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Enable stateful applications on aws with persistent storage for k8s.pptx
1.
© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Ananth Vaidyanathan (ananva@) Sr. Product Manager, AWS Persistent File Storage for Kubernetes
2.
© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Customer Trends
3.
© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. ©2021 Amazon Web Services, Inc. or its Affiliates. All rights reserved. What are our customers doing? Migrating Lifting & shifting applications to the cloud Modernizing Converting existing applications and building new applications with microservices like containers and serverless
4.
© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. ©2021 Amazon Web Services, Inc. or its Affiliates. All rights reserved. Why modernize? 2 Faster time to market 1 Increased agility and scalability 3 Improved reliability, simpler operations, and lower cost
5.
© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Stateful applications need durable shared storage Containers and serverless functions are transient in nature, long-running applications can benefit from keeping state in a durable storage. Distributed applications like web serving, machine learning inference, and continuous integration and development benefit from shared storage layer. Modern data-intensive applications like analytics require fast access to large volumes of shared data. …
6.
© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Performant and cost-optimized Serverless shared storage Full AWS compute integration EC2 Instances, containers, and serverless Supports 10,000s of connections Four storage classes Automatic lifecycle-based cost optimization Serverless and scalable No provisioning, scale capacity, connections, and IOPS Simple, serverless, set-and-forget, elastic file system for AWS compute Amazon EFS Simple and highly reliable Elastic Pay only for capacity used Performance built in, scales with capacity Highly durable and available Designed for 11 9s of durability 99.99% availability SLA Performant 10s of GB/s of throughput and 500,000+ IOPS
7.
© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Serverless storage for your App Modernization Amazon EFS File System On-prem server or EC2 instance App Code EKS Container App Code Containerize App, Launch on EKS
8.
© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Many containerized applications need persistent storage Long-running Stateful Applications Shared Data Sets Developer Tools Web & Content Management Machine Learning Data Science Tools WordPres s Drupal nginx Jenkin s Jira Git MXNet TensorFlo w Jupyter(hu b) Airflow
9.
© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Examples of applications that customers are modernizing Simplify and centralize DevOps CI/CD pipelines, source control, issue tracking, code repositories Applications include Jenkins, Jira, Git, Chef, Maven Web serving and content management Creation and modification of digital web content Applications include: WordPress, Drupal, Moodle, Confluence, OpenText Data Science and Analytics Accelerate data insights and streamline ingestion, ML training, inference, and analysis Tools include Kubeflow, Airflow, TensorFlow, Informatica
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© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. ” “ ” “ Modernized applications to employ microservices. Deployed containers via Kubernetes and Mesos with EFS providing persistent storage and ability to dynamically scale application without storage management overhead T-Mobile scales modern application deployments with Amazon EFS Customer facing application with large spikes in usage based on time of day and month of year. Existing infrastructure was not able to support the scalability required without overprovision of infrastructure to support peak usage. • 16,000 containers under management • Reduced cost of NFS storage by 70% compared to DIY while reducing storage management overhead • Improved cycle time for deploying application services Solution Challenge Benefits We are a large organization that has lots of applications with varying requirements for availability and performance. EFS provides us with a common storage platform that meets these requirements across the board. Amreth Chandrasehar, Principal Architect, T-Mobile Company: T-Mobile Industry: Mobile Communications Country: Global Employees: 52,000 Website: www.t-mobile.com About T-Mobile As America's Un-carrier, T-Mobile US, Inc. is redefining the way consumers and businesses buy wireless services through leading product and service innovation. The Company's advanced nationwide network delivers outstanding wireless experiences to 79.7 million customers who are unwilling to compromise on quality and value.
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© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. ” “ ” “ Johnson & Johnson builds data science platform using Amazon EKS and Amazon EFS J & J needed storage to share and perform analytics on their data science workbench for genomics neuroscience, R & D, and drug discovery. A massively scalable solution was required to share and analyze 100s of TiB of data from external and internal studies. Also, existing on-premises storage had limited scale and high overhead. Amazon Elastic File System (Amazon EFS) provides performant analytics storage with shared file access to data scientists using open-source genomics and Shiny, as well as Domino Data Lab, running on an Amazon Elastic Kubernetes Service (EKS) cluster. • Scales elastically to 500 TiB and growing • Faster time-to-insights with access to new datasets • Reduced analysis time by 35% • Reduced costs by 37% using EFS Lifecycle management and EFS One Zone lower cost storage classes Solution Challenge Benefits Data scientists need access to massive data from different sources for genomics, R&D, and drug discovery to perform advanced analytics. With Amazon EFS, we were able to share data on a massive scale, increase innovation by accelerating analytics, and save 37% in costs. . – Greg Rusin, IT Manager, Johnson & Johnson Company: Johnson & Johnson Industry: Life Sciences Country: United States Employees: 130K+ Website: jnj.com About Johnson & Johnson Johnson & Johnson engages in the research and development, manufacture and sale of a range of products in the healthcare field. Science and business experts collaborate to incorporate science into healthcare solutions, including medical device and diagnostic technologies, consumer healthcare products, and pharmaceuticals.
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© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. K8s Landscape
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© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. <Suman> • <Suman> Amazon Elastic Kubernetes Service
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© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon EKS and Amazon EFS
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© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Simplify Persistent Storage for Kubernetes with Amazon EFS Elastic Amazon EKS and Amazon EFS are elastic, scale up and down rapidly based on demand. Customers pay only for what they use. Available and Durable Amazon EKS and Amazon EFS are regional services. Customers can build applications that span multiple availability zones, with automatic failover. Simple Amazon EFS configuration is done from K8S-native objects (e.g. Persistent Volume), so developers can focus on their applications, not infrastructure. Secure Amazon EFS Access Points can enforce file system permissions when multiple apps share a file system.
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© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon EFS & EKS: Concepts • Container Storage Interface (CSI) • Industry standard interface for connecting storage providers (block or file) to a container. • Amazon EFS CSI Driver • Implementation of CSI for connecting file systems to containers. • Storage Class (SC) • Administrator-defined class of storage that Persistent Volumes can be created from. • Persistent Volume (PV) • Administrator-created unit of storage that can be attached to a container. Has its own lifecycle. • Persistent Volume Claim (PVC) • Request to allocate an available PV from a SC to a container. Amazon Elastic Kubernetes Service
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© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon EKS Attaching EFS to EKS pod using Dynamic Provisioning EFS CSI Driver Service role 1. Create persistent volume claim 2. Create access point and map to a persistent volume File System Access Point
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© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon EKS storage – Installation Amazon EKS on Amazon EC2 # kubectl apply -k "github.com/kubernetes-sigs/aws-efs-csi-driver/deploy/kubernetes/overlays/stable/ecr/?ref=release-1.0” # Amazon EKS on Fargate # Amazon EKS
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© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Attaching an Amazon EFS file system to a pod (admin) Create storage class Create persistent volume kind: StorageClass apiVersion: storage.k8s.io/v1 metadata: name: efs-sc provisioner: efs.csi.aws.com apiVersion: v1 kind: PersistentVolume metadata: name: efs-pv spec: capacity: storage: 5Gi volumeMode: Filesystem accessModes: - ReadWriteMany persistentVolumeReclaimPolicy: Retain storageClassName: efs-sc csi: driver: efs.csi.aws.com volumeHandle: fs-deadbeef::fsap-deadbeefdead Amazon EKS
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© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Attaching an Amazon EFS file system to a pod (user) Create persistent volume claim Launch pod apiVersion: v1 kind: PersistentVolumeClaim metadata: name: efs-claim spec: accessModes: - ReadWriteMany storageClassName: efs-sc resources: requests: storage: 5Gi apiVersion: v1 kind: Pod metadata: name: efs-app spec: containers: - name: web-container image: httpd ports: - containerPort: 80 name: “http-server” volumeMounts: - name: persistent-storage mountPath: /mnt-efs volumes: - name: persistent-storage persistentVolumeClaim: claimName: efs-claim Amazon EKS
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© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Identity: Bridging Between Pods & Storage
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© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Goals for Security & Identity 1. File systems should only be mountable by the applications that need them 2. Apps that mount file systems should only have access to the data they need Amazon EFS File System $ cat /my_app/data ### SUCCESS THIS IS MY FILE ### $ cat /someone_elses_app/data cat: /someone_elses_app/data : Permission denied
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© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Understanding Container Identity EKS Pod AWS IAM Container Image App Identity User: Root Group: Root $ ls –l /efs/home drwx------ bob . BobHome drwx------ sally . SallyHome drwxrwx--- . biusers BI_Shared READ / efs/home/bob uid=0 (root) By default, POSIX identity comes from the container image, not the pod runtime.
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© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. ©2021 Amazon Web Services, Inc. or its Affiliates. All rights reserved. Application-specific Access with EFS Access Points { “Name”: “MyApp”, "FileSystemId": ”fs-deadbeef", “PosixUser”: { “Uid”: 123 “Gid”: 123, “SecondaryGids”: [100, 200, 300] }, “RootDirectory”: { “Path”: “/apps/myapp”, “CreationInfo”: { “OwnerUid”: 123, “OwnerGid”: 123, “Permissions”: “0700” } } } EFS Access Point Creates App-specific Directory & Permissions No EC2 instance required! Apps only see data they need Enforces File System Identity Root containers can’t escalate access Arbitrary users aren’t locked out
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© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. ©2021 Amazon Web Services, Inc. or its Affiliates. All rights reserved. { “Name”: “MyApp”, “PosixUser”: { “Uid”: 123 “Gid”: 123, “SecondaryGids”: [100, 200, 300] }, “RootDirectory”: { “Path”: “/apps/myapp”, “CreationInfo”: { “OwnerUid”: 123, “OwnerGid”: 123, “Permissions”: “0700” } } } EFS Access Point How EFS Access Points Work App With IAM Role “approle” File System with POSIX Permissions READ / uid=0 READ /apps/myapp uid=123 “Effect” : “allow”, “Action” : “elasticfilesystem:Client*”, “Principal” : { “AWS”: “approle” }, “Condition”* : {“accessPointArn” : “fsap-1234” File System Resource Policy
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© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Access Point Use Cases • Solving container identity for sharing EFS data • Packing multiple applications into a single file system • Less resources to manage • Sharing pool of throughput between multiple apps
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© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Best Practices for IAM and Access Points, & Security • Use Access Points, even if single app per file system! • Simplifies directory permission setup • Consistent experience regardless of user/group setup in container • Future-proof for adding apps to share data •Use IAM Authorization • Use Resource Policies to restrict IAM roles to Access Points • Use Identity Policies to give single role “admin” access to file systems •Enable Encryption @ Rest and Encryption in Motion • Simple setup, no performance penalty
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© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Getting Started • Amazon EFS CSI driver - https://github.com/kubernetes-sigs/aws-efs-csi-driver • Deploying Kubeflow - https://www.kubeflow.org/docs/distributions/aws/customizing-aws/storage/ • TensorFlow training using Kubeflow - https://aws.amazon.com/blogs/opensource/distributed-tensorflow-training-using-k ubeflow-on-amazon-eks/
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© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Thank you!
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© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Best Practices: Performance, Cost, & Ingest
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© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Best Practices - Performance • Use General Purpose for most apps • GP lower latency, now supports up to 35K read IOPS • MaxIO for scale-out analytics/ML that need 100k+ IOPS • Configure provisioned throughput for initial need • As your file system grows you’ll eventually be given higher throughput • Set up Amazon CloudWatch, monitor throughput, IOPS, and burst credits* * https://github.com/aws-samples/amazon-efs-tutorial/tree/master/monitoring
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© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. When should I use EFS vs EBS? • I need to share data between containers • I’d like to run across instances or AZs • I’d like to take advantage of spot pricing • I need low latency (e.g. MySQL) • I need point in time snapshots Amazon Elastic Block Store Amazon Elastic File System Note: Amazon FSx for Lustre can be used for containers that require ultra-high throughput and very low latency file sharing
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© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. ©2021 Amazon Web Services, Inc. or its Affiliates. All rights reserved. Optimize cost with Amazon EFS Infrequent Access Amazon EFS IA storage class for infrequently accessed files for $0.025/GB/mo* * Pricing in the US East (N. Virginia) region Automated lifecycle management Cost savings up to 92% No changes to existing applications using Amazon EFS
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© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Backup for Amazon EFS • EFS file systems can be backed up and restored using AWS Backup • AWS Backup provides automated backup scheduling and retention per user defined policy • AWS Backup offers two classes of service backup storage with the ability to lifecycle to cold storage • Restore individual files and directories Cold storage AWS Backup Warm storage Amazon EFS Backup encryption
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© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Migrating NFS workloads to EFS On-Premise NAS Filer Linux Application Servers NFS EFS File System AWS Region Linux EC2 Instances NFS AWS DataSync DataSync agent AWS Direct Connect Internet VPN Virtual machine NFS AWS DataSync: Online transfer service that simplifies, automates, and accelerates moving data between on-premises storage and AWS
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© 2021, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Where to learn more Amazon EKS Documentation: Amazon EFS CSI Driver Deploying Jenkins on Amazon EKS with Amazon EFS
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