

{"id":20034,"date":"2018-07-09T04:55:44","date_gmt":"2018-07-09T04:55:44","guid":{"rendered":"https:\/\/data-flair.training\/blogs\/?p=20034"},"modified":"2018-07-09T04:55:44","modified_gmt":"2018-07-09T04:55:44","slug":"hcatalog-applications","status":"publish","type":"post","link":"https:\/\/data-flair.training\/blogs\/hcatalog-applications\/","title":{"rendered":"HCatalog Applications and Its Use Cases"},"content":{"rendered":"<p><span style=\"font-weight: 400\">In our last<strong> HCatalog tutorial<\/strong>, we discussed<strong> HCatalog and Pig Integration<\/strong>. Today, we will see HCatalog Applications and Use Cases. <\/span><\/p>\n<p><span style=\"font-weight: 400\">Also, we will discuss when to use HCatalog. There are several applications offered by HCatalog. By this HCatalog tutorial, we will know different benefits and need for HCatalog.<\/span><\/p>\n<p>So, let&#8217;s start HCatalog Applications and Use Cases.<\/p>\n<h2><span style=\"font-weight: 400\">HCatalog Applications<\/span><\/h2>\n<p><span style=\"font-weight: 400\">As we know, there needs to be some layer of metadata and structure to interact with data, if we want to use any piece of data for some computation. Hence, this critical metadata service is provided by HCatalog, within Hadoop.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Simply put, HCatalog is a metadata and table management system for the broader <strong>Hadoop<\/strong> platform, as a key component of <strong>Apache Hive<\/strong>. In any format regardless of structure, HCatalog enables the storage of data. <\/span><\/p>\n<p><span style=\"font-weight: 400\">Both structured, as well as unstructured data, can be stored in Hadoop. Also, it can easily share information about the data\u2019s structure in HCatalog.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Moreover,\u00a0it can enable the sharing of the data structure with external systems\u00a0which includes traditional data management tools. So, it is the glue which enables these systems to interact effectively and efficiently. Hence we can say it is a key component in helping Hadoop fit into the enterprise.<\/span><\/p>\n<h2><span style=\"font-weight: 400\">HCatalog In Use<\/span><\/h2>\n<p><span style=\"font-weight: 400\">However, in a variety of different ways, organizations are using HCatalog today. Thus, some key uses could be:<\/span><\/p>\n<div id=\"attachment_20339\" style=\"width: 1210px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/07\/HCatalog-In-Use-01.jpg\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-20339\" class=\"wp-image-20339 size-full\" src=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/07\/HCatalog-In-Use-01.jpg\" alt=\"HCatalog Applications\" width=\"1200\" height=\"628\" srcset=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/07\/HCatalog-In-Use-01.jpg 1200w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/07\/HCatalog-In-Use-01-150x79.jpg 150w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/07\/HCatalog-In-Use-01-300x157.jpg 300w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/07\/HCatalog-In-Use-01-768x402.jpg 768w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/07\/HCatalog-In-Use-01-1024x536.jpg 1024w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/a><p id=\"caption-attachment-20339\" class=\"wp-caption-text\">Use Cases of HCatalog<\/p><\/div>\n<h3>a. Enabling the right tool for right Job<\/h3>\n<p><span style=\"font-weight: 400\">For the purpose of data processing, Hadoop ecosystem contains different tools like <strong>Hive<\/strong>, <strong>Pig<\/strong>, and <strong>MapReduce<\/strong>. Since these tools do not need metadata, they can still benefit from it when it is present.<\/span><\/p>\n<h3>b. Capture processing states to enable sharing<\/h3>\n<p><span style=\"font-weight: 400\">We can publish our analytics results by using HCatalog. And, via \u201cREST\u201d API, other programmers can access our analytics platform. <\/span><\/p>\n<p><span style=\"font-weight: 400\">Basically, the schemas which are published by\u00a0us are\u00a0very useful to other data scientists. So, in this way, other data scientists use our discoveries as inputs into a subsequent discovery.<\/span><\/p>\n<h3>c. Integrate Hadoop with everything<\/h3>\n<p><span style=\"font-weight: 400\">As a processing and storage environment, Hadoop opens up a lot of opportunity for the enterprise.\u00a0Although, make sure that it must work with augmenting existing tools, in order to fuel adoption.<\/span><\/p>\n<h2><span style=\"font-weight: 400\">Applications of HCatalog<\/span><\/h2>\n<p>Below given are some major HCatalog applications, let&#8217;s discuss them in detail:<\/p>\n<div id=\"attachment_20331\" style=\"width: 1210px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/07\/Applications-Of-HCatalog-01.jpg\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-20331\" class=\"wp-image-20331 size-full\" src=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/07\/Applications-Of-HCatalog-01.jpg\" alt=\"HCatalog Applications and Use cases\" width=\"1200\" height=\"628\" srcset=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/07\/Applications-Of-HCatalog-01.jpg 1200w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/07\/Applications-Of-HCatalog-01-150x79.jpg 150w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/07\/Applications-Of-HCatalog-01-300x157.jpg 300w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/07\/Applications-Of-HCatalog-01-768x402.jpg 768w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/07\/Applications-Of-HCatalog-01-1024x536.jpg 1024w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/a><p id=\"caption-attachment-20331\" class=\"wp-caption-text\">Applications of HCatalog<\/p><\/div>\n<h3>a. SQL Interface For Hadoop? HCatalog as Enabler<\/h3>\n<p><span style=\"font-weight: 400\">As <strong>Hive<\/strong> has reigned as the defacto<strong> SQL<\/strong> interface for Hadoop, since 2008,\u00a0because it offers a relational view through SQL like language to data within Hadoop. Now, this same interface is published by HCatalog though it abstracts for data beyond Hive. \u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400\">Moreover, for external use, it also publishes a REST interface. With the help of this interface, our existing tools can interact with Hadoop in the way we expect by ODBC and JDBC into SQL.<\/span><\/p>\n<h3>b. Good For The Ecosystem is Good For You<\/h3>\n<p><span style=\"font-weight: 400\">Moreover, it helps to enable the ecosystem to more general SQL interaction to Hadoop. Also, to drive a Hadoop strategy within their products, our partners are building dedicated interfaces on top of this key interaction point.\u00a0\u00a0<\/span><\/p>\n<h3>c. Hadoop Developer Productivity and HCatalog<\/h3>\n<p><span style=\"font-weight: 400\">Further, to share data and metadata across internal Hadoop tools such as Hive, Pig, and MapReduce, HCatalog permits developers easily. Also, without being concerned about how or where the data is stored, it helps to create applications. <\/span><\/p>\n<p><span style=\"font-weight: 400\">In addition, we don\u2019t have to explicitly type our structures in each program, since it is a repository for the schema that can be referred to in these programming models. Moreover, for users who do not use Hive to operate on the metastore with <strong>Hive DDL statements<\/strong>, HCatalog offers a command line tool. <\/span><\/p>\n<p><span style=\"font-weight: 400\">As the best feature, it also offers a notification service. So\u00a0when a new data becomes available in the warehouse with the help of that notification service, workflow tools (like Oozie) get notified at the same time.\u00a0<\/span><\/p>\n<p>So, this was all in HCatalog Applications and Use Cases. Hope you like our explanation.<\/p>\n<h2><span style=\"font-weight: 400\">Conclusion: HCatalog Applications and its Use Cases<\/span><\/h2>\n<p>Hence, we have seen all the HCatalog Applications and its Use Cases in detail. Moreover, we discussed when to use HCatalog and need for HCatalog. Still, if any doubt regarding HCatalog Applications and Use Cases, ask in the comment tab.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>In our last HCatalog tutorial, we discussed HCatalog and Pig Integration. Today, we will see HCatalog Applications and Use Cases. Also, we will discuss when to use HCatalog. There are several applications offered by&#46;&#46;&#46;<\/p>\n","protected":false},"author":7,"featured_media":20323,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[24],"tags":[1042,1797,5513,5535,5537,6358,16082,16100,16101],"class_list":["post-20034","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-hcatalog","tag-applications-of-hcatalog","tag-benefits-of-using-hcatalog","tag-hcatalog-example","tag-hcatalog-tutorial","tag-hcatalog-use-cases","tag-how-to-use-hcatalog","tag-when-to-use-hcatalog","tag-where-hcatalog-can-be-used","tag-where-hcatalog-is-used"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>HCatalog Applications and Its Use Cases - DataFlair<\/title>\n<meta name=\"description\" content=\"HCatalog Applications and Use Cases,benefits of using HCatalog, How to use HCatalog,Applications of HCatalog, Hcatalog tutorial,\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/data-flair.training\/blogs\/hcatalog-applications\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"HCatalog Applications and Its Use Cases - DataFlair\" \/>\n<meta property=\"og:description\" content=\"HCatalog Applications and Use Cases,benefits of using HCatalog, How to use HCatalog,Applications of HCatalog, Hcatalog tutorial,\" \/>\n<meta property=\"og:url\" content=\"https:\/\/data-flair.training\/blogs\/hcatalog-applications\/\" \/>\n<meta property=\"og:site_name\" content=\"DataFlair\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/DataFlairWS\/\" \/>\n<meta property=\"article:published_time\" content=\"2018-07-09T04:55:44+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/07\/HCatalog-Applications-and-Its-Use-Cases-01.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"628\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"DataFlair Team\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@DataFlairWS\" \/>\n<meta name=\"twitter:site\" content=\"@DataFlairWS\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"DataFlair Team\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"HCatalog Applications and Its Use Cases - DataFlair","description":"HCatalog Applications and Use Cases,benefits of using HCatalog, How to use HCatalog,Applications of HCatalog, Hcatalog tutorial,","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/data-flair.training\/blogs\/hcatalog-applications\/","og_locale":"en_US","og_type":"article","og_title":"HCatalog Applications and Its Use Cases - DataFlair","og_description":"HCatalog Applications and Use Cases,benefits of using HCatalog, How to use HCatalog,Applications of HCatalog, Hcatalog tutorial,","og_url":"https:\/\/data-flair.training\/blogs\/hcatalog-applications\/","og_site_name":"DataFlair","article_publisher":"https:\/\/www.facebook.com\/DataFlairWS\/","article_published_time":"2018-07-09T04:55:44+00:00","og_image":[{"width":1200,"height":628,"url":"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/07\/HCatalog-Applications-and-Its-Use-Cases-01.jpg","type":"image\/jpeg"}],"author":"DataFlair Team","twitter_card":"summary_large_image","twitter_creator":"@DataFlairWS","twitter_site":"@DataFlairWS","twitter_misc":{"Written by":"DataFlair Team","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/data-flair.training\/blogs\/hcatalog-applications\/#article","isPartOf":{"@id":"https:\/\/data-flair.training\/blogs\/hcatalog-applications\/"},"author":{"name":"DataFlair Team","@id":"https:\/\/data-flair.training\/blogs\/#\/schema\/person\/beb0cab24b7aa54423a3b50e669a9dcd"},"headline":"HCatalog Applications and Its Use Cases","datePublished":"2018-07-09T04:55:44+00:00","mainEntityOfPage":{"@id":"https:\/\/data-flair.training\/blogs\/hcatalog-applications\/"},"wordCount":731,"commentCount":0,"publisher":{"@id":"https:\/\/data-flair.training\/blogs\/#organization"},"image":{"@id":"https:\/\/data-flair.training\/blogs\/hcatalog-applications\/#primaryimage"},"thumbnailUrl":"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/07\/HCatalog-Applications-and-Its-Use-Cases-01.jpg","keywords":["Applications of HCatalog","benefits of using HCatalog","HCatalog example","HCatalog Tutorial","HCatalog Use Cases","How to use HCatalog","when to use HCatalog","Where HCatalog can be used","where HCatalog is used"],"articleSection":["HCatalog Tutorials"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/data-flair.training\/blogs\/hcatalog-applications\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/data-flair.training\/blogs\/hcatalog-applications\/","url":"https:\/\/data-flair.training\/blogs\/hcatalog-applications\/","name":"HCatalog Applications and Its Use Cases - DataFlair","isPartOf":{"@id":"https:\/\/data-flair.training\/blogs\/#website"},"primaryImageOfPage":{"@id":"https:\/\/data-flair.training\/blogs\/hcatalog-applications\/#primaryimage"},"image":{"@id":"https:\/\/data-flair.training\/blogs\/hcatalog-applications\/#primaryimage"},"thumbnailUrl":"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/07\/HCatalog-Applications-and-Its-Use-Cases-01.jpg","datePublished":"2018-07-09T04:55:44+00:00","description":"HCatalog Applications and Use Cases,benefits of using HCatalog, How to use HCatalog,Applications of HCatalog, Hcatalog tutorial,","breadcrumb":{"@id":"https:\/\/data-flair.training\/blogs\/hcatalog-applications\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/data-flair.training\/blogs\/hcatalog-applications\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/data-flair.training\/blogs\/hcatalog-applications\/#primaryimage","url":"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/07\/HCatalog-Applications-and-Its-Use-Cases-01.jpg","contentUrl":"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/07\/HCatalog-Applications-and-Its-Use-Cases-01.jpg","width":1200,"height":628,"caption":"HCatalog Applications and its Use Cases"},{"@type":"BreadcrumbList","@id":"https:\/\/data-flair.training\/blogs\/hcatalog-applications\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Blog Home","item":"https:\/\/data-flair.training\/blogs\/"},{"@type":"ListItem","position":2,"name":"HCatalog Tutorials","item":"https:\/\/data-flair.training\/blogs\/category\/hcatalog\/"},{"@type":"ListItem","position":3,"name":"HCatalog Applications and Its Use Cases"}]},{"@type":"WebSite","@id":"https:\/\/data-flair.training\/blogs\/#website","url":"https:\/\/data-flair.training\/blogs\/","name":"DataFlair","description":"Learn Today. Lead Tomorrow.","publisher":{"@id":"https:\/\/data-flair.training\/blogs\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/data-flair.training\/blogs\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/data-flair.training\/blogs\/#organization","name":"DataFlair","url":"https:\/\/data-flair.training\/blogs\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/data-flair.training\/blogs\/#\/schema\/logo\/image\/","url":"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2016\/07\/Data-Flair.png","contentUrl":"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2016\/07\/Data-Flair.png","width":106,"height":48,"caption":"DataFlair"},"image":{"@id":"https:\/\/data-flair.training\/blogs\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/DataFlairWS\/","https:\/\/x.com\/DataFlairWS","https:\/\/www.linkedin.com\/company\/dataflair-web-services-pvt-ltd\/","https:\/\/www.youtube.com\/user\/DataFlairWS"]},{"@type":"Person","@id":"https:\/\/data-flair.training\/blogs\/#\/schema\/person\/beb0cab24b7aa54423a3b50e669a9dcd","name":"DataFlair Team","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/c322416204232f4dd97ef3901b0a499a5d34d7ba7fe333f4bfe53a907873d293?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/c322416204232f4dd97ef3901b0a499a5d34d7ba7fe333f4bfe53a907873d293?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/c322416204232f4dd97ef3901b0a499a5d34d7ba7fe333f4bfe53a907873d293?s=96&d=mm&r=g","caption":"DataFlair Team"},"description":"DataFlair Team specializes in creating clear, actionable content on programming, Java, Python, C++, DSA, AI, ML, data Science, Android, Flutter, MERN, Web Development, and technology. Backed by industry expertise, we make learning easy and career-oriented for beginners and pros alike.","url":"https:\/\/data-flair.training\/blogs\/author\/dfteam3\/"}]}},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/posts\/20034","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/comments?post=20034"}],"version-history":[{"count":0,"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/posts\/20034\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/media\/20323"}],"wp:attachment":[{"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/media?parent=20034"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/categories?post=20034"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/tags?post=20034"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}