hardmultiple choiceObjective-mapped

A company is building a petabyte-scale data lake for analytics. The workload includes Apache Spark and Hive jobs that read and write large files. The storage solution must support a hierarchical namespace for efficient directory operations, POSIX-like access control lists (ACLs) for fine-grained permissions, and must be accessible via the Azure Blob Storage API for compatibility with existing tools. Furthermore, the solution should be optimized for analytics workloads with high throughput. Which Azure data service should they choose?

Question 1hardmultiple choice
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A company is building a petabyte-scale data lake for analytics. The workload includes Apache Spark and Hive jobs that read and write large files. The storage solution must support a hierarchical namespace for efficient directory operations, POSIX-like access control lists (ACLs) for fine-grained permissions, and must be accessible via the Azure Blob Storage API for compatibility with existing tools. Furthermore, the solution should be optimized for analytics workloads with high throughput. Which Azure data service should they choose?

Answer choices

Why each option matters

Good practice is not just finding the correct option. The wrong answers often show the exact trap the exam wants you to fall into.

A

Best answer

Azure Data Lake Storage Gen2

ADLS Gen2 combines a hierarchical namespace with POSIX ACLs and Blob API access. It is designed for large-scale analytics workloads and integrates with Spark and Hive.

B

Distractor review

Azure Data Lake Storage Gen1

ADLS Gen1 also supports a hierarchical namespace and POSIX ACLs but uses the WebHDFS API, not the Blob API. Gen1 is being phased out in favor of Gen2.

C

Distractor review

Azure Blob Storage

Standard Azure Blob Storage does not support a hierarchical namespace (unless the hierarchical namespace feature is enabled, which creates ADLS Gen2) and does not provide POSIX ACLs natively.

D

Distractor review

Azure Files

Azure Files is a managed file share for SMB or NFS protocols. It is not designed for petabyte-scale analytics and does not support the Blob API.

Common exam trap

Common exam trap: NAT rules depend on direction and matching traffic

NAT is not only about the public address. The inside/outside interface roles and the ACL or rule that matches traffic are just as important.

Technical deep dive

How to think about this question

NAT questions usually test address translation, overload/PAT behaviour, static mappings and whether the right traffic is being translated. Read the interface direction and address terms carefully.

KKey Concepts to Remember

  • Static NAT maps one inside address to one outside address.
  • PAT allows many inside hosts to share one public address using ports.
  • Inside local and inside global describe the private and translated addresses.
  • NAT ACLs identify traffic for translation, not always security filtering.

TExam Day Tips

  • Identify inside and outside interfaces first.
  • Check whether the scenario needs static NAT, dynamic NAT or PAT.
  • Do not confuse NAT matching ACLs with normal packet-filtering intent.

Related practice questions

Related AZ-305 practice-question pages

Use these pages to review the topic behind this question. This is how one missed question becomes focused revision.

More questions from this exam

Keep practising from the same exam bank, or move into a focused topic page if this question exposed a weak area.

FAQ

Questions learners often ask

What does this AZ-305 question test?

Static NAT maps one inside address to one outside address.

What is the correct answer to this question?

The correct answer is: Azure Data Lake Storage Gen2 — Azure Data Lake Storage Gen2 provides a hierarchical namespace, POSIX ACLs, and is accessible via the Blob Storage API. It is built on Azure Blob Storage and is optimized for big data analytics with high throughput. Azure Data Lake Storage Gen1 also had these features but is being retired and uses a different API (WebHDFS). Azure Blob Storage does not support a hierarchical namespace by default (unless enabled) but lacks some POSIX ACL features. Azure Files is for file shares and not designed for petabyte-scale analytics.

What should I do if I get this AZ-305 question wrong?

Then try more questions from the same exam bank and focus on understanding why the wrong options are tempting.

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