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@ -16,7 +16,7 @@ This guide covers the following tasks:">
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<li><a href="#how-can-i-figure-out-the-metadata-size-for-my-account">How can I figure out the metadata size for my account?</a></li>
<li><a href="#what-apis-are-considered-iterative-read-operations">What APIs are considered Iterative read operations?</a></li>
<li><a href="#if-i-were-to-store-parquet-files-into-adls-would-that-be-a-write-transaction-based-on-size-or-just-a-storage-cost">If I were to store parquet files into ADLS, would that be a write transaction based on size or just a storage cost?</a></li>
<li><a href="#what-is-the-difference-between-how-transactions-are-billed-in-a-flat-namespace-account-fns-and-a-hierarchical-namespace-account">What is the difference between how transactions are billed in a flat namespace account (FNS) and a Hierarchical Namespace account?</a></li>
<li><a href="#how-are-iterative-operations-billed">How are iterative operations billed?</a></li>
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<article class="markdown"><h1 id="azure-data-lake-storage-gen2-billing-faqs">
Azure Data Lake Storage Gen2 Billing FAQs
<a class="anchor" href="#azure-data-lake-storage-gen2-billing-faqs">#</a>
</h1>
<p>*The pricing page for ADLS Gen2 can be found <a href="https://azure.microsoft.com/pricing/details/storage/data-lake">here</a> This resource provides more detailed answers to frequently asked questions from ADLS Gen2 users *</p>
<ul>
<li><a href="#azure-data-lake-storage-gen2-billing-faqs">Azure Data Lake Storage Gen2 Billing FAQs</a>
<ul>
<li><a href="#terminology">Terminology</a>
<ul>
<li><a href="#do-i-want-a-centralized-or-a-federated-data-lake-implementation">Do I want a centralized or a federated data lake implementation?</a></li>
<li><a href="#how-do-i-organize-my-data">How do I organize my data?</a></li>
<li><a href="#how-do-i-manage-access-to-my-data">How do I manage access to my data?</a></li>
<li><a href="#what-data-format-do-i-choose">What data format do I choose?</a></li>
<li><a href="#use-query-acceleration">Use Query Acceleration</a></li>
</ul>
</li>
<li><a href="#recommended-reading">Recommended reading</a></li>
</ul>
</li>
</ul>
<h2 id="terminology">
Terminology
<a class="anchor" href="#terminology">#</a>
</h2>
<p>Here are some terms that are key to understanding ADLS Gen2 billing concepts.</p>
<p><strong>Flat namespace (FNS)</strong>: A mode of organization in a storage account on Azure where objects are organized using a flat structure - aka a flat list of objects. This is the default configuration for a storage account.</p>
<p><strong>Hierarchical namespace (HNS)</strong>: With hierarchical namespaces, you can organize data into structured folders and directories. A hierarchical namespace allows operations like folder renames and deletes to be performed in a single atomic operation, which with a flat namespace requires a number of operations proportionate to the number of objects in the structure. Hierarchical namespaces store additional meta-data for your directory and folder structure, and allows Filesystem ACLs. However, as your data volume grows, hierarchical namespaces keeps your data organized and more importantly yields better storage performance on your analytic jobs – thus lowering your overall TCO to run analytic jobs.</p>
<p><img src="images/adls_hns.png" alt="ADLS HNS" /></p>
<p><strong>HNS enabled account</strong>: A Storage Account with the Hierarchical Namespace enabled.</p>
<p><strong>Query Acceleration</strong>: Query acceleration enables applications and analytics frameworks to dramatically optimize data processing by retrieving only the data that they require to perform a given operation. This reduces the time and processing power that is required to gain critical insights into stored data.</p>
<p><strong>Data</strong>: Data is the content and is the stored information. Example: Files in a folder.</p>
<p><strong>Metadata</strong>: Meta Data is the context for the data and consists of one or more name-value pairs that you specify for a Blob storage resource. You can use metadata to store additional values with the resource. Metadata values are for your own purposes only, and don&rsquo;t affect how the resource behaves. Metadata also includes the size used by Path / Name of the object.</p>
<h2 id="faqs">
FAQs
<a class="anchor" href="#faqs">#</a>
</h2>
<h3 id="how-do-calls-to-certain-apis-translate-into-the-number-of-4mb-transactions-that-will-be-billed">
How do calls to certain API&rsquo;s translate into the number of 4MB transactions that will be billed?
<a class="anchor" href="#how-do-calls-to-certain-apis-translate-into-the-number-of-4mb-transactions-that-will-be-billed">#</a>
</h3>
<ul>
<li>When uploading or appending data to existing files, or when reading data from a file, the operation gets chunked into 4MB pieces. You will then be billed for each 4MB chunk.</li>
<li>The Copy File, Rename, Set Properties, etc. would not be charged using the “per 4 MB” rule. They are not free operations but would be charged as a single transaction.</li>
<li>For files &lt; 4MB, a full transaction will be charged for each file. It is recommended to write larger files as they will yield better analytics performance and are more cost effective.</li>
</ul>
<h3 id="how-can-i-figure-out-the-metadata-size-for-my-account">
How can I figure out the metadata size for my account?
<a class="anchor" href="#how-can-i-figure-out-the-metadata-size-for-my-account">#</a>
</h3>
<ul>
<li>The metadata size is calculated for every file by the following: 512 bytes + size of file name + size of file properties</li>
</ul>
<h3 id="what-apis-are-considered-iterative-read-operations">
What APIs are considered Iterative read operations?
<a class="anchor" href="#what-apis-are-considered-iterative-read-operations">#</a>
</h3>
<ul>
<li>Iterative read operations are operations performed on a folder that requires the system to iterate through all the subfolders and files in that folder to complete. Examples: ListFileSystem, ListFileSystemDir,ListPath and all List* operations</li>
</ul>
<h3 id="if-i-were-to-store-parquet-files-into-adls-would-that-be-a-write-transaction-based-on-size-or-just-a-storage-cost">
If I were to store parquet files into ADLS, would that be a write transaction based on size or just a storage cost?
<a class="anchor" href="#if-i-were-to-store-parquet-files-into-adls-would-that-be-a-write-transaction-based-on-size-or-just-a-storage-cost">#</a>
</h3>
<ul>
<li>Write transactions apply whenever you ingest or update any type of file. However, you do pay for the data at rest.</li>
</ul>
<h3 id="what-is-the-difference-between-how-transactions-are-billed-in-a-flat-namespace-account-fns-and-a-hierarchical-namespace-account">
What is the difference between how transactions are billed in a flat namespace account (FNS) and a Hierarchical Namespace account?
<a class="anchor" href="#what-is-the-difference-between-how-transactions-are-billed-in-a-flat-namespace-account-fns-and-a-hierarchical-namespace-account">#</a>
</h3>
<ul>
<li>Customers can access the storage account using either an FNS account or a HNS account. The API&rsquo;s can also be regular API&rsquo;s or ADLS API&rsquo;s. The following table shows you when data operations get split into 4MB chunks for billing and when the 30% uplift is applied.<br>
<img src="images/billing_uplift_chart.png" alt="Billing Chart" /></li>
<li>Renames/moves as part of analytics job commit activities will end up with a lot of operations (proportional to object count) with FNS while this would be a single transaction in HNS.</li>
</ul>
<h3 id="how-are-iterative-operations-billed">
How are iterative operations billed?
<a class="anchor" href="#how-are-iterative-operations-billed">#</a>
</h3>
<ul>
<li>An example would be a rename of a folder containing 10K files. The rename would be charged as a single metadata operation (iterative writes).</li>
</ul>
<h2 id="recommended-reading">
Recommended reading
<a class="anchor" href="#recommended-reading">#</a>
</h2>
<ul>
<li><a href="https://docs.microsoft.com/azure/storage/blobs/data-lake-storage-introduction">Overview for Azure Data Lake Storage Gen2</a></li>
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<li><a href="#if-i-were-to-store-parquet-files-into-adls-would-that-be-a-write-transaction-based-on-size-or-just-a-storage-cost">If I were to store parquet files into ADLS, would that be a write transaction based on size or just a storage cost?</a></li>
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<ul>
<li><a href="./hitchhikers-guide-to-the-datalake">The Hitchhiker&rsquo;s Guide to the Data Lake</a> - As part of helping our customers build their analytics solutions on ADLS Gen2, we have a collection of considerations and key learnings that have been effective in building highly scalable and performant data lakes on Azure. We have distilled these learnings in our guidance document</li>
<li><a href="./adls-gen1-to-gen2-migration">Azure Data Lake Storage Gen1 to Gen2 Migration Sample</a></li>
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Azure Storage &copy;2021 <br />
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Contact us: <a href="mailto:azurestoragefeedback@microsoft.com?subject=AzureStorage.com%20Feedback">azurestoragefeedback@microsoft.com</a>.<br />
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<description>Recent content in Analytics on Azure Storage</description>
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<title>Azure Data Lake Storage Gen2 Billing FAQs</title>
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<pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
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<description>Azure Data Lake Storage Gen2 Billing FAQs # *The pricing page for ADLS Gen2 can be found here This resource provides more detailed answers to frequently asked questions from ADLS Gen2 users *
Azure Data Lake Storage Gen2 Billing FAQs Terminology Do I want a centralized or a federated data lake implementation? How do I organize my data? How do I manage access to my data? What data format do I choose?</description>
</item>
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<title>The Hitchhiker&#39;s Guide to the Data Lake</title>
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Azure Storage &copy;2021 <br />
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<meta name="description" content="Azure Blob Storage Upload API&rsquo;s # Customers typically use existing applications such as AzCopy, Azure Storage Explorer, etc. or the Azure Storage SDK&rsquo;s (.NET, Java, Node.js, Python, Go, PHP, Ruby) when building custom apps to access the Azure Storage API&rsquo;s. However, a good understanding of the API&rsquo;s is critical when tuning your uploads for high performance. This document provides an overview of the different upload API&rsquo;s to help you compare the differences between them.">
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Visit the <a href="https://azure.microsoft.com/services/storage/">Azure Storage homepage</a> or read our <a href="https://docs.microsoft.com/azure/storage/">getting started guide</a> or the <a href="https://azure.microsoft.com/blog/topics/storage-backup-and-recovery/">Azure Storage Blog</a>. <br />
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Azure Storage &copy;2021 <br />
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Azure Storage &copy;2021 <br />
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Azure Storage &copy;2021 <br />
Visit the <a href="https://azure.microsoft.com/services/storage/">Azure Storage homepage</a> or read our <a href="https://docs.microsoft.com/azure/storage/">getting started guide</a> or the <a href="https://azure.microsoft.com/blog/topics/storage-backup-and-recovery/">Azure Storage Blog</a>. <br />
Contact us: <a href="mailto:azurestoragefeedback@microsoft.com?subject=AzureStorage.com%20Feedback">azurestoragefeedback@microsoft.com</a>.<br />
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<meta name="description" content="Azure blob storage data management and retention # When you store your data in blob storage, there are a number of policies which govern how your data is managed and retained in the event of deletion. Data management is strictly governed and Microsoft® is committed to ensuring that your data remains your data, without exception. When you delete your data - either through an API or due to a subscription being removed - there are varying policies which dictate the length of time for which your data may be retained in the event you would need to recover it.">
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Azure Storage &copy;2021 <br />
Visit the <a href="https://azure.microsoft.com/services/storage/">Azure Storage homepage</a> or read our <a href="https://docs.microsoft.com/azure/storage/">getting started guide</a> or the <a href="https://azure.microsoft.com/blog/topics/storage-backup-and-recovery/">Azure Storage Blog</a>. <br />
Contact us: <a href="mailto:azurestoragefeedback@microsoft.com?subject=AzureStorage.com%20Feedback">azurestoragefeedback@microsoft.com</a>.<br />
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<meta name="description" content="Estimating Pricing for Azure Block Blob Deployments # We have several tools to help you price Azure Block Blob Storage, however figuring out what questions you need to answer to produce an estimate can sometimes be overwhelming. To that end we have put together this simple template. You can use the template as-is or modify it to fit your workload. Once you have the template populated you will have some estimates you can input into the Azure Pricing Calculator to get a cost estimate.">
@ -17,7 +17,7 @@
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@ -19,7 +19,7 @@ The PowerShell script AzureStorageSupportedCharacterScrubber.ps1 provides a turn
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@ -17,7 +17,7 @@ Azure Storage Day 2021 # Did you miss Azure Storage Day? Check out all the sess
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<description>Azure Blob Storage Upload API&amp;rsquo;s # Customers typically use existing applications such as AzCopy, Azure Storage Explorer, etc. or the Azure Storage SDK&amp;rsquo;s (.NET, Java, Node.js, Python, Go, PHP, Ruby) when building custom apps to access the Azure Storage API&amp;rsquo;s. However, a good understanding of the API&amp;rsquo;s is critical when tuning your uploads for high performance. This document provides an overview of the different upload API&amp;rsquo;s to help you compare the differences between them.</description>
</item>
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<title>Azure Data Lake Storage Gen2 Billing FAQs</title>
<link>https://azure.github.io/Storage/docs/analytics/azure-storage-data-lake-gen2-billing-faq/</link>
<pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
<guid>https://azure.github.io/Storage/docs/analytics/azure-storage-data-lake-gen2-billing-faq/</guid>
<description>Azure Data Lake Storage Gen2 Billing FAQs # *The pricing page for ADLS Gen2 can be found here This resource provides more detailed answers to frequently asked questions from ADLS Gen2 users *
Azure Data Lake Storage Gen2 Billing FAQs Terminology Do I want a centralized or a federated data lake implementation? How do I organize my data? How do I manage access to my data? What data format do I choose?</description>
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<loc>https://azure.github.io/Storage/docs/application-and-user-data/basics/azure-blob-storage-upload-apis/</loc>
</url><url>
<loc>https://azure.github.io/Storage/docs/analytics/adls-gen1-to-gen2-migration/</loc>
</url><url>
<loc>https://azure.github.io/Storage/docs/analytics/azure-storage-data-lake-gen2-billing-faq/</loc>
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- [The Hitchhiker's Guide to the Data Lake](./hitchhikers-guide-to-the-datalake) - As part of helping our customers build their analytics solutions on ADLS Gen2, we have a collection of considerations and key learnings that have been effective in building highly scalable and performant data lakes on Azure. We have distilled these learnings in our guidance document
- [Azure Data Lake Storage Gen1 to Gen2 Migration Sample](./adls-gen1-to-gen2-migration)
- [Azure Data Lake Storage Gen2 Billing FAQs](./azure-storage-data-lake-gen2-billing-faq)

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---
title: Azure Data Lake Storage Gen2 Billing FAQs
---
# Azure Data Lake Storage Gen2 Billing FAQs
*The pricing page for ADLS Gen2 can be found [here](https://azure.microsoft.com/pricing/details/storage/data-lake) This resource provides more detailed answers to frequently asked questions from ADLS Gen2 users *
- [Azure Data Lake Storage Gen2 Billing FAQs](#azure-data-lake-storage-gen2-billing-faqs)
- [Terminology](#terminology)
- [Do I want a centralized or a federated data lake implementation?](#do-i-want-a-centralized-or-a-federated-data-lake-implementation)
- [How do I organize my data?](#how-do-i-organize-my-data)
- [How do I manage access to my data?](#how-do-i-manage-access-to-my-data)
- [What data format do I choose?](#what-data-format-do-i-choose)
- [Use Query Acceleration](#use-query-acceleration)
- [Recommended reading](#recommended-reading)
## Terminology
Here are some terms that are key to understanding ADLS Gen2 billing concepts.
**Flat namespace (FNS)**: A mode of organization in a storage account on Azure where objects are organized using a flat structure - aka a flat list of objects. This is the default configuration for a storage account.
**Hierarchical namespace (HNS)**: With hierarchical namespaces, you can organize data into structured folders and directories. A hierarchical namespace allows operations like folder renames and deletes to be performed in a single atomic operation, which with a flat namespace requires a number of operations proportionate to the number of objects in the structure. Hierarchical namespaces store additional meta-data for your directory and folder structure, and allows Filesystem ACLs. However, as your data volume grows, hierarchical namespaces keeps your data organized and more importantly yields better storage performance on your analytic jobs – thus lowering your overall TCO to run analytic jobs.
![ADLS HNS](images/adls_hns.png)
**HNS enabled account**: A Storage Account with the Hierarchical Namespace enabled.
**Query Acceleration**: Query acceleration enables applications and analytics frameworks to dramatically optimize data processing by retrieving only the data that they require to perform a given operation. This reduces the time and processing power that is required to gain critical insights into stored data.
**Data**: Data is the content and is the stored information. Example: Files in a folder.
**Metadata**: Meta Data is the context for the data and consists of one or more name-value pairs that you specify for a Blob storage resource. You can use metadata to store additional values with the resource. Metadata values are for your own purposes only, and don't affect how the resource behaves. Metadata also includes the size used by Path / Name of the object.
## FAQs
### How do calls to certain API's translate into the number of 4MB transactions that will be billed?
* When uploading or appending data to existing files, or when reading data from a file, the operation gets chunked into 4MB pieces. You will then be billed for each 4MB chunk.
* The Copy File, Rename, Set Properties, etc. would not be charged using the “per 4 MB” rule. They are not free operations but would be charged as a single transaction.
* For files < 4MB, a full transaction will be charged for each file. It is recommended to write larger files as they will yield better analytics performance and are more cost effective.
### How can I figure out the metadata size for my account?
* The metadata size is calculated for every file by the following: 512 bytes + size of file name + size of file properties
### What APIs are considered Iterative read operations?
* Iterative read operations are operations performed on a folder that requires the system to iterate through all the subfolders and files in that folder to complete. Examples: ListFileSystem, ListFileSystemDir,ListPath and all List* operations
### If I were to store parquet files into ADLS, would that be a write transaction based on size or just a storage cost?
* Write transactions apply whenever you ingest or update any type of file. However, you do pay for the data at rest.
### What is the difference between how transactions are billed in a flat namespace account (FNS) and a Hierarchical Namespace account?
* Customers can access the storage account using either an FNS account or a HNS account. The API's can also be regular API's or ADLS API's. The following table shows you when data operations get split into 4MB chunks for billing and when the 30% uplift is applied.
![Billing Chart](images/billing_uplift_chart.png)
* Renames/moves as part of analytics job commit activities will end up with a lot of operations (proportional to object count) with FNS while this would be a single transaction in HNS.
### How are iterative operations billed?
* An example would be a rename of a folder containing 10K files. The rename would be charged as a single metadata operation (iterative writes).
## Recommended reading
- [Overview for Azure Data Lake Storage Gen2](https://docs.microsoft.com/azure/storage/blobs/data-lake-storage-introduction)