Kubernetes cluster using CSI Driver on DELL EMC PowerFlex September 2021 H18899 White Paper Abstract This white paper describes the deployment of a SUSE Rancher Kubernetes Cluster on the Dell PowerFlex Engineering Validated Copyright 2 SUSE Rancher and RKE Kubernetes cluster using CSI Driver on DELL EMC PowerFlex White Paper The information in this publication is provided is subject to change without notice. Contents 3 SUSE Rancher and RKE Kubernetes cluster using CSI Driver on DELL EMC PowerFlex White Paper Contents Executive Summary ........

的和 安全的分布式架构 软硬结合 Intel Hadoop商业发行版 优化的大数据处理软件栈 稳定的企业级hadoop发行版 利用硬件新技术迚行优化 HBase改迚和创新，为Hadoop提供实时数据处理能力 针对行业的功能增强，应对丌同行业的大数据挑戓 Hive 0.9.0 交互式数据仓库 Sqoop 1.4.1 关系数据ETL工具 2.2 安装、部署、配置、监控、告警和访问控制 Zookeeper 3.4.4 分布式协作服务 Pig 0.9.2 数据流处理语言 Mahout 0.6 数据挖掘 HBase 0.94.1 实时、分布式、高维数据库 Map/Reduce 1.0.3 分布式计算框架 HDFS 1.0.3 分布式文件系统 R 统计语言 Intel Hadoop Manager E5 CPU, 48GB内存，8块 7200rpm SATA硬盘, 千兆以太网 测试用例和性能  向HBase集群插入1KB大小的记录  每台服务器平均每秒插入1万条记录，峰值在2万条记录  每台服务器，从磁盘扫描数据，每秒完成400个扫描。 一次扫描从HBase表中获得单个用户一个月内的所有记录（平均100条） 0 0.2 0.4 0.6 0.8 1 ren

handle failures at the application layer, so delivering a highly- available service on top of a cluster of computers, each of which may be prone to failures. Apache Hadoop 網站自我介紹 6 / 74 對購物網站來說，就是知道使用 比較明顯的限制： 每個 Cluster 大概就是 4,000 - 4,500 個 Node JobTracker 是架構瓶頸，Concurrent Task 大概是 40,000 上下 HDFS 只能有一個 Namespace，沒辦法分開管控 /sales、/accounting、... 只能執行 MapReduce Job ... 弱弱的問一下：台灣有多少企業 Cluster 有這麼大？Task 有這麼 Serialization System (2010-05 成為 Top-Level Project) Mahout：Scalable Library for Machine Learning HBase：Distributed Data Storage (2010-05 成為 Top-Level Project) Pig：High Level Language for Data Analysis

clear view of what end users are doing, ensure authentication, authorization, and auditing for both cluster and data security, and so forth. In general, the complete ecosystem of Kyuubi falls into the hierarchies module plays the role of a unified gateway. The server enables simplified, secure access to any cluster resource through an entry point to deploy different workloads for end(remote) users. Behind this The resource acquirement and data and metadata access all happen within their own engine. Thus, cluster managers and storage providers can easily guarantee data and resource security. Besides, Kyuubi also

clear view of what end users are doing, ensure authentication, authorization, and auditing for both cluster and data security, and so forth. In general, the complete ecosystem of Kyuubi falls into the hierarchies module plays the role of a unified gateway. The server enables simplified, secure access to any cluster resource through an entry point to deploy different workloads for end(remote) users. Behind this The resource acquirement and data and metadata access all happen within their own engine. Thus, cluster managers and storage providers can easily guarantee data and resource security. Besides, Kyuubi also

clear view of what end users are doing, ensure authentication, authorization, and auditing for both cluster and data security, and so forth. In general, the complete ecosystem of Kyuubi falls into the hierarchies module plays the role of a unified gateway. The server enables simplified, secure access to any cluster resource through an entry point to deploy different workloads for end(remote) users. Behind this The resource acquirement and data and metadata access all happen within their own engine. Thus, cluster managers and storage providers can easily guarantee data and resource security. Besides, Kyuubi also

clear view of what end users are doing, ensure authentication, authorization, and auditing for both cluster and data security, and so forth. In general, the complete ecosystem of Kyuubi falls into the hierarchies module plays the role of a unified gateway. The server enables simplified, secure access to any cluster resource through an entry point to deploy different workloads for end(remote) users. Behind this The resource acquirement and data and metadata access all happen within their own engine. Thus, cluster managers and storage providers can easily guarantee data and resource security. Besides, Kyuubi also

clear view of what end users are doing, ensure authentication, authorization, and auditing for both cluster and data security, and so forth. In general, the complete ecosystem of Kyuubi falls into the hierarchies module plays the role of a unified gateway. The server enables simplified, secure access to any cluster resource through an entry point to deploy different workloads for end(remote) users. Behind this The resource acquirement and data and metadata access all happen within their own engine. Thus, cluster managers and storage providers can easily guarantee data and resource security. Besides, Kyuubi also

clear view of what end users are doing, ensure authentication, authorization, and auditing for both cluster and data security, and so forth. In general, the complete ecosystem of Kyuubi falls into the hierarchies module plays the role of a unified gateway. The server enables simplified, secure access to any cluster resource through an entry point to deploy different workloads for end(remote) users. Behind this The resource acquirement and data and metadata access all happen within their own engine. Thus, cluster managers and storage providers can easily guarantee data and resource security. Besides, Kyuubi also

clear view of what end users are doing, ensure authentication, authorization, and auditing for both cluster and data security, and so forth. In general, the complete ecosystem of Kyuubi falls into the hierarchies module plays the role of a unified gateway. The server enables simplified, secure access to any cluster resource through an entry point to deploy different workloads for end(remote) users. Behind this The resource acquirement and data and metadata access all happen within their own engine. Thus, cluster managers and storage providers can easily guarantee data and resource security. Besides, Kyuubi also