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场景3:隔夜峰值

朱迪Ko
By 张贴在 用例 2020年4月1日

需求的急剧增长需要重大的经营变革

由于大流行,需求激增. Your organization is stretched to the extreme while making major operational changes, 确保所有相关人员的安全——你的员工, 你的客户和合作伙伴. Here are four things to keep in mind with respect to your data practice as you push your delivery capabilities to the max.

这是电子游戏网址大全系列的最后一篇文章: 3 Scenarios for Adjusting Your Data Practice to Business During the Pandemic

Data holds the key to the new products and solutions your constituents clamor for.

当然, 你需要数据来做出更好的决定, and you need it faster than ever given the massive ramp up your organization has undertaken. Data is critical to enabling governments and healthcare organizations to track pandemic statistics and plan their response. Data can reveal shifts in demand patterns so you can figure out where to deliver your products and how to package them (such as the shift in demand for flour from restaurants and bakeries to grocery stores serving home bakers). It can help analyze candidate pools to let you recruit more effectively if you’ve got to radically ramp up staffing. 我最近和团队谈过 DisrupTV 关于这个. 

For many organizations, data and data science will drive new products or solutions innovation. 《 most obvious example is all the epidemiological and genomic data feeding the research underway in 开发COVID-19检测、治疗和疫苗的竞赛. 但数据科学还存在许多其他领域, AI or machine learning can drive new or enhanced product offerings. 例如, edtech companies can analyze how new categories of teachers and students are utilizing their platforms, and put in software enhancements to deliver online learning better suited for these new audiences, 一夜之间出现.

电子游戏厅 DataOps平台 is designed for the modern practice of delivering data rapidly and continuously with confidence in a world of constant change— DataOps. It’s all about going fast, and keeping everything going no matter what changes come at you. 变化的速度是前所未有的, and designing for change with a DataOps mindset can be the thing that sets apart those who will rise to the demands in these times, 和那些会崩溃的人.

Reduce friction in adopting the latest-and-greatest data infrastructure.

哈佛商业评论的一篇文章如何在衰退中生存下来,并在衰退后蓬勃发展” recommends investing in technology during a downturn, even if that may sound counter-intuitive. 支持业务的新需求, you may need to rapidly adopt new data platforms that can provide the horsepower or functionality you now need. 您可能意识到遗留系统无法伸缩, and you absolutely need to shift to a cloud platform that can seamlessly scale and burst up to meet demand spikes. 或者您可能会发现您需要采用Spark引擎, 如砖, 进行数据科学家所要求的海量数据处理, 或者你的人工智能和机器学习算法. 《 trick is how to adopt new platforms quickly while keeping the existing infrastructure going– you’re building the airplane while in flight.

电子游戏厅支持所有关键数据平台, and the 电子游戏厅 DataOps platform is fundamentally architected to enable portability across them. So if your goal is to extend the capabilities of your existing infrastructure investments, 电子游戏厅 makes it easy to get new data sources into those platforms and transformed to be fit-for-purpose. 如果你正在迁移到云数据平台,streamset可以 加快迁移,并确保本地站点和云平台同步.

提高工作效率,减少工作时间.

支持新需求的主要增长, 第一个, your existing data team has to do more than incrementally improve productivity to keep the lights on and meet new business demands. 《 right data integration tooling can boost productivity of your data team by an order of magnitude. 最终的目标是自助服务, 拥有易于使用的数据集成工具,开发人员, data engineers and data scientists who are closest to business are able to access the data themselves. 第二个, tooling that abstracts away the complexities of coding languages and implementation details can make it easier to 

从更广泛的申请者中招聘人才. You don’t have time to find “ninja” experts in languages like Scala or PySpark, 或者是Azure Synapse等平台细节方面的深度专家. 

电子游戏厅的易于使用的, visual tools greatly increase the productivity of your developers and data engineers, 不管他们正在构建哪种类型的数据管道. 预先构建的支持 数据模式宽度, 传送到ETL和疾控中心, 和数据平台, 从Oracle到Hadoop到 enables a modern data integration practice designed for today’s data workloads and platforms. By 抽象出像Spark这样的平台的复杂性, your team members can easily ramp up in new areas without having to be Scala or PySpark coding ninjas.

快走,不要弄坏东西.

你得快点. 真的,真的快. 采用新的平台或工具. 建立新的管道. 添加新的数据源. 招聘新员工. 但是事情变化太快了, 而且没有时间进行传统的变更管理流程, you need to architect in resiliency to change so that the lights don’t go out and data isn’t lost in the midst of all the hustle. 数据漂移检测和处理, and having full operational visibility to how data moves in real time, is the key to preventing data loss and data flow breakages as teams feverishly build new data pipelines or make changes to data platforms.

电子游戏厅 DataOps平台 enables you to build fully instrumented pipelines that give you real-time operational visibility into how your data is flowing. Our unique drift detection and handling capabilities minimize the risk of outages or data loss. 这样你就可以快速移动,不用担心东西坏了.

你适应得怎么样 一夜之间上涨? 和电子游戏网址大全分享你的故事:#amazingdatastories.

最终的想法

不管你的情况如何, you’re probably facing unanticipated challenges– both personal and professional. 电子游戏网址大全无法修复宏观经济环境, but we can all apply data to make better decisions to see our companies, 团队和员工能够以最好的方式度过这段时间. And data will be key to eventually discovering the treatments and vaccines needed to end the pandemic. 希望电子游戏网址大全能帮到你, 数据的领导人, 专家和从业者, 逐步满足组织的需求, 您的团队, 和社会. Many StreamSetters are already helping state and federal governments access and analyze COVID-19 data to help plan their response, and others are volunteering their time as engineers and data scientists to 支持COVID-19研究.

保重,如果电子游戏网址大全能在任何方面帮助你,请告诉电子游戏网址大全.

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