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LSAC Law School Admission Test LSAT Dumps in PDF

Free LSAC LSAT Real Questions (page: 20)

LSAT PDF — 183 Questions

President of the Regional Chamber of Commerce: We are all aware of the painful fact that almost no new businesses have moved into our region or started up here over the last ten years. But the Planning Board is obviously guilty of a gross exaggeration in its recent estimate that businesses are leaving the region at the rate of about four a week. After all, there were never more than about one thousand businesses in the region, so if they were really leaving at such a rate, they would all have been gone long ago.

The argument is most vulnerable to criticism on the ground that it

  1. focuses on what is going out of a system while ignoring the issue of what is coming into the system
  2. confuses a claim about a rate of change within a system with a claim about the absolute size of the system
  3. argues against a position simply by showing that the position serves the interest of the Planning Board
  4. treats a claim about what is currently the case as if it were a claim about what has been the case for an extended period
  5. attacks what was offered as an estimate on the ground that it is not precise

Answer(s): D

Explanation:

If this guy is the President of the Chamber of Commerce, then the region can expect a lot more businesses to leave. The question stem tells you that his argument is flawed. The President concludes that the Planning Board is guilty of exaggerating the rate of businesses leaving the region. His evidence is that there have never been more than a thousand businesses in the region, and if they were really leaving at the rate of four per week over the past 10 years, then there wouldn't be any businesses left in the region. Did you spot the scope shift? The Planning Board, in its estimate of businesses leaving, said nothing about how long this had been occurring.
So the President seems to assume that the Board is claiming that this rate has been accurate for a long time.
Once you identified this flaw, it should have been easy to skim the choices for the correct answer. Businesses are currently leaving at four per week. The Planning Board did not say they've been leaving at four per week for 10 years. Option [treats a claim about what is currently the case...] points out the President's misrepresentation.



It is inaccurate to say that a diet high in refined sugar cannot cause adult-onset diabetes, since a diet high in refined sugar can make a person overweight, and being overweight can predispose a person to adult-onset diabetes.

The argument is most parallel, in its logical structure, to which one of the following?

  1. It is inaccurate to say that being in cold air can cause a person to catch a cold, since colds are caused by viruses, and viruses flourish in warm, crowded places.
  2. It is accurate to say that no airline flies from Halifax to Washington. No airline offers a direct flight, although some airlines have flights from Halifax to Boston and others have flights from Boston to Washington.
  3. It is correct to say that over fertilization is the primary cause of lawn disease, since fertilizer causes lawn grass to grow rapidly and rapidly growing grass has little resistance to disease.
  4. It is incorrect to say that inferior motor oil cannot cause a car to get poorer gasoline mileage, since inferior motor oil can cause engine valve deterioration, and engine valve deterioration can lead to poorer gasoline mileage,
  5. It is inaccurate to say that Alexander the Great was a student of Plato; Alexander was a student of Aristotle and Aristotle was a student of Plato.

Answer(s): D

Explanation:

The author of the stimulus is evidently responding to someone claiming that a diet high in refined sugar can't cause diabetes. "That's inaccurate," says he. How come? Because such a diet can make one overweight, which in turn can lead to diabetes. This can be broken down algebraically: It's wrong to say that X can't cause Y, because X can lead to Z, which in turn can lead to Y.



During the recent economic downturn, banks contributed to the decline by loaning less money. Prior to the downturn, regulatory standards for loan making by banks were tightened. Clearly, therefore, banks will lend more money if those standards are relaxed.

The argument assumes that

  1. the downturn did not cause a significant decrease in the total amount of money on deposit with banks which is the source of funds for banks to lend
  2. the imposition of the tighter regulatory standards was not a cause of the economic downturn
  3. the reason for tightening the regulatory standards was not arbitrary
  4. no economic downturn is accompanied by a significant decrease in the amount of money loaned out by banks to individual borrowers and to businesses
  5. no relaxation of standards for loan making by banks would compensate for the effects of the downturn

Answer(s): A

Explanation:

This is a pretty straightforward example of a causal argument. The conclusion is that banks will lend more money if regulatory standards are relaxed. The evidence for this is that before the downturn, the standards were tightened. In other words, according to this author, the tightening of the standards is what caused the banks to loan less money. And remember, one of the assumptions inherent in a causal argument is that no other factor caused the result in question, in this case, loaning less money. And that's the assumption that correct answer [the downturn did not cause a...] identifies -- it rules out an alternative explanation, namely that the downturn itself, not the regulations, caused the banks to have less money to lend.



Zoos have served both as educational resources and as entertainment. Unfortunately, removing animals from their natural habitats to stock the earliest zoos reduced certain species' populations, endangering their survival. Today most new zoo animals are obtained from captive breeding programs, and many zoos now maintain breeding stocks for continued propagation of various species. This makes possible efforts to reestablish endangered species in the wild.

Which one of the following statements is most strongly supported by the information above?

  1. Zoos have played an essential role in educating the public about endangered species.
  2. Some specimens of endangered species are born and bred in zoos.
  3. No zoos exploit wild animals or endanger the survival of species.
  4. Nearly all of the animals in zoos today were born in captivity.
  5. The main purpose of zoos has shifted from entertainment to education.

Answer(s): B

Explanation:

This is an Inference question. Because the right answer must be supported by statements in the passage, you should avoid answer choices using extreme language. There usually won't be enough information in the passage to support choices that speak in terms of "all" or "every" or "never". Only option [Some specimens of endangered species are...] is supported by the passage, specifically the last two sentences of the paragraph.
The stimulus tells us that zoos maintain breeding stocks for continued propagation of various species, and that this makes possible efforts to reestablish endangered species in the wild. Therefore, you can infer that some (though not all, or even most) specimens of endangered species are born and bred in zoos.



Only a very small percentage of people from the service professions ever become board members of the 600 largest North American corporations. This shows that people from the service professions are underrepresented in the most important corporate boardrooms in North America.

Which one of the following points out a flaw committed in the argument?

  1. Six hundred is too small a sample on which to base so sweeping a conclusion about the representation of people from the service professions.
  2. The percentage of people from the service professions who serve on the boards of the 600 largest North American corporations reveals little about the percentage of the members of these boards who are from the service professions.
  3. It is a mistake to take the 600 largest North American corporations to be typical of corporate boardrooms generally.
  4. It is irrelevant to smaller corporations whether the largest corporations in North America would agree to have significant numbers of workers from the service professions on the boards of the largest corporations.
  5. The presence of people from the service professions on a corporate board does not necessarily imply that that corporation will be more socially responsible than it has been in the past

Answer(s): B

Explanation:

As soon as you see percentages being discussed, you should pay close attention. And since the question stem tells you that there is a flaw in the argument, it's a good bet that the author is going to confuse the numbers in some way. The author concludes that people from the service professions are underrepresented in boardrooms because only a very small percentage of people from the service professions ever become board members of the largest corporations. Well, that doesn't make much sense. There are probably millions of people in any industry you can think of, including the service industry; but there are only a few people (relatively speaking) that are board members of the largest corporations. So by the author's reasoning, virtually every industry would be underrepresented. Therefore, the author's conclusion doesn't logically follow from the evidence. Option [The percentage of people from the service professions] correctly identifies this flaw; it points out that the way you tell whether a group is Underrepresented is to look at the percentage of board members who come from a particular group -- not by looking at what percentage of the group become board members.
Once you have identified this fundamental flaw, none of the other answer choices should have distracted you.
Note that options [It is a mistake to take the 600 largest...], [It is irrelevant to smaller corporations whether...] and [The presence of people from the service professions on...] have outside the scope elements, namely, corporate boardrooms generally, smaller corporations, and social responsibility.



If there are any inspired musical performances in the concert, the audience will be treated to a good show. But there will not be a good show unless there are sophisticated listeners in the audience, and to be a sophisticated listener one must understand one's musical roots.

If all of the statements above are true, which one of the following must also be true?

  1. If there are no sophisticated listeners in the audience, then there will be no inspired musical performances in the concert.
  2. No people who understand their musical roots will be in the audience if the audience will not be treated to a good show.
  3. If there will be people in the audience who understand their musical roots, then at. least one musical performance in the concert will be inspired.
  4. The audience will be treated to a good show unless there are people in the audience who do not understand their musical roots.
  5. If there are sophisticated listeners in the audience, then there will be inspired musical performances in the concert.

Answer(s): A

Explanation:

This Inference question clearly has a formal logic feel to it, so you can bet that you'll need to know your contrapositives to find the correct answer. Here's the chain of statements: Inspired musical performances guarantee a good show. So IMP--> GS. But there won't be a good show unless there are sophisticated listeners. "X cannot be true unless Y" is logically equivalent to "X implies Y," and so the second statement means that if there is a good show, there must be sophisticated listeners. Combining this with the first sentence gives us IMP --> GS --> SL. Now, being a sophisticated listener requires one to know one's musical roots. So if there are sophisticated listeners out there, they must understand their musical roots. Throwing this in gives us IMP --> GS --> SL --> UMR. From here, many statements are deducible.



Columnist: A recent study suggests that living with a parrot increases one's risk of lung cancer. But no one thinks the government should impose financial impediments on the owning of parrots because of this apparent danger. So by the same token, the government should not levy analogous special taxes on hunting gear, snow skis, recreational parachutes, or motorcycles.

Each of the following principles is logically consistent with the columnist's conclusion EXCEPT:

  1. The government should fund education by taxing nonessential sports equipment and recreational gear.
  2. The government should not tax those who avoid dangerous activities and adopt healthy lifestyles.
  3. The government should create financial disincentives to deter participation in activities it deems dangerous.
  4. The government should not create financial disincentives for people to race cars or climb mountains, even though these are dangerous activities.
  5. The government would be justified in levying taxes to provide food and shelter for those who cannot afford to pay for them.

Answer(s): C

Explanation:

The stem tells us we need to find the principle that's inconsistent (i.e., logically conflicts) with the columnist's conclusion. So the first step is to identify that conclusion. The Keyword "so" signals the conclusion: we shouldn't apply taxes on a bunch of things connected to dangerous activities.
What choice contradicts this conclusion? Only option [The government should create financial disincentives to...], according to which, we should use financial incentives (like taxes) to discourage dangerous activities (like parachuting, etc.).



Scientist: Some critics of public funding for this research project have maintained that only if it can be indicated how the public will benefit from the project is continued public funding for it justified. If the critics were right about this, then there would not be the tremendous public support for the project that even its critics acknowledge.

If the scientist's claims are true, which one of the following must also be true?

  1. The benefits derived from the research project are irrelevant to whether or not its funding is justified.
  2. Continued public funding for the research project is justified.
  3. Public support for the research project is the surest indication of whether or not it is justified.
  4. There is tremendous public support for the research project because it can be indicated how the public will benefit from the project.
  5. That a public benefit can be indicated is not a requirement for the justification of the research project's continued public funding.

Answer(s): E

Explanation:

This one's tricky, and might have been a good candidate to skip during your first pass through the section. It's an Inference question, a kind that's typically not vulnerable to prephrasing, and it has a formal logic element jumbling together the terms "some," "only," "not," and the hypothetical "if." Eeek! Surely no picnic. But there is a clever way into this, and it involves working backwards, beginning at the end. That's where the most concrete information appears, so it makes sense to note that and work from there. Here's what we know: There is public support for the project; the critics acknowledge it. "If the critics were right about this" (referring to something that comes earlier), then there would NOT be support. But there is support, so guess what? The critics must be wrong. About what? About "this." What's "this"? It's what the critics "maintain" in the first sentence: Public funding for the project is justified only if the public can see the benefit. In other words, the critics believe that the public seeing the benefit is required for public funding to be justified -- the "only if" tells us that. And if the critics are wrong in thinking so, as we deduced above from the latter part of the stimulus, then the public seeing a benefit is NOT required for the justification of the public funding.



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A
AI Tutor Explanation
9/16/2026 8:50:14 AM

Question 11:
Correct answer: B — Store contact details in DynamoDB and the photo object keys in Amazon S3.
Why:

  • DynamoDB is well suited for employee records, such as name, department, phone number, and email.
  • High-resolution photos are large binary objects, so they should be stored in Amazon S3.
  • The DynamoDB item stores the corresponding S3 object key, such as employees/12345/photo.jpg.
  • The application uses AWS APIs to:
1. Query or retrieve the employee’s details from DynamoDB. 2. Use the stored S3 key to retrieve the photo from S3.
Why the others are unsuitable:
  • A: Base64 encoding increases data size and is inefficient for storing photos in DynamoDB.
  • C: Cognito user pools manage authentication and user identities, not a general employee directory with high-resolution photos.
  • D: RDS plus EFS is more operationally complex and is unnecessary for this access pattern.

This demonstrates a common AWS design principle: store metadata in DynamoDB and large objects in S3, linking them with an object key.

Coimbatore, India
A
AI Tutor Explanation
9/13/2026 1:52:44 PM

Question 1:
Correct answer: B — With the mobile user license, set up Explicit Proxy.
The customer wants to replace a third-party web proxy for endpoint internet traffic. Prisma Access Explicit Proxy is designed for this use case: client applications send web traffic to the proxy, and Prisma Access applies security controls such as URL filtering, threat prevention, and logging.
Why the other options are incorrect:

  • A: GlobalProtect uses a VPN/tunnel-based approach rather than directly replacing an explicit proxy deployment.
  • C: A service connection connects Prisma Access to private enterprise networks or data centers; it is not for securing mobile users’ internet traffic.
  • D: A corporate access node is associated with private application access, not proxying mobile-user internet traffic.

The answer key’s B is consistent with the intended exam concept: use the mobile-user deployment and Explicit Proxy when migrating endpoint web access from an existing proxy.

Bengaluru, India
A
AI Tutor Explanation
9/8/2026 11:26:31 AM

Question 6:
Correct answer: A — Move rule 1 to the bottom of the list.
I can’t see the role-mapping exhibit itself, but the key concept is ClearPass role-mapping rule order. Rules are evaluated from top to bottom, and a broad rule placed first can match a certificate before a more specific rule gets a chance to assign the intended role.
Typically:

  • Specific certificate conditions should be evaluated first.
  • Broad or catch-all conditions should be placed later.
  • The default role should handle clients that match none of the intended rules.

Therefore, moving rule 1 to the bottom prevents it from overriding the more specific mappings, such as the mapping for mobile-onboarded devices.
The other options do not address rule precedence:
  • Changing the default role does not correct an earlier match.
  • Issuer-CN versus Subject-CN depends on the certificate design and cannot be changed without the exhibit.
  • Selecting all matches could assign multiple roles and may create conflicting results.

The answer key’s A is consistent with normal ClearPass role-mapping precedence.

Pune, India
A
AI Tutor Explanation
9/8/2026 11:22:07 AM

Question 4:
Correct answer: D — Specify an OCSP responder and set the hostname to localhost.
The question describes creating a ClearPass local CA to issue certificates to mobile clients. Those certificates must also be usable for client authentication, which requires a revocation-checking mechanism.

  • OCSP allows ClearPass to check whether an issued client certificate has been revoked.
  • For certificates issued by a local ClearPass CA, the OCSP responder is hosted on the ClearPass server itself, so the responder hostname should be localhost.
  • This lets ClearPass include the appropriate OCSP information in issued certificates and validate certificate status during authentication.

Why the other choices are incorrect:
  • External validator for EST: relates to validating EST enrollment requests, not the required certificate-status responder.
  • SHA-512: changes the digest algorithm but does not provide revocation checking.
  • Microsoft Entra ID registration authority: is unrelated to the described on-premises ClearPass CA design.

The answer key’s D is consistent with the ClearPass CA and certificate-authentication requirements.

Pune, India
A
AI Tutor Explanation
9/8/2026 10:13:39 AM

so why did u mark it as certified incorrectly
You’re right to challenge that. I made an error by accepting the question bank’s explanation instead of checking whether dashboards support endorsement.
I should have identified that:

  • Certified is an endorsement applied to supported Power BI items, such as semantic models and reports.
  • A Power BI dashboard cannot be endorsed, so executive approval does not make it “Certified.”
  • Entity4 should therefore be No badge / Not applicable, if that option exists.

The answer key’s mapping of Entity4 to Certified is incorrect. I apologize for reinforcing it initially.

Mumbai, India
A
AI Tutor Explanation
9/4/2026 6:42:23 AM

The second question is "Paying electricity for your datacenter is an example of OpEx". According to your explanation this statement would be correct then, right?
Yes, you’re right. My previous explanation was incorrect.
Paying for electricity used by your datacenter is OpEx because it is an ongoing operating cost, not an upfront investment in a long-term asset.
The technically correct selections should be:

  1. No — Pay-as-you-go cloud services are OpEx, not CapEx.
  2. Yes — Datacenter electricity is an ongoing operational expense.
  3. Yes — Deploying or building your own datacenter requires upfront investment and is CapEx.

So the correct sequence is No, Yes, Yes.
The answer key’s explanation incorrectly labels datacenter electricity as CapEx. It may be loosely grouping datacenter costs together, but under the standard Microsoft CapEx versus OpEx distinction, electricity is OpEx.

Turin, Italy
A
AI Tutor Explanation
9/3/2026 5:25:59 AM

Question 1:
Correct answer: B — Clustering keys
Snowflake automatically organizes table data into micro-partitions and uses natural clustering based on how data is loaded. However, for large tables where query performance depends on particular columns, you can define a clustering key.
A clustering key:

  • Specifies one or more columns or expressions Snowflake should use when organizing table data.
  • Helps Snowflake’s automatic reclustering keep related rows grouped together.
  • Can improve pruning for queries that frequently filter or join on those columns.

Why the others are incorrect:
  • Micro-partitions: Snowflake’s storage units; users do not directly define them as an override mechanism.
  • Key partitions: Not a Snowflake feature.
  • Clustered partitions: Not the name of the customer-defined mechanism.

The answer key’s B is correct.

Johannesburg, South Africa
A
AI Tutor Explanation
9/1/2026 11:22:20 AM

Question 2:
For Question 2, the intended answer is C and D:

  • C. Generate a summary of the key points in your document — clearly supported by Copilot in Word.
  • D. Insert a custom watermark that has specific text and formatting — likely intended to represent Copilot-assisted formatting and visual customization.

A is a standard Word capability: Word can generate a table of contents from heading styles without Copilot. B is also ordinary page-layout formatting.
Important caveat: D is less clearly documented as a dedicated Copilot feature than C. The answer key’s C, D is likely the exam author’s intended selection, but the question is imperfect because watermark creation is traditionally handled through Word’s built-in commands.

Bengaluru, India
A
AI Tutor Explanation
9/1/2026 11:20:15 AM

Question 2:
Question 2 tests what Copilot in Word can do, rather than ordinary Word features.

  • C. Generate a summary of the key points in your document — Correct.
Copilot can analyze a document and provide a concise summary of its main ideas, decisions, or action items.
  • D. Insert a custom watermark — The answer key is questionable.
Word supports watermarks, but inserting a specifically formatted custom watermark is normally a standard Word formatting task—not a documented core Copilot capability. The explanation’s claim that Copilot can “add formatting/visuals” does not clearly establish that it can create custom watermarks.
  • A. Insert a table of contents and B. Customize page margins are also long-standing Word features, generally performed through Word’s commands rather than Copilot.

So, C is clearly valid, but I would not confidently accept D as a reliable Copilot capability. This question may be poorly written or based on a broader interpretation of Copilot’s formatting abilities. The official Microsoft objectives should take priority over this community answer key.

Bengaluru, India
A
AI Tutor Explanation
9/1/2026 4:45:47 AM

Question 25:
Correct answer: A — Read Table3.
Why:

  • Table3 is a managed lakehouse table, so it is exposed through the lakehouse SQL analytics endpoint and can be queried with read-only T-SQL.
  • The SQL endpoint is read-only. Therefore, you cannot update Table3 or any other table through it.
  • A table created as an external Spark table (Table2) isn’t available for querying through the SQL endpoint in this scenario.
  • Although Table1 is a Delta table based on a shortcut, the SQL endpoint does not provide an update operation for shortcut data. In any case, “Update the data in Table1” is invalid because the endpoint is read-only.

Exam rule: Treat the lakehouse SQL endpoint as a read-only relational interface, primarily used to query supported managed Delta tables. Use Spark, pipelines, or other write-capable tools to modify lakehouse data.

Gaborone, Botswana
A
AI Tutor Explanation
8/28/2026 11:39:56 AM

Question 17:
Correct answer: D — To accommodate a more complex workload.
Increasing a Virtual Warehouse from X-Small to Medium is vertical scaling. The larger warehouse provides more compute resources, which can improve performance for:

  • Complex queries
  • Large scans or joins
  • Resource-intensive transformations
  • Queries involving substantial processing

Why the others are less appropriate:
  • More users / more queries: This usually calls for multi-cluster warehouses, which add clusters to handle concurrency.
  • Fluctuations in workload: This is typically addressed with auto-suspend/auto-resume or multi-cluster scaling, rather than simply choosing a larger warehouse.

Thus, warehouse size primarily affects the compute power available to individual workloads.

Chennai, India
A
AI Tutor Explanation
8/28/2026 3:59:41 AM

Question 1:
Correct answer: Buffer overflow (C).
The program copies a user-controlled string into buffer1, which can store only 10 bytes. If the input exceeds that capacity, the extra data may overwrite adjacent memory, such as other variables, control data, or the return address.
That condition is a buffer overflow vulnerability. It can cause:

  • Program crashes or denial of service
  • Corruption of data
  • Potential execution of attacker-controlled code

Why the other options do not fit:
  • SQL injection: Requires unsanitized input being used in a database query.
  • Denial-of-Service: Describes an impact, not the specific vulnerability shown.
  • Cross-site scripting: Involves injecting scripts into web pages viewed by other users.

The key exam clue is copying unrestricted user input into a fixed-size character buffer.

Singapore, Singapore
A
AI Tutor Explanation
8/27/2026 12:05:49 AM

Question 5:
The correct answer is A: Prepare the training data.
Even when the data is consistent and uniform, it must be made ready for machine learning. This usually includes:

  • Verifying the data format and schema
  • Selecting relevant features and the target column
  • Handling missing or invalid values, if present
  • Splitting the data into training and evaluation sets
  • Registering or making the data available as an Azure Machine Learning data asset

The typical sequence is:
  1. Prepare the training data
  2. Train the model
  3. Evaluate the model
  4. Tune hyperparameters, if needed
  5. Deploy the model

You cannot reliably train or evaluate a model until the data has been prepared and organized. “Consistent and uniform” reduces cleaning work, but it does not remove the need for preparation.

Tsing Yi, Hong Kong
A
AI Tutor Explanation
8/27/2026 12:00:36 AM

Question 1:
The answer key shows C, but I believe the best answer is A: Provides a scalable platform for developing and deploying generative AI solutions.
Why A is correct:

  • Microsoft Foundry is an enterprise platform aimed mainly at developers, data scientists, and IT teams.
  • It supports the full lifecycle: selecting models, connecting enterprise data, evaluating solutions, deploying applications, and monitoring them.
  • It is designed to scale a generative AI solution from experimentation to production.

Why the other options are weaker:
  • B: You still need to select and configure an appropriate model; Foundry provides model choices rather than eliminating that requirement.
  • C: Business users can use some visual tools, but they are not the primary target audience for building complete solutions.
  • D: Foundry may include low-code or visual experiences, but it is not primarily a low-code platform.

So, A best matches Microsoft Foundry’s central benefit.

Tsing Yi, Hong Kong
A
AI Tutor Explanation
8/26/2026 6:04:00 AM

Question 1:
Correct answers: C and D

  • C. Generate a summary of key insights from your data
Copilot in Excel can analyze a table or dataset, identify trends and outliers, and summarize important findings using natural-language prompts. For example: “Summarize the main trends in this sales data.”
  • D. Build a pivot table based on your data
Copilot can help analyze structured data and create a PivotTable to organize information by categories, totals, or other fields.
Why the other options are less suitable:
  • A. Customize conditional formatting rules — Excel already provides conditional-formatting tools, but highly specific rule customization is generally a standard Excel task rather than a core Copilot capability tested here.
  • B. Insert a custom chart with specific formatting — Copilot can assist with charts and visualizations, but precise, custom formatting is normally completed manually in Excel.

The answer key’s C and D is consistent with Copilot’s main Excel strengths: data analysis and visualization/structured summarization.

Mumbai, India
A
AI Tutor Explanation
8/24/2026 9:10:14 AM

Question 2:
Answer: B — Add-AzVhd
Add-AzVhd uploads a local, generalized .vhd file to an Azure Storage account as a fixed VHD. This was the traditional process for making an on-premises Hyper-V image available in Azure.
Why the other options are not correct:

  • Add-AzVM creates or configures a virtual machine; it does not upload a VHD.
  • Add-AzImage creates an Azure VM image resource from an existing managed disk or snapshot. It does not upload the local VHD itself.
  • Add-AzImageDataDisk is used for adding data disks to an image, not for uploading the operating-system VHD.

In a complete older workflow, you would typically:
  1. Generalize the VM with Sysprep.
  2. Upload the VHD using Add-AzVhd.
  3. Create an Azure image from that uploaded VHD.

So the answer key’s B is correct for the upload step. Modern Azure deployments commonly use managed images, Azure Compute Gallery, or direct managed-disk upload workflows instead.

Bucharest, Romania
A
AI Tutor Explanation
8/24/2026 9:08:47 AM

Question 1:
Correct answer: A — Configure a SetupComplete.cmd file in %windir%\setup\scripts.
SetupComplete.cmd runs automatically near the end of Windows Setup, after the operating system has been installed. It is suitable for running initial configuration scripts on newly deployed VMs.
The batch file can invoke your PowerShell scripts, for example: 

cmd 
powershell.exe -ExecutionPolicy Bypass -File C:\Scripts\ConfigureVM.ps1

Why the other options are less suitable:
  • Logon GPO: Runs when a user logs on, so it is not guaranteed to perform initial VM configuration before use.
  • Startup GPO: Runs during startup and may run repeatedly. It also depends on the VM being able to contact the domain.
  • Place scripts in a VHD: Merely storing scripts in a disk does not execute them automatically.

The answer key’s choice A is reasonable, but its explanation is misleading: it discusses the Azure Custom Script Extension, which applies to Azure VMs, while this question describes on-premises Hyper-V VMs.

Bucharest, Romania
A
AI Tutor Explanation
8/23/2026 6:47:51 AM

Question 5:
Correct answer: A — The steps
In Value Stream Mapping, you first identify the sequence of steps that work passes through—from the initial request or idea to delivery of value. This establishes the workflow being analyzed.
Once the steps are mapped, the team can then identify:

  • People and roles involved
  • Wait time and processing time
  • Bottlenecks and delays
  • Active Time, Flow Time, and % Complete and Accurate (%C&A)

Why the other options are not first:
  • People who supervise the work: roles are relevant, but they do not define the value flow.
  • Bottlenecks: these are discovered by analyzing the mapped steps and flow data.
  • Active Time, Flow Time, and %C&A: these metrics are collected for the steps after the workflow is understood.

The exam principle is: map the work first, then analyze how efficiently it flows.

Bengaluru, India
A
AI Tutor Explanation
8/20/2026 11:18:56 AM

price
I don’t have current pricing information. The full version provides a larger question bank with verified answers. I can also explain any existing Microsoft Fabric exam question or concept from this page.

New Delhi, India
A
AI Tutor Explanation
8/19/2026 12:31:46 PM

What are incident response processes?
Incident response processes are the organized steps an organization follows to identify, manage, and recover from a security incident.
Typical stages are:

  1. Preparation – Create policies, response plans, communication procedures, tools, backups, and training.
  2. Detection and analysis – Identify suspicious activity through alerts, logs, monitoring, or user reports, then determine whether an incident occurred and assess its scope.
  3. Containment – Limit the incident’s impact, such as isolating an affected system or blocking malicious traffic.
  4. Eradication – Remove the root cause, such as malware, compromised accounts, or unauthorized persistence.
  5. Recovery – Restore systems to normal operation, validate that they are secure, and monitor for recurrence.
  6. Lessons learned / post-incident activity – Document what happened, preserve evidence, update controls, and improve the response plan.

For the page’s Question 209, Detection is the first active response stage listed among the choices. However, many formal incident-response frameworks place Preparation before detection as part of the overall lifecycle.

Ashton-Under-Lyne, United Kingdom
A
AI Tutor Explanation
8/17/2026 11:28:11 AM

Question 22:
Correct answer: D — It involves bespoke services with a focus on innovation and growth.
In ITIL, a partnership relationship is a close, strategic relationship between organizations. The parties typically:

  • Collaborate toward shared objectives
  • Adapt services to specific needs rather than using only standardized offerings
  • Focus on long-term value, innovation, and mutual growth
  • Share knowledge, risks, and sometimes investment

Why the other options are less suitable:
  • A: Standardized contracts and operational efficiency are more typical of a transactional supplier relationship.
  • B: A partnership can operate at the strategic level, so excluding strategy is incorrect.
  • C: Commercial off-the-shelf services for many consumers describe a more standardized supplier relationship, not a bespoke partnership.

The key distinction is that partnerships are collaborative and strategic, while ordinary supplier relationships are usually more transactional and standardized.

Chennai, India
R
RK
8/17/2026 11:22:18 AM

Valid to test it

Chennai, India
A
AI Tutor Explanation
8/17/2026 10:31:48 AM

Question 142:
Correct answer: A — Determining the root cause of the incident
The post-incident review—also called a lessons-learned review—analyzes what happened and why. Determining the root cause helps the organization fix the underlying weakness and prevent recurrence.
Why the other options are less suitable:

  • B: Developing steps to mitigate risks — May result from the review, but mitigation planning is generally part of remediation and corrective action.
  • C: Validating evidence accuracy — Occurs during the investigation, before the post-incident review.
  • D: Reestablishing system configuration — This is part of recovery and restoration.

A useful sequence is:
  1. Investigate and validate evidence.
  2. Contain and eradicate the threat.
  3. Recover systems.
  4. Conduct a post-incident review, including root-cause analysis.

Ashton-Under-Lyne, United Kingdom
T
Tester
8/17/2026 10:28:35 AM

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Chennai, India
A
AI Tutor Explanation
8/8/2026 9:47:28 AM

Question 26:
Correct answer: C — No, it is the top management’s responsibility to allocate the resources needed for the BCMS.
The answer key shows A, but this appears incorrect.
Under ISO 22301:

  • Top management must demonstrate leadership and commitment to the BCMS.
  • Top management must determine and provide the resources needed to establish, implement, maintain, and continually improve the BCMS.
  • A project manager such as Rebecca may coordinate or distribute resources as part of implementation, but she does not hold the organization’s ultimate responsibility for ensuring those resources are available.

Therefore, Rebecca can perform operational resource allocation, but the formal ISO 22301 responsibility rests with top management.

Dinan, France
A
AI Tutor Explanation
8/8/2026 5:49:22 AM

Question 1:
Correct answer: A
The Lambda function should:

  1. Write a structured log entry to CloudWatch Logs containing:
- API operation - Response code - Application version extracted from the User-Agent header
  1. Configure a CloudWatch Logs metric filter to match those log entries and publish a metric.

  1. Use response code and application version as metric dimensions. This lets the company view metrics separately for each application version and response code, such as:
- GetUser / 200 / v2 - GetUser / 500 / v3
Why the other options are incorrect:
  • B: CloudWatch Logs Insights is for querying and analyzing logs; it does not directly populate CloudWatch metrics this way.
  • C: ALB access logs do not automatically contain custom Lambda response metadata in the required form.
  • D: X-Ray Insights is intended for tracing and anomaly analysis, not extracting arbitrary business metrics with these dimensions.

The key concept is using structured application logs plus CloudWatch Logs metric filters to turn log fields into CloudWatch metrics.

Bengaluru, India
A
AI Tutor Explanation
8/7/2026 2:43:45 AM

Question 2:
Question 2 is about tasks that Microsoft 365 Copilot can perform in Word.

  • C. Generate a summary of the key points in your document — Correct.
Copilot can analyze a document and produce a concise summary, key points, action items, or answers about the document’s content.
  • D. Insert a custom watermark with specific text and formatting — Questionable.
The answer key lists D, but Copilot’s documented Word capabilities focus on drafting, rewriting, summarizing, transforming text, and applying general formatting. Creating a precisely customized watermark is normally a standard Word operation, not a clearly documented Copilot task.
  • A. Insert a table of contents — Not a strong Copilot choice.
Word can generate a table of contents automatically from heading styles without Copilot.
  • B. Customize page margins — Not a Copilot-specific task.
This is standard document formatting performed through Word’s layout controls.
Important: The key’s C,D answer appears unreliable. C is clearly correct, but the question may be poorly written if D is intended as the second answer.

Krugersdorp, South Africa
S
Samuele
8/6/2026 6:06:02 AM

question 99 solution is wrong, the correct answer is A (Yes) event the explanation conflict with the solution

Milan, Italy
A
AI Tutor Explanation
8/5/2026 7:26:53 PM

Question 2:
Correct answer: C — Use Amazon Athena directly with Amazon S3.
Athena is a serverless, interactive query service that runs SQL directly against data stored in Amazon S3. It supports JSON and other common formats, so the company can query the existing log files without moving or transforming them.
Why this minimizes operational overhead:

  • No servers or clusters to provision.
  • No data-loading process required.
  • Pay primarily for the data scanned by each query.
  • The existing S3-based architecture remains unchanged.
  • A table definition can be created in Athena, either manually or through the Glue Data Catalog, to describe the JSON structure.

Why the other options are less suitable:
  • A: Redshift requires loading data into a data warehouse and managing additional infrastructure.
  • B: CloudWatch Logs is intended for log collection and monitoring, not direct SQL analysis of existing S3 JSON files.
  • D: Glue plus EMR introduces a data catalog, cluster, and Spark-job management, which is excessive for simple, occasional queries.

The key exam clue is “simple, on-demand queries” + “logs already in S3” + “least operational overhead”—this points to Amazon Athena.

Barrie, Canada
A
AI Tutor Explanation
8/5/2026 7:21:57 PM

Question 802:
Yes—if the port is a trunk carrying 802.1Q VLANs (e.g., a server NIC configured for VLAN tagging), the per-port option is:

  • switch(config-if)# spanning-tree portfast trunk

This applies PortFast to that specific trunk interface.
Notes:
  • For a typical edge/access port (PC), the usual per-interface command is simply switch(config-if)# spanning-tree portfast, but that exact command isn’t in your list.
  • Global default (option A) affects all ports, not just one.
  • PortFast on trunks bypasses some STP protections, so use with caution and consider BPDU Guard where appropriate.

If you want, I can walk through when to prefer portfast on access vs trunk ports and the associated risks.

Colmenar Viejo, Spain
A
AI Tutor Explanation
8/3/2026 4:40:02 AM

Question 2:
For Question 2, the correct concept is C) Machine Learning (ML).

  • Reason: Predicting future buying behavior from browsing history and past purchases is a predictive analytics task best handled by ML, which learns patterns from historical data.
  • Why not NLP or Computer Vision: NLP is for text data; Computer Vision is for images/videos; neither directly fits predicting customer behavior from structured user data.
  • About Deep Learning: DL is a subset of ML, useful for very large or unstructured data; but for typical retail prediction with structured data, general ML approaches are more appropriate and interpretable.

Dubai, United Arab Emirates
A
AI Tutor Explanation
7/31/2026 3:09:48 AM

Question 4:
You're right to flag that. The key concept is this:

  • Group-based licensing can be applied to groups in Azure AD, but it only works with security groups. Microsoft 365 groups (formerly Office 365 groups) are not eligible for direct license assignment.

If Group4 and Group5 are actually Microsoft 365 groups, they cannot receive the E5 license directly. The license would only be assignable to the security groups in the list (whatever groups among Group1–Group5 are security groups).
How to verify in your environment:
  • In the Azure portal, go to Groups > select a group > check the Group Type. It will show either "Security" or "Microsoft 365".
  • If you’re using PowerShell/Graph, look for the group type or the presence of a “Unified” group type for M365 groups (security groups won’t have that).

If you can tell me which of Group1–Group5 are security groups vs Microsoft 365 groups, I can pinpoint the exact correct option.

Mumbai, India
A
AI Tutor Explanation
7/21/2026 9:48:29 PM

Question 18:
Answer: ODBC (option B)
Explanation:

  • There is no native Cassandra connector in Power BI. To connect, you use a generic data connector that can talk to Cassandra if you have an ODBC driver for Cassandra.
  • ODBC is the standard way to connect to many databases when a native connector isn’t available. If you install a Cassandra ODBC driver, you can configure a DSN and then in Power BI Desktop use the ODBC option under Get Data.
  • The other options aren’t suitable in this scenario:
- Microsoft SQL Server is a different database platform. - OLE DB could work only with a specific OLE DB provider for Cassandra (not common). - OData is for REST/ web services, not Cassandra by default.
Practical steps (high-level):
  • Install a 64-bit Cassandra ODBC driver and configure a DSN.
  • In Power BI Desktop, choose Get Data > ODBC, select the DSN, and connect.
  • Load data and build visuals.

Soacha, Colombia
A
AI Tutor Explanation
7/21/2026 5:23:40 PM

Question 366:
Question 366 asks how to apply an Application Security Group (ASG1) to VM1. The key concept is that an ASG is attached to network interfaces, not directly to a VM.

  • Correct answer: A. Associate NIC1 to ASG1
  • Why: An ASG is used to group NICs so NSG rules can target the group. To apply ASG1 to VM1, you must attach VM1’s NIC (NIC1) to ASG1. Merely modifying the ASG’s properties or modifying NSG1 does not attach the VM’s NIC to the ASG.
  • Why others are wrong:
- B: “Modify the properties of ASG1” does not attach it to the NIC. - C: “Modify the properties of NSG1” changes NSG settings, but not ASG associations.
Quick note:
  • After associating NIC1 with ASG1, you can reference ASG1 in NSG rules as a source or destination to control traffic for VM1’s NIC. Example commands (CLI) or portal steps involve adding the NIC to the ASG.

Harare, Zimbabwe
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