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DP-900 Practice Question: Describe considerations for working with non-relational data on Azure

You are designing a data storage solution for a social media application that stores user profile pictures and uploaded photos. The solution must support high throughput and be optimized for reading and writing large binary objects. Which Azure data service should you recommend?

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

Azure Blob Storage

Azure Blob Storage is optimized for storing large amounts of unstructured data, such as images and videos, and provides high throughput for read/write operations, making it ideal for user profile pictures and uploaded photos. Azure Files (A) is a managed file share for SMB/NFS, not optimized for high-throughput binary object operations. Azure SQL Database (C) is a relational database for structured data, not designed for large binary objects. Azure Cosmos DB (D) is a NoSQL database primarily for structured or semi-structured data, not for storing large blobs efficiently.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • Azure Files

    Why it's wrong here

    Azure Files provides fully managed SMB and NFS file shares for scenarios like shared configuration files, on-premises extension, or lifting and shifting existing file-based applications. However, it is not optimized for high-throughput binary object storage like images because it is constrained by file-share semantics, lower per-file size limits, and throughput that cannot match the scale of Azure Blob Storage. For hosting a social media platform's image files, the blob storage service is the appropriate choice due to its ability to serve millions of concurrent HTTP requests.

  • Azure Blob Storage

    Why this is correct

    Azure Blob Storage is a fully managed, massively scalable object store that is the correct choice for storing and serving large numbers of image files, such as those posted on a social media platform. It provides extremely high throughput, supports storage tiers for optimizing cost, and can serve blobs directly via HTTP/HTTPS, enabling straightforward use with CDNs for low-latency access worldwide. Blobs can be accessed using REST APIs and SDKs, making it ideal for unstructured binary data.

  • Azure SQL Database

    Why it's wrong here

    Azure SQL Database is a relational database optimized for transactional workloads with structured tabular data and a defined schema. It can store binary files as BLOBs, but doing so quickly leads to inflated database sizes, slower query performance, and higher costs due to reliance on transactional log backups and indexed access. It is fundamentally unsuited for high-volume, write-heavy image storage; in practice, you would store the images in Blob Storage and keep only metadata or the blob URL in SQL.

  • Azure Cosmos DB

    Why it's wrong here

    Azure Cosmos DB is a globally distributed, multi-model NoSQL database designed for low-latency access to structured and semi-structured JSON documents. While it supports attachments, the size limit for documents and the overhead of storing binary payloads as base64 make it an inefficient choice for large image files. Cosmos DB is meant for queries on records, not for bulk object storage, and its pricing is based on request units that would spike if you streamed gigabytes of image data.

Quick reference

Azure Blob Storage Tier Comparison

TierStorage CostRetrieval CostLatencyUse Case
HotHighestLowestImmediateActive data, frequent reads
CoolLowerHigherImmediateData accessed < once / month
ColdLower stillHigherImmediateData accessed < once / quarter
ArchiveLowestHighest + rehydration delayHoursLong-term compliance retention

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