and hardware capabilities belong to Technology Architecture.
Maarssen, The Netherlands

AI Explanation - verified by alaafawzyelbahrawy on: August 26, 2026
Question 121:
Correct answer: C — The total count of records is calculated from the Delta transaction logs.
For a Delta table, each data file added to the table is recorded in the Delta transaction log. The log includes file-level metadata, including the number of records (numRecords) when statistics are available.
For COUNT(*), Databricks SQL can use these metadata values and add them together instead of reading every Parquet data file:

sql SELECT COUNT(*) FROM table;

Why the other options are incorrect:

A: It does not normally need to scan all data files for this operation.

B: Results are not simply reused from a query cache every time. Caching is separate from Delta’s metadata optimization.

D: The relevant metadata is maintained through the Delta transaction log, not directly treated as a Parquet-file metadata operation in this context.

The key exam concept is that Delta Lake transaction logs contain table and file metadata that can accelerate metadata-only operations such as row counts.
Cairo, Egypt

AI Explanation - verified by User8074 on: August 30, 2026
Question 68:
Correct answer: A. Serverless architecture
Serverless architecture reduces deployment time and operational expense because the cloud provider manages:

Server provisioning

Operating systems and runtime infrastructure

Scaling

Much of the maintenance and patching

Developers can focus on deploying code, often as functions, without managing the underlying servers. Costs are commonly based on actual execution or resource usage.
Why the others are less appropriate:

Thin clients reduce endpoint hardware requirements but do not specifically streamline code deployment.

Private cloud provides dedicated cloud infrastructure but usually requires more management and expense.

Virtual machines improve resource utilization, but administrators still manage the VMs, operating systems, and deployments.

The key clue is reducing both deployment effort and infrastructure expense, which points to serverless computing.
Weston, Canada

AI Explanation - verified by User8027 on: August 15, 2026
Question 8:
Question 8 is testing how Salesforce declarative field types map to Apex data types.
The intended answers are likely A, D, and E, but option D appears to contain a typo:

A. Number ? Decimal — Correct. Salesforce Number fields are represented in Apex as Decimal.

D. Date/Time ? Datetime — This is correct conceptually, but “Dateline” is not an Apex type. If the option literally says “Dateline,” it is incorrect.

E. Checkbox ? Boolean — Correct. A checkbox contains true or false.

Incorrect options:

Number ? Integer — A Number field maps to Decimal, even when its scale is zero.

Text Area ? List<String> — A text area maps to a single String, not a list.

So, the answer key is relying on D meaning Datetime. As written, the question has a typographical error; the technically correct mapping is Number ? Decimal, Date/Time ? Datetime, and Checkbox ? Boolean.
Bengaluru, India

AI Explanation - verified by User3703 on: August 22, 2026
Question 1:
Correct answer: D — Use a Common Connected App Handler using Apex.
The classified system needs a real-time access decision whenever the user attempts SSO. The handler can evaluate the user’s current Salesforce data—specifically, whether they own an open Case with record type Classified—and allow or deny access accordingly.
Why the other options are weaker:

A — Reports: Reports are informational and don’t enforce access during an SSO transaction.

B — Apex trigger and Permission Sets: A trigger could update permissions when a Case changes, but this creates synchronization and timing issues. It also changes Salesforce permissions rather than making a direct, real-time decision for the external system.

C — Custom SAML JIT Provisioning: JIT provisioning is primarily for creating or updating users at login. It isn’t the appropriate mechanism for dynamically querying business records and deciding whether access should be granted.

D — Connected App Handler: Designed for custom, programmatic control during connected-app authentication and authorization. Apex can check the user’s current open classified cases and permit or reject the SSO request.

The key exam clue is dynamic authorization based on current Salesforce data at login time.
Melbourne, Australia

AI Explanation - verified by User3934 on: August 30, 2026
Question 61:
Correct answer: B — The administrator needs to install the server certificate into the local truststore.
When an LDAP browser connects using LDAPS or LDAP with TLS, it validates the LDAP server’s certificate. If the certificate—or, preferably, its issuing CA certificate—is not trusted by the browser or operating system, certificate errors appear and the secure connection may be terminated.

A: Allow SAN certificates — SANs are used to identify valid hostnames in a certificate. They do not bypass trust validation.

C: Open the secure LDAP port — A blocked port would normally cause a timeout or connection-refused error, not certificate errors.

D: Increase the TLS version on the RA — The issue concerns certificate trust, not the organization’s registration authority.

The answer key’s B is correct. In a real deployment, importing the trusted CA chain into the browser’s truststore is generally preferable to trusting only the individual server certificate.
Milwaukee, United States

AI Explanation - verified by inwakor.2501037 on: August 25, 2026
Question 82:
Answer: Yes.
This solution creates three role-playing copies of the date dimension:

Due Date

Order Date

Delivery Date

The original date query is renamed Due Date. Then DAX calculated tables are created from it, for example:

DAX Order Date = 'Due Date' Delivery Date = 'Due Date'

Each date table should have its own relationship to the matching column in Sales:

Due Date[Date] ? Sales[Due Date]

Order Date[Date] ? Sales[Order Date]

Delivery Date[Date] ? Sales[Delivery Date]

This is necessary because a single date table cannot normally have all three relationships active at the same time. Separate copies allow users to analyze sales independently by due date, order date, and delivery date.
The answer key’s Yes is correct.
Lagos, Nigeria

AI Explanation - verified by User6989 on: August 28, 2026
Question 20:
Correct answer: D — tracert.
tracert (Windows) displays the hops between the client and the web application. By examining the first hop or ISP-related hops, the technician can determine which internet link the traffic is using.
Why the others are incorrect:

netstat: Shows local network connections and listening ports, but not which WAN path carries the traffic.

nslookup: Resolves domain names to IP addresses.

ping: Tests reachability and latency but does not show the route.

In real networks, load balancing or asymmetric routing can make this less definitive, but for this exam scenario, tracert is the best choice.
Johannesburg, South Africa

AI Explanation - verified by User5398 on: September 03, 2026
Question 18:
For Question 18, select the Teams DLP location corresponding to where the document is shared:

Sensitive document shared during a Teams chat: Teams chat

Sensitive document stored/shared in a Teams channel: Teams channel messages

Why:

Files shared in a chat are generally stored in the sender’s OneDrive, but the relevant DLP context is the Teams chat message and its attachment.

Files shared in a channel are stored in the team’s SharePoint site, but the relevant context is the Teams channel message.

The DLP rule can then use an action such as restrict access to the content to prevent guest users from opening the sensitive document.

The underlying storage location—OneDrive or SharePoint—is not the best distinction for this question; the requirement is specifically about preventing access based on the Teams sharing context.
Bangor, United Kingdom

AI Explanation - verified by alaafawzyelbahrawy on: August 26, 2026
Question 173:
Answer: B — There is no column named heartrateheartrateheartrate.
I can’t see the traceback image itself, but based on the answer choices, Spark is interpreting the expression as a reference to one column with the name:

text heartrateheartrateheartrate

Because that column does not exist, Spark raises an unresolved-column/analysis error.
This is not a type error:

Spark column objects can be multiplied, for example:

python df["heartrate"] * 3

A DataFrame itself cannot be multiplied, but the expression is referring to a column.

It is also not primarily a Python syntax error; the code was parsed, then Spark failed while resolving the column name.

The key exam skill is distinguishing column-resolution errors from data-type errors.
Cairo, Egypt

AI Explanation - verified by User6360 on: August 20, 2026
Question 86:
Question 86 asks:
> What term represents increasing a virtual machine’s computing capacity by adding memory or CPUs?
The correct answer is vertical scaling.

Vertical scaling (scale up) means increasing the size of an existing VM—for example, adding CPU or RAM.

Vertical scaling down means reducing the VM’s size when less capacity is needed.

Horizontal scaling (scale out) means adding more VM instances rather than making one VM larger.

Elasticity is the broader ability to automatically adjust resources based on demand; it does not specifically mean adding CPU or memory to one VM.

Agility refers to the ability to provision or change resources quickly.

Therefore, the answer key’s B is correct.
Pune, India

AI Explanation - verified by User8758 on: August 27, 2026
Question 93:
Correct answer: D — Time-based tokens
The requirements point to TOTP (Time-based One-Time Password) tokens:

Works across SaaS and internal applications: TOTP is widely supported by authentication systems and can be integrated into many applications.

Device manufacturer agnostic: A hardware token or authenticator application can generate the code without depending on a specific computer or phone manufacturer.

Offline capability: The code is generated locally using a shared secret and the current time; an internet connection or cellular service is not required.

Why the others are weaker:

Username and password: May work offline but provides weaker authentication and does not meet the intended improvement in security.

Biometrics: Can depend on device hardware, operating-system support, and enrollment mechanisms.

SMS verification: Requires cellular connectivity and is vulnerable to threats such as SIM swapping.

The answer key’s D is consistent with the requirements.
Springfield, United States

AI Explanation - verified by User9771 on: August 31, 2026
Question 53:
Correct answer: A. Disk encryption
Disk encryption protects data at rest on a corporate laptop. If the laptop is stolen, an attacker could remove the drive or access it using another operating system, but encryption makes the stored data unreadable without the decryption key or credentials.
Why the others are less suitable:

Data loss prevention (DLP): Helps detect or prevent sensitive data from being copied or transmitted, but it does not primarily protect a stolen laptop’s stored data.

Operating system hardening: Reduces vulnerabilities and attack surface but does not encrypt files if the device is stolen.

Boot security: Helps ensure that only trusted software starts, but it does not fully protect the drive if an attacker accesses it offline.

For this scenario, use full-disk encryption, ideally with secure key management and an authentication mechanism such as a hardware security module or trusted platform module.
Atlanta, United States

AI Explanation - verified by User2706 on: August 19, 2026
Question 14:
You’re right to question the answer key. The Developers are the required participants in the Daily Scrum.
The Scrum Guide defines it as a 15-minute event for the Developers, whose purpose is to inspect progress toward the Sprint Goal and adapt the Sprint Backlog.
Why the other roles are not automatically required:

Product Owner: May attend, but is not required unless also working as a Developer.

Scrum Master: May attend to help facilitate or coach, but is not required.

Developers: Must participate because the event is specifically for them.

The answer key’s D (“The Scrum Team”) is imprecise and likely incorrect for this wording. It may reflect an older interpretation that the Daily Scrum is a Scrum Team event, but the best exam answer is the Development Team—called Developers in the current Scrum Guide.
Brussels, Belgium

AI Explanation - verified by User8035 on: August 27, 2026
Question 25:
Question 25 asks which search returns events containing a tag named Privileged.
Correct answer: B — tag=Priv*

tag=Priv searches the tag field for values beginning with Priv. The wildcard can match the remaining characters, so it matches Privileged.

tag=Priv would search for the exact tag Priv, not Privileged.

tag=priv* uses lowercase priv; tag matching is treated as case-sensitive here, so it may not match the tag Privileged.

tag=privileged uses the wrong capitalization for the exact tag.

The important exam concept is that Splunk supports wildcard matching in tag searches, and the wildcard lets Priv* match tag values that start with Priv.
Bangkok, Thailand

What the ADX-201 Exam Tests and How to Pass It

The Administrative Essentials for New Admins in Lightning Experience (ADX-201) certification exam is designed for individuals who are beginning their journey as Salesforce administrators. This certification validates that a candidate possesses the foundational knowledge required to manage, configure, and maintain a Salesforce organization using the Lightning Experience interface. Employers in various industries, ranging from small businesses to large enterprises, hire professionals with this credential because it demonstrates a verified ability to handle user management, security, data modeling, and reporting tasks essential for daily operations. Achieving this Salesforce certification signals to hiring managers that you have moved beyond theoretical knowledge and are prepared to support a business's CRM implementation effectively. It serves as a critical benchmark for anyone looking to establish a career in the Salesforce ecosystem, providing the baseline skills necessary for more advanced administrative or developer roles.

What the ADX-201 Exam Covers

The ADX-201 exam assesses a broad range of competencies that a new administrator must master to keep a Salesforce instance running smoothly. Candidates are tested on their ability to configure the user interface, manage security settings such as profiles and permission sets, and maintain data integrity through validation rules and custom fields. Furthermore, the exam evaluates your proficiency in creating reports and dashboards, which are vital for providing stakeholders with actionable insights. By working through our practice questions, you will encounter scenarios that mirror these core responsibilities, helping you understand how to apply Salesforce features to solve real-world business problems. This exam preparation process ensures that you are not just memorizing definitions, but learning how to navigate the Lightning Experience to optimize organizational workflows.

One of the most technically demanding areas of the ADX-201 exam involves the complex interplay between security, sharing, and visibility settings. Candidates must demonstrate a deep understanding of how organization-wide defaults, role hierarchies, and sharing rules interact to control data access across different user groups. This topic is challenging because it requires you to think critically about the principle of least privilege while ensuring that users have the access they need to perform their jobs. Mastering this domain is essential, as misconfigurations here can lead to significant data security risks or operational bottlenecks within a production environment.

Are These Real ADX-201 Exam Questions?

Our platform provides practice questions that are sourced and verified by the community, consisting of IT professionals and recent test-takers who have sat for the actual Salesforce certification exam. Because our content is community-verified, our questions reflect what appears on the real exam, providing you with a reliable way to gauge your readiness. If you've been searching for ADX-201 exam dumps or braindump files, our community-verified practice questions offer something more valuable, each question is verified and explained by IT professionals who recently passed the exam. We do not provide unauthorized or leaked content, as our goal is to help you learn the material thoroughly rather than encouraging rote memorization of stolen questions.

Community verification works by allowing users to engage with the material, discuss specific answer choices, and flag any questions that may be outdated or unclear. When a user identifies a potential issue, the community reviews the feedback and provides context based on their recent exam experience, ensuring the accuracy of the explanations. This collaborative approach creates a dynamic study environment where the quality of the practice questions is constantly maintained by those who understand the current exam objectives. By relying on this collective knowledge, you gain access to insights that go beyond simple answer keys, helping you understand the "why" behind every correct response.

How to Prepare for the ADX-201 Exam

Effective exam preparation for the ADX-201 requires a combination of hands-on practice and a solid understanding of Salesforce concepts. You should spend significant time in a Developer Edition or Trailhead Playground environment, actively building and configuring the features you are studying, such as custom objects, automation tools, and security settings. Relying solely on documentation is rarely sufficient; you must experience how these tools behave in a live environment to truly internalize the material. Every practice question includes a free AI Tutor explanation that breaks down the reasoning behind the correct answer, so you understand the concept, not just the answer. Building a consistent study schedule that balances this hands-on work with regular review sessions will help you retain information more effectively than cramming.

A common mistake candidates make is focusing too heavily on memorizing specific steps rather than understanding the underlying logic of the Salesforce platform. The ADX-201 exam is heavily scenario-based, meaning you will be presented with business requirements and asked to select the best configuration solution, which requires applied knowledge rather than rote recall. To avoid this pitfall, focus on understanding the "why" behind each feature: why would you choose a validation rule over a workflow rule, or when is a permission set more appropriate than a profile change? Additionally, practice managing your time during your study sessions so that you are comfortable navigating the exam interface and answering questions efficiently under pressure.

What to Expect on Exam Day

On the day of your certification exam, you should be prepared for a format that typically includes multiple-choice and multiple-select questions designed to test your practical application of Salesforce administrative tasks. The exam is administered in a secure environment, often through a proctored setting like Pearson VUE, which ensures the integrity of the testing process. You will be expected to demonstrate your knowledge of the Lightning Experience interface, including how to manage users, security, and data, within a set time limit. While the specific number of questions and the passing score can vary, the core of the experience remains focused on your ability to solve administrative problems in a professional capacity. Being familiar with the exam interface and the types of scenarios presented will help reduce anxiety and allow you to focus entirely on demonstrating your skills.

Who Should Use These ADX-201 Practice Questions

These practice questions are intended for individuals who are actively pursuing their Salesforce certification and are looking to validate their skills as a new administrator. Whether you are a junior IT professional, a business analyst transitioning into a Salesforce role, or a power user looking to formalize your knowledge, this exam preparation tool is designed to support your goals. Passing the ADX-201 is a significant career milestone that confirms you have the foundational expertise to manage a Salesforce implementation, which is a highly sought-after skill in the current job market. By using these resources, you are positioning yourself to demonstrate professional competence to current and future employers, opening doors to new opportunities within the Salesforce ecosystem.

To get the most out of these practice questions, do not simply read the answer and move on; instead, engage deeply with the AI Tutor explanation to ensure you grasp the underlying concept. Take advantage of the community discussions to see how others have approached similar problems, and make sure to flag any questions you get wrong so you can revisit them later. This iterative process of testing, reviewing, and refining your knowledge is the most effective way to build the confidence needed for the actual certification exam. Browse the questions above and use the community discussions and AI Tutor to build real exam confidence.

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Salesforce ADX-201 Exam Prep Administrative Essentials for New Admins in Lightning Experience (Page 2 )

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