<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>efs on Digi Hunch</title><link>https://static.digihunch.com/tag/efs/</link><description>Recent content in efs on Digi Hunch</description><generator>Hugo -- gohugo.io</generator><language>en-US</language><lastBuildDate>Wed, 02 Apr 2025 13:22:46 -0400</lastBuildDate><atom:link href="https://static.digihunch.com/tag/efs/index.xml" rel="self" type="application/rss+xml"/><item><title>FSx ONTAP – Enterprise storage on AWS</title><link>https://static.digihunch.com/2022/05/fsx-ontap-enterprise-storage-on-aws/</link><pubDate>Sat, 14 May 2022 22:28:00 -0400</pubDate><guid>https://static.digihunch.com/2022/05/fsx-ontap-enterprise-storage-on-aws/</guid><description>&lt;img src="https://static.digihunch.com/wp-content/uploads/2025/04/feature-fsx-ontap.webp" alt="Featured image of post FSx ONTAP – Enterprise storage on AWS" /&gt;&lt;p class="wp-block-paragraph"&gt;Even though object storage has gained a lot of popularity, file storage is still prevalent. AWS has Elastic File System but the performance is insufficient for enterprise workload. The FSx product line has enterprise storage options and on Sept 2, 2021, AWS launched FSx ONTAP. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This post is my impression about FSx ONTAP. As &lt;a href="https://static.digihunch.com/2021/09/file-storage-vs-object-storage/"&gt;previously discussed&lt;/a&gt;, &lt;a href="https://aws.amazon.com/fsx/netapp-ontap/"&gt;FSx ONTAP&lt;/a&gt;&amp;nbsp;is a managed NetApp storage service by AWS. Essentially, AWS installs NetApp arrays in their data centres, so that users can provision ONTAP volumes from AWS console, or using AWS CLI.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;FSx ONTAP&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;ONTAP (or Data OONTAP) has been a very successful operating system to manage storage arrays. It was so successful that NetApp uses ONTAP as brandname for their storage arrays. This is similar to Isilon, a name of BSD based operating system to manage storage and later becomes brandname of EMC&amp;#8217;s storage products. ONTAP has been in competition with other enterprise storage players such as EMC Isilon, HP 3PAR, etc and AWS landed on ONTAP as their partner for enterprise storage. It appears that NetApp still owns their ONTAP storage technology. AWS operates the data centre and provides capability via the CLI layer and console.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Sometimes, people confuses FSx ONTAP with NetApps offering &lt;a href="https://cloud.netapp.com/ontap-cloud"&gt;Cloud volumes ONTAP&lt;/a&gt;. The two are fundamentally different. Cloud volumes ONTAP works with Cloud Manager (available as self-hosted or SaaS) as the management UI. It manages volumes provisioned from cloud vendor such as AWS, Azure, etc. Clients often configure these &amp;#8220;Cloud volumes&amp;#8221; as extension to an existing on-premise ONTAP storage deployment. When their on-prem ONTAP volumes fall short of space, the Cloud Manage is aware of a remotely available, cloud backed volume to move cold data off to. &lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-client-tool"&gt;Client Tool&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;FSx ONTAP is essentially an ONTAP storage cluster sitting in AWS data centre. Users have the options of using AWS CLI or ONTAP CLI to manage the cluster. Users with storage administrator background are likely to prefer the latter. In my professional service experience, I have taken some iterations to come to best practice to use the right tool to interact with ONTAP resources. In a nut shell, it depends on the level of resource that we are interacting with. I categorize those resources into two classes:&lt;/p&gt;&#10;&lt;figure class="wp-block-table is-style-regular"&gt;&lt;table class="has-white-background-color has-background"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td&gt;&lt;strong&gt;Category&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;Example&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;Identification&lt;/strong&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;AWS-level resource&lt;/td&gt;&lt;td&gt;FSx ONTAP file system, Storage Virtual Machine&lt;/td&gt;&lt;td&gt;These resources are from ONTAP but they are identified as AWS resources (with ARN). They are also exposed to AWS SDK and can be managed by AWS CLI.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;ONTAP-native resource&lt;/td&gt;&lt;td&gt;Volume, Snapshot policy, Schedule, Snapmirror relationship, Vserver&lt;/td&gt;&lt;td&gt;These resources come from ONTAP and can only be managed using ONTAP CLI. The AWS CLI cannot manage &lt;sub&gt;these&lt;/sub&gt; resources simply because they are not exposed to AWS SDK. Some type of resource such as Volume, may be managed by AWS CLI with very limited options. So we still prefer ONTAP CLI to manage resources.&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The AWS CLI (v 2.2.37) has very limited options when creating volumes. For example, the create-volume &lt;a href="https://docs.aws.amazon.com/cli/latest/reference/fsx/create-volume.html"&gt;documentation&lt;/a&gt; states that the OntapVolumeType section of output can display types of RW, DP (data protection), or LS. However, it doesn’t allow users to create a volume other than the default RW type. When we configure SnapMirror destination, we need a volume of DP type. We had to use ONTAP CLI to achieve that.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Our practice works out to be: use AWS CLI to create a file system and storage virtual machine. Then we use ONTAP CLI to create everything else. Even though AWS CLI intend to support volume creation, we prefer ONTAP CLI for full functionality support, and alignment with the ONTAP &lt;a href="https://docs.netapp.com/ontap-9/index.jsp"&gt;literature&lt;/a&gt;.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-administration-tasks"&gt;Administration Tasks&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;You should configure most of the administrative tasks with ONTAP CLI. We use the &lt;a href="https://docs.netapp.com/ontap-9/index.jsp"&gt;documentation&lt;/a&gt; by ONTAP as reference. For example, when a volume runs out of Inode, the AWS CLI reports that there is no space left. We need to increase the inode limit and this is, again, not something that AWS CLI can manage.&amp;nbsp; We’d have to use the volume modify command from ONTAP CLI.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-nfs-version"&gt;NFS version&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The AWS document states that FSx ONTAP supports NFSv3.0, v4.0 and v4.1. However, FSx ONTAP is currently backed by NetApp ONTAP 9.10.0, which partially supports &lt;a href="https://docs.netapp.com/ontap-9/index.jsp?topic=%2Fcom.netapp.doc.cdot-famg-nfs%2FGUID-E0A4007F-B776-4A19-A6F1-A0C0EAA7B03A.html"&gt;NFSv4.2&lt;/a&gt;, with basic protocol and Labled NFS feature. NetApp’s ONTAP &lt;a href="https://www.netapp.com/media/10720-tr-4067.pdf"&gt;Best Practices and Implementation Guide&lt;/a&gt; suggests a method for clients to mount as NFSv4.2. In the POC we mount as NFS v4.2 in all of our testings.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-clarity-of-terminology"&gt;Clarity of terminology&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The ONTAP storage system has been around for a while and many of its concepts are well known in the storage community. For example, A “Snapshot copy” is a read-only, point-in-time image of a volume. (ref: ONTAP 9 &lt;a href="https://docs.netapp.com/ontap-9/index.jsp"&gt;documentation&lt;/a&gt; -&amp;gt; ONTAP concepts -&amp;gt; Replication -&amp;gt; Snapshot copies) This concept becomes “Snapshot” in AWS &lt;a href="https://docs.aws.amazon.com/fsx/latest/ONTAPGuide/snapshots-ontap.html"&gt;literature&lt;/a&gt;.&amp;nbsp; It took us some research to come to realize that “Snapshot” in AWS document, essentially maps to “Snapshot copy” in ONTAP literature.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;This creates confusion, because we use ONTAP documentation for operation guidance because we can’t get enough help from AWS documentation. The terminology in AWS documentation should align with ONTAP.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The other example is the difference between “&lt;a href="https://docs.aws.amazon.com/fsx/latest/ONTAPGuide/using-backups.html"&gt;backup&lt;/a&gt;” and “&lt;a href="https://docs.aws.amazon.com/fsx/latest/ONTAPGuide/snapshots-ontap.html"&gt;snapshot&lt;/a&gt;” in AWS documentation. It is my understanding that they both use the same underlying Snapshot technology on the ONTAP side. I’m not exactly sure what their difference is.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;ONTAP can create a Snapshot copy nearly instantaneously. However, when taking a snapshot using web console in AWS, it takes up to 10 minutes to update the status. This is confusing because it creates a perception that it takes 10 minutes to complete snapshot.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading" id="h-cross-region-replication"&gt;Cross Region Replication&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;There is a document &lt;a href="https://docs.aws.amazon.com/fsx/latest/ONTAPGuide/scheduled-replication.html"&gt;page&lt;/a&gt; on AWS about using SnapMirror at a very high level. It points to two documents: using NetApp Cloud Manager and ONTAP CLI.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The former is not a viable option as we started natively on FSx ONTAP and do not have NetApp Cloud Manager. As to the latter, we managed to configure cross-region replication with ONTAP CLI following the document and identified some gaps in the documentation. Specifically, it would be helpful if AWS documentation calls out that:&lt;/p&gt;&#10;&lt;ol class="wp-block-list" type="1"&gt;&#10;&lt;li&gt;inter-cluster network connectivity is a prerequisite (e.g. via VPC peering, transit gateway)&lt;/li&gt;&#10;&lt;li&gt;Port 10000, 11104-11105 must be added to &lt;a href="https://kb.netapp.com/Advice_and_Troubleshooting/Data_Protection_and_Security/SnapMirror/What_are_the_firewall_requirements_for_intercluster_SnapMirror_with_ONTAP_9"&gt;security group&lt;/a&gt; for inter cluster communication.&lt;/li&gt;&#10;&lt;li&gt;The ONTAP CLI command to validate connectivity between clusters (using the ping command from ONTAP CLI).&lt;/li&gt;&#10;&lt;/ol&gt;&#10;&lt;p class="wp-block-paragraph"&gt;With AWS CLI alone it is not possible to configure cross-region replication.&lt;/p&gt;&#10;&lt;h2 class="wp-block-heading"&gt;Final words&lt;/h2&gt;&#10;&lt;p class="wp-block-paragraph"&gt;As someone who lived with enterprise storage for more than a decade, I&amp;#8217;m glad to see that cloud vendors brings enterprise storage into their data centre, acknowledging that consumer grade file storage are just insufficient for heavy storage use cases such as medical imaging. FSx ONTAP seems to be in early maturity level. However, since AWS exposes ONTAP CLI access to users, ONTAP professionals are able to leverage its full potential.&lt;/p&gt;&#10;&lt;nav class="wp-post-navigation" aria-label="Post navigation"&gt;&#10;&lt;a rel="prev" href="https://static.digihunch.com/2022/04/knative-introduction/"&gt;&lt;span class="wp-post-navigation-label"&gt;Previous Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Knative Eventing Introduction&lt;/strong&gt;&lt;/a&gt;&#10;&lt;a rel="next" href="https://static.digihunch.com/2022/05/hosting-database-on-kubernetes/"&gt;&lt;span class="wp-post-navigation-label"&gt;Next Post&lt;/span&gt;&lt;strong class="wp-post-navigation-title"&gt;Hosting database on Kubernetes&lt;/strong&gt;&lt;/a&gt;&#10;&lt;/nav&gt;&#10;</description></item><item><title>Cloud storage overview</title><link>https://static.digihunch.com/2020/08/cloud-storage-overview/</link><pubDate>Wed, 12 Aug 2020 22:19:00 -0400</pubDate><guid>https://static.digihunch.com/2020/08/cloud-storage-overview/</guid><description>&lt;p class="wp-block-paragraph"&gt;In a narrow sense, cloud storage refers to object storage. In a broader sense, it refers to any storage service (block, file or object level) provided by cloud vendors, in a cloud business model. The underlying technology of storage, is the same be it in the cloud or on-premise. &lt;/p&gt;&#10;&lt;figure class="wp-block-table is-style-stripes"&gt;&lt;table class="has-background" style="background-color:#e9fbe5"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td&gt;&lt;/td&gt;&lt;td&gt;Block storage&lt;/td&gt;&lt;td&gt;File storage&lt;/td&gt;&lt;td&gt;Object&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;Interaction with OS&lt;/td&gt;&lt;td&gt;OS has direct byte-level access to disk blocks.&lt;/td&gt;&lt;td&gt;OS manages storage by file, or byte range of file. Files are organized in POSIX hierarchy.&lt;/td&gt;&lt;td&gt;OS reads and writes the entire object, or a byte range, via rest API calls.&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;Metadata&lt;/td&gt;&lt;td&gt;N/A&lt;/td&gt;&lt;td&gt;Stored in file system, for directory or file&lt;/td&gt;&lt;td&gt;customizable metadata&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;Common protocol&lt;/td&gt;&lt;td&gt;N/A&lt;/td&gt;&lt;td&gt;NFS&lt;/td&gt;&lt;td&gt;S3&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;Implementation&lt;/td&gt;&lt;td&gt;SAN (bock device is typically dedicated to a single VM) or DAS&lt;/td&gt;&lt;td&gt;NAS, file storage is usually shared amongst multiple VMs. Locking mechanism is usually in place to keep access in order.&lt;/td&gt;&lt;td&gt;S3&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;Workload&lt;/td&gt;&lt;td&gt;database storage, scratch data, etc&lt;/td&gt;&lt;td&gt;persistent data, content management, etc&lt;/td&gt;&lt;td&gt;archive data, media streaming, data analytics, static asset serving, etc&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Below is a list of common storage services provided by public cloud vendors to day.&lt;/p&gt;&#10;&lt;figure class="wp-block-table is-style-stripes"&gt;&lt;table class="has-background" style="background-color:#e9fbe5"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;Block Storage&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;File Storage&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;Object Storage&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;Other managed storage service&lt;/strong&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;strong&gt;&lt;a href="https://aws.amazon.com/products/storage/"&gt;&lt;span class="has-inline-color has-black-color"&gt;AWS&lt;/span&gt;&lt;/a&gt;&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;a href="https://aws.amazon.com/ebs"&gt;&lt;span class="has-inline-color has-black-color"&gt;Elastic Block Store (EBS)&lt;/span&gt;&lt;/a&gt;&lt;/td&gt;&lt;td&gt;&lt;a href="https://aws.amazon.com/efs/"&gt;&lt;span class="has-inline-color has-black-color"&gt;Elastic File System (EFS)&lt;/span&gt;&lt;/a&gt;&lt;span class="has-inline-color has-black-color"&gt;&lt;br&gt;&lt;/span&gt;&lt;a href="https://aws.amazon.com/fsx/windows/"&gt;&lt;span class="has-inline-color has-black-color"&gt;FSx for Windows&lt;/span&gt;&lt;/a&gt;&lt;br&gt;FSx for Lustre&lt;/td&gt;&lt;td&gt;&lt;a href="https://aws.amazon.com/s3/"&gt;&lt;span class="has-inline-color has-black-color"&gt;Simple Storage Service (S3)&lt;/span&gt;&lt;/a&gt;&lt;/td&gt;&lt;td&gt;&lt;a href="https://aws.amazon.com/storagegateway"&gt;&lt;span class="has-inline-color has-black-color"&gt;Storage Gateway&lt;/span&gt;&lt;/a&gt; &lt;br&gt;Snow Family&lt;br&gt;DataSync&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;strong&gt;&lt;a href="https://docs.microsoft.com/en-us/azure/storage/common/storage-introduction"&gt;&lt;span class="has-inline-color has-black-color"&gt;Azure&lt;/span&gt;&lt;/a&gt;&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;a href="https://docs.microsoft.com/en-us/azure/virtual-machines/windows/managed-disks-overview"&gt;&lt;span class="has-inline-color has-black-color"&gt;Azure Managed Disks&lt;/span&gt;&lt;/a&gt;&lt;/td&gt;&lt;td&gt;&lt;a href="https://docs.microsoft.com/en-us/azure/storage/files/storage-files-introduction"&gt;&lt;span class="has-inline-color has-black-color"&gt;Azure Files&lt;/span&gt;&lt;/a&gt;&lt;/td&gt;&lt;td&gt;&lt;a href="https://docs.microsoft.com/en-us/azure/storage/blobs/storage-blobs-introduction"&gt;&lt;span class="has-inline-color has-black-color"&gt;Azure Blobs&lt;/span&gt;&lt;/a&gt;&lt;/td&gt;&lt;td&gt;&lt;a href="https://docs.microsoft.com/en-us/azure/storage/tables/table-storage-overview"&gt;&lt;span class="has-inline-color has-black-color"&gt;Azure Table&lt;/span&gt;&lt;/a&gt;&lt;span class="has-inline-color has-black-color"&gt; &lt;br&gt;&lt;/span&gt;&lt;a href="https://docs.microsoft.com/en-us/azure/storage/queues/storage-queues-introduction"&gt;&lt;span class="has-inline-color has-black-color"&gt;Azure Queues&lt;/span&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;strong&gt;&lt;a href="https://cloud.google.com/products/storage"&gt;&lt;span class="has-inline-color has-black-color"&gt;GCP&lt;/span&gt;&lt;/a&gt;&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;a href="https://cloud.google.com/persistent-disk"&gt;&lt;span class="has-inline-color has-black-color"&gt;Persistent Disk&lt;/span&gt;&lt;/a&gt;&lt;span class="has-inline-color has-black-color"&gt;&lt;br&gt;&lt;/span&gt;&lt;a href="https://cloud.google.com/local-ssd"&gt;&lt;span class="has-inline-color has-black-color"&gt;local SSD&lt;/span&gt;&lt;/a&gt;&lt;/td&gt;&lt;td&gt;&lt;a href="https://cloud.google.com/filestore"&gt;&lt;span class="has-inline-color has-black-color"&gt;Filestore&lt;/span&gt;&lt;/a&gt;&lt;/td&gt;&lt;td&gt;&lt;a href="https://cloud.google.com/storage"&gt;&lt;span class="has-inline-color has-black-color"&gt;Cloud Storage&lt;/span&gt;&lt;/a&gt;&lt;/td&gt;&lt;td&gt;&lt;a href="https://firebase.google.com/products/storage/"&gt;&lt;span class="has-inline-color has-black-color"&gt;Cloud Storage for Firebase&lt;/span&gt;&lt;/a&gt;&lt;br&gt;Data Transfer&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;strong&gt;&lt;a href="https://www.digitalocean.com/products/"&gt;&lt;span class="has-inline-color has-black-color"&gt;Digital Ocean&lt;/span&gt;&lt;/a&gt;&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;a href="https://www.digitalocean.com/products/block-storage/"&gt;&lt;span class="has-inline-color has-black-color"&gt;Volumes Block storage&lt;/span&gt;&lt;/a&gt;&lt;br&gt;local SSD&lt;/td&gt;&lt;td&gt;N/A&lt;/td&gt;&lt;td&gt;&lt;a href="https://www.digitalocean.com/products/spaces/"&gt;&lt;span class="has-inline-color has-black-color"&gt;Space object storage&lt;/span&gt;&lt;/a&gt; (S3 compatible)&lt;/td&gt;&lt;td&gt;Content Delivery Network&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;figcaption class="wp-element-caption"&gt;Storage Products from common public cloud vendor&lt;/figcaption&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Since AWS is the first vendor that provides a full suite of storage service, this post will focus on the storage product lines, as a refresher of AWS cloud storage options: Simple Storage Service, Elastic File Storage and Elastic Block Storage). There will be some overlap with the AWS storage service &lt;a href="https://d0.awsstatic.com/whitepapers/AWS%20Storage%20Services%20Whitepaper-v9.pdf"&gt;whitepaper&lt;/a&gt;.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Before getting further to details, here&amp;#8217;s a reminder of two types of policies in AWS:&lt;/p&gt;&#10;&lt;figure class="wp-block-table is-style-stripes"&gt;&lt;table class="has-background" style="background-color:#e9fbe5"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;IAM policy&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;&lt;strong&gt;Resource-based policy&lt;/strong&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;strong&gt;Principal&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;Must be attached to individual user, group, or role to take effect&lt;/td&gt;&lt;td&gt;Needs to be explicitly specified, can be ARN under other AWS account&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;strong&gt;Element&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;Action/NotAction&lt;br&gt;Resource/NotResource&lt;br&gt;Effect (Allow/Deny)&lt;br&gt;Condition&lt;/td&gt;&lt;td&gt;Principal/NotPrincipal&lt;br&gt;Action/NotAction&lt;br&gt;Resource/NotResource&lt;br&gt;Effect (Allow/Deny)&lt;br&gt;Condition&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;strong&gt;Example&lt;/strong&gt;&lt;/td&gt;&lt;td&gt;Managed policy, custom policy&lt;/td&gt;&lt;td&gt;File system policy, S3 bucket policy, access point policy, etc&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;figcaption class="wp-element-caption"&gt;Two types of policies&lt;/figcaption&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Although the resource is usually assumed in a resource-based policy, the policy usually target a sub-section of a resource (e.g. object with certain prefix), so resource section is still required in resource-based policy. In storage services, we may use S3 bucket policy, access point policy, or file system policy for EFS.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Below we go over the three families of storage service in AWS.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-ebs-elastic-block-storage"&gt;EBS (Elastic Block Storage)&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;EBS is a distributed system. Each volume is a logical volume, made up of multiple physical devices. EBS data is persistent, and access is dedicated to a single EC2 instance at a time. If EC2 instance failed, the attached EBS volume can be detached, and then re-attached to other instance, in the same Availability Zone. There are two types of EBS:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;EC2 Instance store: ephemeral, block-level storage for EC2 instance, no replication by default, no snapshot support. Used as buffers, caches, scratch data, temporary content.&lt;/li&gt;&#10;&lt;li&gt;EBS volume (persistent) : used for database, dev/test, enterprise application, etc. There are two sub-categories:&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;SSD-backed volumes:&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;Optimized for transnational workloads that requires very low latency&lt;/li&gt;&#10;&lt;li&gt;Dominant performance attribute is IOPS&lt;/li&gt;&#10;&lt;li&gt;For frequent, read/write with small size and &lt;a href="https://static.digihunch.com/2019/04/application-i-o-characteristics/"&gt;random&lt;/a&gt; I/O&lt;/li&gt;&#10;&lt;li&gt;Typical use case include relational database (PostgresQL, MySQL) and NoSQL (Cassandra, Mongo)&lt;/li&gt;&#10;&lt;li&gt;gp2 (general purpose) and io1 (provisioned IOPS)&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;/li&gt;&#10;&lt;li&gt;HDD-backed volumes:&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;Optimized for large streaming workloads demanding throughput&lt;/li&gt;&#10;&lt;li&gt;Dominant performance attribute is &lt;span style="text-decoration: underline;"&gt;throughput&lt;/span&gt;&lt;/li&gt;&#10;&lt;li&gt;For workloads with lots of &lt;a href="https://static.digihunch.com/2019/04/application-i-o-characteristics/"&gt;sequential&lt;/a&gt; I/O&lt;/li&gt;&#10;&lt;li&gt;Typical use case icnlude big data, analytics (Kafka, Splunk, Hadoop, data warehousing), file/media server&lt;/li&gt;&#10;&lt;li&gt;st1 (throughput optimized0 and sc1 (cold HDD)&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The four types of EBS are compared here:&lt;/p&gt;&#10;&lt;figure class="wp-block-image size-large"&gt;&lt;img loading="lazy" decoding="async" width="865" height="770" src="https://static.digihunch.com/wp-content/uploads/2020/08/image-10.png" alt="" class="wp-image-1307"/&gt;&lt;/figure&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Note that the volume can be modified (change type, increase size) after creation. However, you cannot decrease size. If you increase the size, the file system must be extended after the increase.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Another way to deliver better performance is to use &lt;a href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/ebs-optimized.html"&gt;EBS-optimized instances&lt;/a&gt;. These instances have dedicated network bandwidth for its I/O traffic to and from EBS. Without EBS-optimized instance, the traffic between EBS volume and EC2 instance uses shared network link with EC2, which is subject to latency during heavy traffic. This distinction is similiar to the difference between iSCSI SAN and FC SAN. Also, you may increase read-ahead buffer in OS for better EBS performance.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;On EBS, users can create snapshot, a point-in-time incremental backup. When snapshot is restored to a volume, data is loaded lazily in the background, so that volume is available immediately. This also means that initial read of data that is not yet loaded will be subject to latency, known as first read penalty. To achieve target performance, user may run an initialization on the volume, by reading all blocks with data upfront.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In a newly created snapshot, only the data blocks modified since the previous snapshot are stored as is. The rest are pointers to unchanged data blocks in the original snapshot. When a previous snapshot is deleted, AWS ensures changes are reconciled into the newer snapshot so there is no loss of data. Creation of snapshots on many volumes can be automated with Data Lifecycle Manager (DLM).&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;As far as encryption goes, the best practice is to create your own master key. KMS uses envelop encryption, where the data key encrypts the data, and the master key encrypts the data key. The encryption key is stored in EC2 instance memory only and never written to disk, for security and performance considerations.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-efs-elastic-file-storage"&gt;EFS (Elastic File Storage)&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;EFS is a managed implementation of file storage that supports NFS 4.0 and 4.1, with strong data consistency and file locking. An EFS includes a single mount target in (one subnet of) each availability zone. EC2 instance, or on-premise client via Direct Connect, can mount EFS volumes using amazon-efs-utils yum package. EC2 instance can also be configured to automatic mount EFS volume in launch wizard. EFS also has a lifecycle management policy, and a storage class for infrequent access.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;&lt;a href="https://docs.aws.amazon.com/efs/latest/ug/performance.html"&gt;Performance &lt;/a&gt;wise, EFS has two performance modes and two throughput modes. The two performance modes are:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;&lt;strong&gt;General Purpose&lt;/strong&gt;: for latency-sensitive applications and general-purpose workloads. limit of 7k ops/sec, best choice for most workloads&lt;/li&gt;&#10;&lt;li&gt;&lt;strong&gt;Max I/O&lt;/strong&gt;: for large-scale and data-heavy applications, with virtually unlimited ability to scale out throughput/IOPS, but with slightly higher latencies. consider this for large scale-out workloads&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;The two throughput modes are:&lt;/p&gt;&#10;&lt;ul class="wp-block-list"&gt;&#10;&lt;li&gt;&lt;strong&gt;Bursting throughput&lt;/strong&gt;: recommended for the majority of workload. Since file system workload is typically spiky, aws use credit system to determine when the file system throughput can burst. credit accumates idle time, and consumed in retrieval&lt;/li&gt;&#10;&lt;li&gt;&lt;strong&gt;Provisioned throughput&lt;/strong&gt;: recommended for higher throughput to storage ratio workload, can increase the provisioned throughput afterwards. but it incurs separate throughput charge&lt;/li&gt;&#10;&lt;/ul&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Other ways to achieve higher performance, include parallelization of file operation (e.g. multiple threads, more instances); and increase I/O size for better throughput.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;In terms of security, EFS encryption at rest must be selected at the time of file system creation. There is an TLS mount option to encrypt traffic in transit. EFS involves its own resource-based policy called file system policy to manage file-level POSIX permissions. IAM policy is used to manage NFS administration access and client access. EFS &lt;a href="https://docs.aws.amazon.com/efs/latest/ug/efs-access-points.html"&gt;access points&lt;/a&gt; is also a means to enforce the use of a specific operating system user, and group to access EFS.&lt;/p&gt;&#10;&lt;h3 class="wp-block-heading" id="h-s3-simple-storage-service"&gt;S3 (Simple Storage Service)&lt;/h3&gt;&#10;&lt;p class="wp-block-paragraph"&gt;S3 is one of the earliest and maturest AWS services for object storage. It is very cheap and easy to use, and supports user-defined metadata on objects as well as many peripheral features. There is no limit to the number of objects in a bucket. As the object in bucket increases, S3 scales to request rate by automatically creating more partitions to meet the target number of request per partition. There used to be a performance trick, that requires client to make object key naming pattern distribute across multiple prefixes. It is &lt;a href="https://aws.amazon.com/about-aws/whats-new/2018/07/amazon-s3-announces-increased-request-rate-performance/"&gt;not required&lt;/a&gt; any more as of July 2018.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Versioning can be enabled at bucket level, and suspended afterwards. New version of object is created on every upload, without performance penalty. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;S3 integrate well with other event-driven AWS services, such as SNS, SQS, Lambda, etc. Event can fire on request such as PUT, POST, COPY. &lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;Object &lt;a href="https://docs.aws.amazon.com/AmazonS3/latest/dev/object-tagging.html"&gt;tags &lt;/a&gt;(not to be confused with object metadata) can help categorize storage. It also facilitates access control (i.e. by being referenced in bucket policy or IAM policy), lifecycle policy, analysis and CloudWatch configurations.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;&lt;a href="https://aws.amazon.com/s3/features/#s3-select"&gt;S3 select&lt;/a&gt; is a way to retrieve only a subset of data from an object based on a SQL expression, to reduce amount of data and help with performance. The &lt;a href="https://docs.aws.amazon.com/AmazonS3/latest/API/API_SelectObjectContent.html"&gt;input &lt;/a&gt;can be json or CSV and output will be in CSV.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;&lt;a href="https://docs.aws.amazon.com/AmazonS3/latest/dev/storage-inventory.html"&gt;S3 Inventory&lt;/a&gt; is a tool to audit object replication status and encryption status. It generates CSV report with all objects in the given bucket name, including: key name, version id, islatest, size, last modified date, etag, storage class, multipart upload flag, delete marker, replication status, encryption status. For storage-class analysis, S3 inventory is much faster than list-object API call which parses through all objects.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;S3 also has &lt;a href="https://aws.amazon.com/s3/features/access-points/"&gt;access point&lt;/a&gt;, similar to EFS, with unique hostnames that customers create to enforce distinct permissions and network controls for any request made through the access point.&lt;/p&gt;&#10;&lt;p class="wp-block-paragraph"&gt;S3 &lt;a href="https://aws.amazon.com/s3/transfer-acceleration/"&gt;transfer acceleration&lt;/a&gt; take advantage of edge locations (at additional charge) to speed up transfer of large object over long distance, by providing a separate end point. It is also helpful for faster uploads over long distances. Apart from transfer acceleration, for faster uploads for large object, user may also consider multi-part upload API when the object reaches 100MB. Orphaned uploaded parts can be cleaned up in lifecycle configuration. 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