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SRE practices with F5: Multi-cluster Blue-green deployment","conversation":{"__ref":"Conversation:conversation:291051"},"id":"message:291051","revisionNum":1,"uid":291051,"depth":0,"board":{"__ref":"Tkb:board:TechnicalArticles"},"author":{"__ref":"User:user:326558"},"teaser@stripHtml({\"removeProcessingText\":true,\"truncateLength\":-1})":"","introduction":"","metrics":{"__typename":"MessageMetrics","views":1398},"postTime":"2020-11-04T15:50:34.000-08:00","lastPublishTime":"2020-11-04T15:50:34.000-08:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" In last article, we covered blue-green deployment as the most straightforward SRE deployment model at a high level, here we are diving deeper into the details to see how F5 technologies enable this use case.   Let’s start off by looking at some of the key components.      F5 DNS Load Balancer Cloud Service (GSLB)  The first component of the solution is F5 Cloud Service. The DNS Load Balancer provides GSLB as a cloud-hosted SaaS service with built-in DDoS protection and an API-first approach. A blue-green deployment aims to minimize downtime due to app deployment, and there are some basic routing mechanisms out of the box with OpenShift that assist in this area. However, if we are looking for swift routing switch with more flexibility and reliability across different OpenShift clusters, different clouds, or geo locations, this is when F5 DNS Load Balancer Cloud Service comes into the picture.   Setting up DNS for F5 Cloud Services  This solution requires that your corporate DNS server delegates a DNS zone (aka subdomain) to the F5 DNS Load Balancer Cloud Service.   An OpenShift cluster typically has its own domain created for the applications, for example: *.apps.<cluster name>.example.com. The end user, however, doesn't really use such a long name and instead queries for www.example.com. A CNAME record is often used to map one domain name (an alias) to another (the true domain name).  All set up, this is the DNS scenario:    In case the customer has more than one cluster, it requires one CNAME record per cluster, with requests load balanced among clusters. The drawbacks of this type of solutions include:  No comprehensive health checking and monitoring  Unable to switch workloads across clusters at speed  Lack of automation and integration with the OpenShift cluster   F5 Cloud Services provides these features in a multi-cluster and multi-cloud infrastructure around the globe with the ease of a SaaS solution, without the need of infrastructure modifications. You will set up your corporate DNS to use F5 DNS Load Balancer Cloud Service as follows:    Here is a sample configuration for a Cloud/Corporate DNS:    You can register an F5 Cloud Service account, and then subscribe to DNS Load Balancer Sservice here:  F5 CloudServices  F5 GSLB tool for Ansible Automation  The blue-green deployment represents a sequence of steps to rollout your new application. GSLB tool is developed to provide a common automation plane for both OpenShift and F5 Cloud Service.   Leveraging the declarative API from F5 DNS Load Balancer Cloud Service and OpenShift, we used Ansible to automate the process. It enables you to standardize and automate release and deployment by orchestrating the build, test, provisioning, configuration management, and deployment tools in your Continuous Delivery pipeline.  More specifically, GSLB tool automates your interaction with:  the OpenShift/K8s deployments  Retrieve Layer 7 routes from given project/namespace and OpenShift Cluster  Copy Layer 7 routes of a given project/namespace from one OpenShift Cluster to another  F5 DNS Load Balancer Service  Create of GSLB load Balanced Records (LBRs) along with needed pieces (Monitors, IP endpoints, Pools etc.)   Set the GSLB ratio for each deployment for a given project/namespace       The benefits of using GSLB tool to automate the entire process:  Improve speed and scale especially with 100’s of OpenShift routes  Eliminate room for human error  Achieve deterministic and repeatable outcomes   I want to give credit to my colleague, Ulises Alonso Camaro, who developed the GSLB tool. Please refer to the GitHub for details of the GSLB tool, and wiki on how to set up the tool and operation.   Build and Run the Blue-green Deployment  Now we can look at how we can use F5 DNS Load Balancer Service and GSLB tool to canary test the new version and manipulate the traffic routing for Blue-green deployment. In Blue-green deployment, we deploy two versions of the application running simultaneously in two identical production environments called Blue (OpenShift Cluster 1) and Green (new OpenShift Cluster 2).    Step 1. Retrieve routes from Blue cluster and push to F5 DNS Load Balancer Cloud Service  Once you have installed the GSLB tool and configured the deployment settings for your infrastructure, the first set of commands to run are  ./project-retrieve default aws1 && ./gslb-commit \"publish routes from Blue cluster to F5 DNS load balancer\" \n These commands retrieve the OpenShift route(s) from your Blue cluster aws1, and then publish the retrieved routes into F5 DNS Load Balancer Cloud Service.    Step 2. Retrieve routes from Green cluster and push to F5 DNS Load Balancer Cloud Service  User to input the following commands:  ./project-retrieve default aws2 &&./gslb-commit \"publish routes from Blue cluster to F5 DNS load balancer\" \n These commands will retrieve the OpenShift route(s) from your Green cluster aws2, and push to F5 DNS Load Balancer Cloud Services configuration  Step 3. Canary test green deployment  User to input the following command:  ./project-ratios default '{\"aws1\": \"90\", \"aws2\": \"10\" } && ./gslb-commit \"canary testing blue and green clusters\" \n The commands will set the traffic ratio for the Blue (90%) and the Green deployment (10%) and publish the configuration.  As you can see, F5 DNS Load Balancer Cloud Service sets the traffic ratio for each endpoint accordingly.      Step 4. Switch traffic to Green  After the testing succeeds, it is time to switch production traffic to the Green cluster.  User to input the following commands:  ./project-evacuate default aws1 && ./gslb-commit \"switch all traffic to green cluster\" \n The commands will switch the traffic completely from the Blue to the Green deployment.  More Architectural Patterns  There are many related patterns for Blue-green deployment, each of which offers a different focus for an automated production deployment. Some example variants include:  Infrastructure as Code (IaC) In this variant of the pattern the release deployment target environment does not exist until it is created by the DevOps pipeline. Post deployment the original ‘blue’ environment is scheduled for destruction once the ‘green’ environment is considered stable in production.  Container-based Deployment In this variant of the pattern the release deployment target is represented as a collection of one or more containers.  Post release, once the ‘green’ environment is considered stable in production, the containers represented by the ‘blue’ container group are scheduled for destruction.  Our solution can address all Blue-green deployment variants, with resources used in the blue and green environments can be created or destroyed as needed, or they can be geographically distributed.  While Continuous Deployment (CD) is a natural fit for the Blue-green deployment, F5 DNS Load Balancer Cloud Service combined with GSLB tool can enable many possibilities and support a collection of architecture patterns including:  Migrate application from a source cluster (OCP 3.x) to a destination cluster (OCP 4.x), refer here for details  Migrate workload from Kubernetes cluster to OpenShift Cluster  Modernize your application deployment with Lift and Shift. Repackage your application running as a set of VM’s into containers, and deploy then into OpenShift or Kubernetes cluster  Built into CI/CD pipeline so that any future changes to the application are built and deployed automatically.   We are continuously working on more usage patterns and will explore in more details in future blog posts.  What’s next?  So, go ahead to DevCentral GitHub repo, download source code behind our technologies, follow the guide to test it out in your own environment.   ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"9661","kudosSumWeight":1,"repliesCount":1,"readOnly":false,"images":{"__typename":"AssociatedImageConnection","edges":[{"__typename":"AssociatedImageEdge","cursor":"MjQuMTF8Mi4xfG98MjV8X05WX3wx","node":{"__ref":"AssociatedImage:{\"url\":\"https://community.f5.com/t5/s/zihoc95639/images/bS0yOTEwNTEtMTAyM2kyMDg5NzZFQkI4RTZENUYw?revision=1\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjQuMTF8Mi4xfG98MjV8X05WX3wy","node":{"__ref":"AssociatedImage:{\"url\":\"https://community.f5.com/t5/s/zihoc95639/images/bS0yOTEwNTEtMTIxODBpM0QyQUU0NDBCRTNENDNEQw?revision=1\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjQuMTF8Mi4xfG98MjV8X05WX3wz","node":{"__ref":"AssociatedImage:{\"url\":\"https://community.f5.com/t5/s/zihoc95639/images/bS0yOTEwNTEtMTA5MzRpMUY3RjJEM0FEN0Y2MTg3NA?revision=1\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjQuMTF8Mi4xfG98MjV8X05WX3w0","node":{"__ref":"AssociatedImage:{\"url\":\"https://community.f5.com/t5/s/zihoc95639/images/bS0yOTEwNTEtMTAwMDBpMjQ3MjVBRTlBRTg0QUI1NQ?revision=1\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjQuMTF8Mi4xfG98MjV8X05WX3w1","node":{"__ref":"AssociatedImage:{\"url\":\"https://community.f5.com/t5/s/zihoc95639/images/bS0yOTEwNTEtMTI4M2lDRDU3NEJFQ0NEQUM1QjIx?revision=1\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjQuMTF8Mi4xfG98MjV8X05WX3w2","node":{"__ref":"AssociatedImage:{\"url\":\"https://community.f5.com/t5/s/zihoc95639/images/bS0yOTEwNTEtMTI1NTBpRjMyODVBNTI2N0M5QjM4MQ?revision=1\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjQuMTF8Mi4xfG98MjV8X05WX3w3","node":{"__ref":"AssociatedImage:{\"url\":\"https://community.f5.com/t5/s/zihoc95639/images/bS0yOTEwNTEtMTE0NzVpMzQ1MTE3RkQwM0MzODZGRQ?revision=1\"}"}}],"totalCount":7,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"videos":{"__typename":"VideoConnection","edges":[],"totalCount":0,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}}},"Conversation:conversation:291057":{"__typename":"Conversation","id":"conversation:291057","topic":{"__typename":"TkbTopicMessage","uid":291057},"lastPostingActivityTime":"2020-10-06T14:37:09.000-07:00","solved":false},"TkbTopicMessage:message:291057":{"__typename":"TkbTopicMessage","subject":"Adopting Site Reliability Engineering with F5","conversation":{"__ref":"Conversation:conversation:291057"},"id":"message:291057","revisionNum":1,"uid":291057,"depth":0,"board":{"__ref":"Tkb:board:TechnicalArticles"},"author":{"__ref":"User:user:326558"},"teaser@stripHtml({\"removeProcessingText\":true,\"truncateLength\":-1})":"","introduction":"","metrics":{"__typename":"MessageMetrics","views":1100},"postTime":"2020-10-06T14:37:09.000-07:00","lastPublishTime":"2020-10-06T14:37:09.000-07:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" Foreword The role of the Site Reliability Engineering (SRE) is common in cloud first enterprises and becoming more widespread in traditional IT teams. Here, we would like to kick off this article series to look at the concepts that give SRE shape, outline the primary tools and best practices that make it possible, and explore some common use cases around Continuous Deployment (CD) strategy, visibility and security. While SRE and DevOps share many areas of commonality, there are significant differences between them. DevOps is a loose set of practices, guidelines, and culture designed to break down silos in Development, IT operations, Network, and Security team. DevOps does not tell you how to run operations at a detailed level. On the other hand, SRE, a term pioneered by Google, brings an opinionated framework to the problem of how to run operations effectively. If you think of DevOps as a philosophy, you can argue that SRE implements some of the philosophy that DevOps describes.  In a way, SRE implements DevOps practices.  After all, SRE only works at all if we have tools and technologies to enable it.  Balancing Release Velocity and Reliability  SRE aims to find the balance between feature velocity and reliability, which are often treated as opposing goals. Despite the risk of making changes to software, these changes are necessary for the business to succeed. Instead of advocating against change, SRE uses the concept of Service Level Objectives (SLOs) and error budgets to measure the impact of releases on reliability. The goal is to ship software as quickly as possible while meeting the reliability targets the users expect.   While there are a wide range of ways an SRE-focused IT team might optimize the balance between agility and stability, two deployment models stand out for their widespread applicability and general ease of execution:  Blue-green deployment  For SRE, availability is currently the most common SLO. If getting new software to your users and uninterrupted access is truly required, there needs to be engineering work to implement load balancing or fractional release measures like blue-green or canary deployments to minimize any downtime. Recovery is a factor too.  The idea behind blue-green deployment is that your blue environment is your existing production environment carrying live traffic. In parallel, you provision a green environment, which is identical to the blue environment other than the new version of your code. As you prepare a new version of your software, deployment and the final stage of testing takes place in the environment that is not live: in this example, Green (or new OpenShift Cluster). When it's time to deploy, you route production traffic from the blue environment to the green environment.  This technique can eliminate downtime due to app deployment. In addition, blue-green deployment reduces risk: if something unexpected happens with your new version on Green, you can immediately roll back by reverting traffic to the original blue environment.  When you are looking for manipulating the traffic with more flexibility, reliability, across different clusters, different clouds, or geo locations, this is when F5 DNS Load Balancer Cloud Service comes into the picture. F5 Cloud service GSLB is a SaaS offering. It can provide automatic failover, load balancing across multiple locations, increased reliability by avoiding a single point of failure, and increased performance by directing traffic to the optimal site.  This allows SRE to move fast while still maintaining enterprise grade.  Targeted Canary deployment  Another approach to promote availability for SRE SLO is canary deployment. In some cases, swapping out the entire deployment via a blue-green environment may not be desired. In a canary deployment, you upgrade an application on a subset of the infrastructure and allow a limited set of users to access the new version. This approach allows you to test the new software under a Production-like load, evaluate how well it meets users’ needs, and assess whether new features are profitable.  One approach often used by Azure DevOps is ring deployment model. Users fall into three general buckets based on their respective different risk profiles:  Ring 1 - Canaries who voluntarily test bleeding edge features as soon as they are available.  Ring 2 - Early adopters who voluntarily preview releases, considered more refined than the canary bits.  Ring 3 - Users who consume the products, after passing through canaries and early adopters.  Developer can promote and target new versions of the same application (version 1.2, 1.1, 1.0) to targeted users (ring 1, 2 and 3) respectively, without involving and waiting the infrastructure operations team (NoOps).  To identify the user for the right version, you may choose to simply use IP address, authenticate directly by backend, or add an authentication layer in front of the backend. F5 technologies can help enable this targeted canary use case:  BIG-IP APM in N-S will authenticate and identify users as ring 1, 2 or 3, and inject user identification into HTTP header  This identification is passed on to NGINX plus micro-gateway to direct users to the correct microservice versions.  Combining BIG-IP and NGINX, this architecture uniquely gives SRE the flexibility to adapt with the ability to define the baseline service control and security (for NetOps or SecOps), while extending controls for more granular and enhanced security to the developer team (for DevOps).   The need for observability  For SRE, at the heart of implementing SLOs practically is monitoring. You can't understand what you can't see. A classic and common approach to monitoring is to watch for a specific value or condition, and then to trigger an alert when that value is exceeded or that condition occurs. One of the valid monitoring outputs is logging, which is recorded for diagnosis or forensic purposes. The ELK stack, a collection of three open source projects, namely Elasticsearch, Logstash and Kibana, provides IT project stakeholders the capabilities of multi-system and multi-application log aggregation and analysis.  ELK can be utilized for the analysis and visualization of application metrics through a centralized dashboard.   With general visibility in place, tracking can be enabled in order to add a level of specificity to what is being observed. Taking advantage of iRule on BIG-IP, NetOps can generate UUID and insert it into the HTTP header of every HTTP request packet arriving at BIG-IP. All traffic access logs containing UUIDs, from BIG-IP and NGINX, are sent to the ELK server, for validation of information such as user location, response time by user location, response time etc. Through the dashboard, end-users can easily correlate North-South traffic (processed by BIG-IP) with East-West traffic (processed by NIGNX+ inside cluster), for an end-to-end performance visibility.   In turn, tracking performance metrics opens up the possibility of defining service level objectives (SLO).  With observability, security is possible  Security incident will always occur, and hence it's essential to integrate security into observability. What’s most important is giving reliability engineers the tools so that they can identify the security problem, work around it, and fix it as quickly as possible.   Using the right set of tools, you can build custom autogenerated dashboards and tooling to expose the generated information to engineers in a way that makes it much easier to sort through everything and determine the root cause of a security problem. These include things like Kibana dashboard, which allows engineers to investigate incident, apply filters, quickly pinpoint suspicious data traffic and source.   In concert with F5 Advanced WAF and NGINX App Protect, SRE can protect applications against software vulnerabilities and common attacks from both inside and outside microservice clusters. Upon BIG-IP Advance WAF or NGINX App Protect detect suspicious traffic, it sends alert with details to ELK stack, which will index, and process the data, and then execute the pre-defined ‘Ansible Playbook’, to enforce security policy into Kubernetes or NGINX App Protect for immediate remediation.   SRE does not only identify but rectify the anomalies by enacting security policy enforcement along the data path. Detect once and protect everywhere.  What’s next?  This serves as an introduction to or the first article of this SRE article series. In the coming articles, we will deep dive into each of the use cases, to showcase the technical details about how we are leveraging F5 technologies and capabilities to help SRE bring together DevOps, NetOps, and SecOps to develop the safeguards and implement the best practices.  To learn more about developing a business case for SRE in your organization, please reach out to an F5 Business Development. For technical details and additional information, see this DevCentral GitHub repo.  ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"9532","kudosSumWeight":0,"repliesCount":0,"readOnly":false,"images":{"__typename":"AssociatedImageConnection","edges":[],"totalCount":0,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"videos":{"__typename":"VideoConnection","edges":[],"totalCount":0,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}}},"CachedAsset:text:en_US-components/customComponent/CustomComponent-1728320186000":{"__typename":"CachedAsset","id":"text:en_US-components/customComponent/CustomComponent-1728320186000","value":{"errorMessage":"Error rendering component id: {customComponentId}","bannerTitle":"Video provider requires cookies to play the video. 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