📜  云计算和数据分析之间的区别

📅  最后修改于: 2021-09-11 04:34:55             🧑  作者: Mango

云计算:云计算是一种将远程服务器网络托管在 Internet 上的技术。这些服务器主要存储数据、管理数据和处理数据。但这不是由本地服务器或个人计算机完成的。
简而言之,这里的数据是在互联网上收集的。因此,无需使用物理服务器。
云计算不依赖任何数据分析。

数据分析:数据分析被定义为检查、清理、转换和建模数据的过程。数据分析的主要目的是发现有用的信息。从而得出进一步有助于公司决策过程的结论。
在数据分析中,数据是从大数据源中测量和估计的。
数据存储在云上完成,数据分析涉及数据的提取。因此,数据分析依赖云计算进行数据提取。

云计算与数据分析

下表列出了云计算和数据分析之间的差异:

S.No. Cloud Computing Data Analytics
1 Data storage and retrieval from whichever place at whatever time. A process where data is inspected, cleaned, transformed and modelled
2 Is independent of data analytics Is dependent on cloud computing.
3 Has solutions to data intensive computing and doesn’t focus on a particular organization. Works on the improvement of a particular organization
4 Involves SaaS (Software as a Service), PaaS (Platform as a Service), IaaS (Infrastructure as a Service) Involves python, Sas, Apache Spark, etc.
5 Is further categorized as public cloud, private cloud, community cloud and hybrid cloud. Big Data Technology is Hadoop, MapReduce, and HDFS are important aspects
6 Cloud Computing providers are Google, Amazon Web Service, Microsoft, Dell, Apple, IBM. Data Analytics providers are Cloudera, Hortonworks, Apache and MapR.
7 Less Costly Costlier
8 Roles related to cloud computing are cloud resource administrator, cloud service provider, cloud consumer, cloud auditor, etc Roles related to data analytics are data developer, data administrator, data analyst, data scientist, etc.