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* Update metadata.generation behaviour for custom resources (#10705) * update docs promoting plugins to beta (#10796) * docs update to promote TaintBasedEvictions to beta (#10765) * First Korean l10n work for dev-1.13 (#10719) * Update outdated l10n(ko) contents (#10689) fixes #10686 * Translate concepts/overview/what-is-kubernetes in Korean (#10690) * Translate concepts/overview/what-is-kubernetes in Korean * Feedback from ClaudiaJKang * Translate concepts/overview/components in Korean (#10882) * Translate concepts/overview/components in Korean #10717 * Translate concepts/overview/components in Korean * Translate concepts/overview/components in Korean * Apply Korean glossary: 서비스 어카운트 * Translate concepts/overview/kubernetes-api in Korean (#10773) * Translate concepts/overview/kubernetes-api in Korean * Applied feedback from ianychoi * kubeadm: update the configuration docs to v1beta1 (#10959) * kubeadm: add small v1beta1 related updates (#10988) * ADD content/zh/docs/reference/setup-tools/kubeadm/kubeadm.md (#11031) * ADD content/zh/docs/reference/setup-tools/kubeadm/kubeadm.md * ADD content/zh/docs/reference/setup-tools/kubeadm/generated/kubeadm_init.md * Update content/zh/docs/reference/setup-tools/kubeadm/kubeadm.md Accepted Co-Authored-By: YouthLab <tsui@highyouth.com> * do not change 'master' or 'worker' nodes to '主从' * Doc updates for volume scheduling GA (#10743) * Doc updates for volume scheduling GA * Make trivial change to kick build * Document nodelease feature (#10699) * advanced audit doc for ModeBlockingStrict (#10203) * Rename EncryptionConfig to EncryptionConfiguration (#11080) EncryptionConfig was renamed to EncryptedConfiguration and added to the `apiserver.config.k8s.io` API group in Kubernetes 1.13. The feature was previously in alpha and was not handling versions properly, which lead to an originally unnoticed `v1` in the docs. * content/zh/docs/reference/setup-tools/kubeadm/kubeadm-init.md * trsanlate create-cluster-kubeadm.md to chinese (#11041) * trsanlate create-cluster-kubeadm.md to chinese * Update create-cluster-kubeadm.md * update the feature stage in v1.13 (#11307) * update new feature gates to document (#11295) * refresh controller role list on rbac description page (#11290) * node labeling restriction docs (#10944) * Update 1.13 docs for CSI GA (#10893) * dynamic audit documentation (#9947) * adds dynamic audit documentation * Copyedit for clarity See also inline question/s * Fix feature state shortcode * Update feature state * changes wording for dynamic audit flag behavior * Minor copyedit * fix dynamic audit yaml * adds api enablement command to dynamic audit docs * change ordering dynamic audit appears in * add references to dynamic audit in webhook backend * reword dynamic audit reference * updates stages field for audit sink object * changes audit sink api definition; rewords policy * kubeadm: remove kube-proxy workaround (#11162) * zh-trans content/en/docs/setup/independent/install-kubeadm.md (#11338) * zh-trans content/en/docs/setup/independent/install-kubeadm.md * Update install-kubeadm.md * Update dry run feature to beta (#11140) * vSphere volume raw block support doc update (#10932) * Add docs for Windows DNS configurations (#10036) * Update docs for fields allowed at root of CRD schema (#9973) * Add docs for Windows DNS configurations * add device monitoring documentation (#9945) * kubeadm: adds upgrade instructions for 1.13 (#11138) * kubeadm: adds upgrade instructions for 1.13 Signed-off-by: Chuck Ha <ha.chuck@gmail.com> * add minor copyedits Addressed a couple of copyedit comments a bit more cleanly. * kubeadm: add improvements to HA docs (#11094) * kubeadm: add information and diagrams for HA topologies * kubeadm: update HA doc with simplified steps * kubeadm: update HA doc with simplified steps * edit ha, add new topology topic, reorder by weight * troubleshoot markdown * fix more markdown, fix links * more markdown * more markdown * more markdown * changes after reviewer comments * add steps about Weave * update note about stacked topology * kubeadm external etcd HA upgrade 1.13 (#11364) * kubeadm external etcd HA upgrade 1.13 Signed-off-by: Ruben Orduz <rubenoz@gmail.com> * Update stacked controlplane steps * kubeadm cert documentation (#11093) * kubeadm certificate API and CSR documentation * copyedits * fix typo * PR for diff docs (#10789) * Empty commit against dev-1.13 for diff documentation * Complete Declarative maangement with diff commands * Second Korean l10n work for dev-1.13. (#11030) * Update outdated l10n(ko) contents (#10915) * Translate main menu for l10n(ko) docs (#10916) * Translate tasks/run-application/horizontal-pod-autoscale-walkthrough (#10980) * Translate content/ko/docs/concepts/overview/working-with-objects/kubernetes-object in Korean #11104 (#11332) * Pick-right-solution page translates into Korean. (#11340) * ko-trans: add jd/..., sap/..., ebay/..., homeoffice/... (#11336) * Translate concept/workloads/pods/pod-overview.md (#11092) Co-authored-by: June Yi <june.yi@samsung.com> Co-authored-by: Jesang Myung <jesang.myung@gmail.com> Co-authored-by: zerobig <38598117+zer0big@users.noreply.github.com> Co-authored-by: Claudia J.Kang <claudiajkang@gmail.com> Co-authored-by: lIuDuI <1693291525@qq.com> Co-authored-by: Woojin Na(Eddie) <cheapluv@gmail.com> * Rename encryption-at-rest related objects (#11059) EncryptionConfig was renamed to EncryptedConfiguration and added to the `apiserver.config.k8s.io` API group in Kubernetes 1.13. The feature was previously in alpha and was not handling versions properly, which lead to an originally unnoticed `v1` in the docs. Also, the `--experimental-encryption-provider-config` flag is now called just `--encryption-provider-config`. * Documenting FlexVolume Resize alpha feature. (#10097) * CR webhook conversion documentation (#10986) * CR Conversion * Addressing comments * Addressing more comments * Addressing even more comments * Addressing even^2 more comments * Remove references to etcd2 in v1.13 since support has been removed (#11414) * Remove etcd2 references as etcd2 is deprecated Link back to the v1.12 version of the etcd3 doc for the etcd2->etcd3 migration instructions. I updated the kube-apiserver reference manually, unsure if that is auto-generated somehow. The federation-apiserver can still potentially support etcd2 so I didn't touch that. * Remove outdated {master,node}.yaml files There are master/node yaml files that reference etcd2.service that are likely highly out of date. I couldn't find any docs that actually reference these templates so I removed them * Address review comments * Final Korean l10n work for dev-1.13 (#11440) * Update outdated l10n(ko) contents (#11425) fixes #11424 * Remove references to etcd2 in content/ko (#11416) * Resolve conflicts against master for /ko contents (#11438) * Fix unopened caution shortcode * kubeadm: update the reference docs for 1.13 (#10960) * docs update to promote TaintBasedEvictions to beta (#10765) * First Korean l10n work for dev-1.13 (#10719) * Update outdated l10n(ko) contents (#10689) fixes #10686 * Translate concepts/overview/what-is-kubernetes in Korean (#10690) * Translate concepts/overview/what-is-kubernetes in Korean * Feedback from ClaudiaJKang * Translate concepts/overview/components in Korean (#10882) * Translate concepts/overview/components in Korean #10717 * Translate concepts/overview/components in Korean * Translate concepts/overview/components in Korean * Apply Korean glossary: 서비스 어카운트 * Translate concepts/overview/kubernetes-api in Korean (#10773) * Translate concepts/overview/kubernetes-api in Korean * Applied feedback from ianychoi * kubeadm: update the configuration docs to v1beta1 (#10959) * kubeadm: add small v1beta1 related updates (#10988) * update new feature gates to document (#11295) * Update dry run feature to beta (#11140) * kubeadm: add improvements to HA docs (#11094) * kubeadm: add information and diagrams for HA topologies * kubeadm: update HA doc with simplified steps * kubeadm: update HA doc with simplified steps * edit ha, add new topology topic, reorder by weight * troubleshoot markdown * fix more markdown, fix links * more markdown * more markdown * more markdown * changes after reviewer comments * add steps about Weave * update note about stacked topology * kubeadm: update reference docs - add section about working with phases under kubeadm-init.md - update GA / beta status of features - kubeadm alpha phase was moved to kubeadm init phase - new commands were added under kubeadm alpha - included new CoreDNS usage examples * Generate components and tools reference * Add generated federation API Reference (#11491) * Add generated federation API Reference * Add front matter to federation reference * Remove whitespace from federation front matter * Remove more whitespace from federation front matter * Remove superfluous kubefed reference * Add frontmatter to generated kubefed reference * Fix kubefed reference page frontmatter * Generate kubectl reference docs 1.13 (#11487) * Generate kubectl reference docs 1.13 * Fix links in kubectl reference * Add 1.13 API reference (#11489) * Update config.toml (#11486) * Update config.toml Preparing for 1.13 release, updating the config.toml and dropping the 1.8 docs reference. * update dot releases and docsbranch typo * adding .Site. to Params.currentUrl (#11503) see https://github.com/kubernetes/website/pull/11502 for context * Add 1.13 Release notes (#11499)
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113 lines
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---
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title: Buffer Case Study
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case_study_styles: true
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cid: caseStudies
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css: /css/style_buffer.css
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---
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<div class="banner1">
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<h1>CASE STUDY: <img src="/images/buffer.png" width="18%" style="margin-bottom:-5px;margin-left:10px;"><br>
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<div class="subhead">Making Deployments Easy for a Small, Distributed Team</div>
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</h1>
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</div>
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<div class="details">
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Company <b>Buffer</b> Location <b>Around the World</b> Industry <b>Social Media Technology</b>
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</div>
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<hr>
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<section class="section1">
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<div class="cols">
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<div class="col1">
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<h2>Challenge</h2>
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With a small but fully distributed team of 80 working across almost a dozen time zones, Buffer—which offers social media management to agencies and marketers—was looking to solve its "classic monolithic code base problem," says Architect Dan Farrelly. "We wanted to have the kind of liquid infrastructure where a developer could create an app and deploy it and scale it horizontally as necessary."
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</div>
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<div class="col2">
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<h2>Solution</h2>
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Embracing containerization, Buffer moved its infrastructure from Amazon Web Services’ Elastic Beanstalk to Docker on AWS, orchestrated with Kubernetes.
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<br>
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<br>
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<h2>Impact</h2>
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The new system "leveled up our ability with deployment and rolling out new changes," says Farrelly. "Building something on your computer and knowing that it’s going to work has shortened things up a lot. Our feedback cycles are a lot faster now too."
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</div>
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</div>
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</section>
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<div class="banner2">
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<div class="banner2text">
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"It’s amazing that we can use the Kubernetes solution off the shelf with our team. And it just keeps getting better. Before we even know that we need something, it’s there in the next release or it’s coming in the next few months."<br><br><span style="font-size:16px;letter-spacing:2px;">- DAN FARRELLY, BUFFER ARCHITECT</span>
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</div>
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</div>
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<section class="section2">
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<div class="fullcol">
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<h2>Dan Farrelly uses a carpentry analogy to explain the problem his company, <a href="https://buffer.com">Buffer</a>, began having as its team of developers grew over the past few years.</h2>
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"If you’re building a table by yourself, it’s fine," the company’s architect says. "If you bring in a second person to work on the table, maybe that person can start sanding the legs while you’re sanding the top. But when you bring a third or fourth person in, someone should probably work on a different table." Needing to work on more and more different tables led Buffer on a path toward microservices and containerization made possible by Kubernetes.<br><br>
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Since around 2012, Buffer had already been using <a href="https://aws.amazon.com/elasticbeanstalk/">Elastic Beanstalk</a>, the orchestration service for deploying infrastructure offered by <a href="https://aws.amazon.com">Amazon Web Services</a>. "We were deploying a single monolithic <a href="http://php.net/manual/en/intro-whatis.php">PHP</a> application, and it was the same application across five or six environments," says Farrelly. "We were very much a product-driven company. It was all about shipping new features quickly and getting things out the door, and if something was not broken, we didn’t spend too much time on it. If things were getting a little bit slow, we’d maybe use a faster server or just scale up one instance, and it would be good enough. We’d move on."<br><br>
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But things came to a head in 2016. With the growing number of committers on staff, Farrelly and Buffer’s then-CTO, Sunil Sadasivan, decided it was time to re-architect and rethink their infrastructure. "It was a classic monolithic code base problem," says Farrelly.<br><br>Some of the company’s team was already successfully using <a href="https://www.docker.com">Docker</a> in their development environment, but the only application running on Docker in production was a marketing website that didn’t see real user traffic. They wanted to go further with Docker, and the next step was looking at options for orchestration.
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</div>
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</section>
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<div class="banner3">
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<div class="banner3text">
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And all the things Kubernetes did well suited Buffer’s needs. "We wanted to have the kind of liquid infrastructure where a developer could create an app and deploy it and scale it horizontally as necessary," says Farrelly. "We quickly used some scripts to set up a couple of test clusters, we built some small proof-of-concept applications in containers, and we deployed things within an hour. We had very little experience in running containers in production. It was amazing how quickly we could get a handle on it [Kubernetes]."
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</div>
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</div>
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<section class="section3">
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<div class="fullcol">
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First they considered <a href="https://mesosphere.com">Mesosphere</a>, <a href="https://dcos.io">DC/OS</a> and <a href="https://aws.amazon.com/ecs/">Amazon Elastic Container Service</a> (which their data systems team was already using for some data pipeline jobs). While they were impressed by these offerings, they ultimately went with Kubernetes. "We run on AWS still, so spinning up, creating services and creating load balancers on demand for us without having to configure them manually was a great way for our team to get into this," says Farrelly. "We didn’t need to figure out how to configure this or that, especially coming from a former Elastic Beanstalk environment that gave us an automatically-configured load balancer. I really liked Kubernetes’ controls of the command line. It just took care of ports. It was a lot more flexible. Kubernetes was designed for doing what it does, so it does it very well."<br><br>
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And all the things Kubernetes did well suited Buffer’s needs. "We wanted to have the kind of liquid infrastructure where a developer could create an app and deploy it and scale it horizontally as necessary," says Farrelly. "We quickly used some scripts to set up a couple of test clusters, we built some small proof-of-concept applications in containers, and we deployed things within an hour. We had very little experience in running containers in production. It was amazing how quickly we could get a handle on it [Kubernetes]."<br><br>
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Above all, it provided a powerful solution for one of the company’s most distinguishing characteristics: their remote team that’s spread across a dozen different time zones. "The people with deep knowledge of our infrastructure live in time zones different from our peak traffic time zones, and most of our product engineers live in other places," says Farrelly. "So we really wanted something where anybody could get a grasp of the system early on and utilize it, and not have to worry that the deploy engineer is asleep. Otherwise people would sit around for 12 to 24 hours for something. It’s been really cool to see people moving much faster."
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<br><br>
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With a relatively small engineering team—just 25 people, and only a handful working on infrastructure, with the majority front-end developers—Buffer needed "something robust for them to deploy whatever they wanted," says Farrelly. Before, "it was only a couple of people who knew how to set up everything in the old way. With this system, it was easy to review documentation and get something out extremely quickly. It lowers the bar for us to get everything in production. We don't have the big team to build all these tools or manage the infrastructure like other larger companies might."
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</div>
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</section>
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<div class="banner4">
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<div class="banner4text">
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"In our old way of working, the feedback loop was a lot longer, and it was delicate because if you deployed something, the risk was high to potentially break something else," Farrelly says. "With the kind of deploys that we built around Kubernetes, we were able to detect bugs and fix them, and get them deployed super fast. The second someone is fixing [a bug], it’s out the door."
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</div>
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</div>
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<section class="section4">
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<div class="fullcol">
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To help with this, Buffer developers wrote a deploy bot that wraps the Kubernetes deploy process and can be used by every team. "Before, our data analysts would update, say, a <a href="https://www.python.org">Python</a> analysis script and have to wait for the lead on that team to click the button and deploy it," Farrelly explains. "Now our data analysts can make a change, enter a <a href="https://slack.com">Slack</a> command, ‘/deploy,’ and it goes out instantly. They don’t need to wait on these slow turnaround times. They don’t even know where it’s running; it doesn’t matter."
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<br><br>
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One of the first applications the team built from scratch using Kubernetes was a new image resizing service. As a social media management tool that allows marketing teams to collaborate on posts and send updates across multiple social media profiles and networks, Buffer has to be able to resize photographs as needed to meet the varying limitations of size and format posed by different social networks. "We always had these hacked together solutions," says Farrelly.
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<br><br>
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To create this new service, one of the senior product engineers was assigned to learn Docker and Kubernetes, then build the service, test it, deploy it and monitor it—which he was able to do relatively quickly. "In our old way of working, the feedback loop was a lot longer, and it was delicate because if you deployed something, the risk was high to potentially break something else," Farrelly says. "With the kind of deploys that we built around Kubernetes, we were able to detect bugs and fix them, and get them deployed super fast. The second someone is fixing [a bug], it’s out the door."
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<br><br>
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Plus, unlike with their old system, they could scale things horizontally with one command. "As we rolled it out," Farrelly says, "we could anticipate and just click a button. This allowed us to deal with the demand that our users were placing on the system and easily scale it to handle it."
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<br><br>
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Another thing they weren’t able to do before was a canary deploy. This new capability "made us so much more confident in deploying big changes," says Farrelly. "Before, it took a lot of testing, which is still good, but it was also a lot of ‘fingers crossed.’ And this is something that gets run 800,000 times a day, the core of our business. If it doesn’t work, our business doesn’t work. In a Kubernetes world, I can do a canary deploy to test it for 1 percent and I can shut it down very quickly if it isn’t working. This has leveled up our ability to deploy and roll out new changes quickly while reducing risk."
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</div>
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</section>
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<div class="banner5">
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<div class="banner5text">
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"If you want to run containers in production, with nearly the power that Google uses internally, this [Kubernetes] is a great way to do that," Farrelly says. "We’re a relatively small team that’s actually running Kubernetes, and we’ve never run anything like it before. So it’s more approachable than you might think. That’s the one big thing that I tell people who are experimenting with it. Pick a couple of things, roll it out, kick the tires on this for a couple of months and see how much it can handle. You start learning a lot this way."
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</div>
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</div>
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<section class="section5">
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<div class="fullcol">
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By October 2016, 54 percent of Buffer’s traffic was going through their Kubernetes cluster. "There’s a lot of our legacy functionality that still runs alright, and those parts might move to Kubernetes or stay in our old setup forever," says Farrelly. But the company made the commitment at that time that going forward, "all new development, all new features, will be running on Kubernetes."
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<br><br>
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The plan for 2017 is to move all the legacy applications to a new Kubernetes cluster, and run everything they’ve pulled out of their old infrastructure, plus the new services they’re developing in Kubernetes, on another cluster. "I want to bring all the benefits that we’ve seen on our early services to everyone on the team," says Farrelly.
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<br><br>
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<h2>For Buffer’s engineers, it’s an exciting process. "Every time we’re deploying a new service, we need to figure out: OK, what’s the architecture? How do these services communicate? What’s the best way to build this service?" Farrelly says. "And then we use the different features that Kubernetes has to glue all the pieces together. It’s enabling us to experiment as we’re learning how to design a service-oriented architecture. Before, we just wouldn’t have been able to do it. This is actually giving us a blank white board so we can do whatever we want on it."
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</h2>
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Part of that blank slate is the flexibility that Kubernetes offers should the time come when Buffer may want or need to change its cloud. "It’s cloud agnostic so maybe one day we could switch to Google or somewhere else," Farrelly says. "We’re very deep in Amazon but it’s nice to know we could move away if we need to."
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<br><br>
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At this point, the team at Buffer can’t imagine running their infrastructure any other way—and they’re happy to spread the word. "If you want to run containers in production, with nearly the power that Google uses internally, this [Kubernetes] is a great way to do that," Farrelly says. "We’re a relatively small team that’s actually running Kubernetes, and we’ve never run anything like it before. So it’s more approachable than you might think. That’s the one big thing that I tell people who are experimenting with it. Pick a couple of things, roll it out, kick the tires on this for a couple of months and see how much it can handle. You start learning a lot this way."
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<br><br>
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</div>
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</section>
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