{"id":10630,"date":"2016-11-18T13:01:48","date_gmt":"2016-11-18T18:01:48","guid":{"rendered":"http:\/\/www.iri.com\/blog\/?p=10630"},"modified":"2017-11-03T14:35:24","modified_gmt":"2017-11-03T18:35:24","slug":"using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity","status":"publish","type":"post","link":"https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/","title":{"rendered":"Using Sonra Flexter to Process Complex XML Files in IRI Voracity"},"content":{"rendered":"

Sonra <\/span><\/a>recently demonstrated the processing of complex XML data in the <\/span>IRI Voracity<\/span><\/a> data management platform with the help of Sonra\u2019s <\/span>Flexter Data Liberator<\/span><\/a> software. Flexter and Voracity are a match made in heaven. Flexter is great at converting complex files like XML into structured formats. IRI Voracity, through CoSort or Hadoop engines, excels at data transformations — as well as data masking — on large, structured datasets.<\/span><\/p>\n

In this blog post, I will show you how my POC combined these technologies to break complex XML data into constituent CSV files, and then masked personally identifiable information (PII) in them, such as email addresses. \u00a0<\/span><\/p>\n

Create Target Schema and CSVs from XML<\/b><\/h3>\n

As a first step, \u00a0we use Flexter to transform the XML data into CSV files. Flexter can work with arbitrarily complex XML schemas. For this example, I selected a particularly complex XML schema, the <\/span>NDC standard<\/span><\/a> from <\/span>IATA <\/span><\/a>. NDC stands for New Distribution Capability, and is a widely used industry standard in the aviation industry. <\/span><\/p>\n

The schema contains hundreds of elements and is made up of X interconnected and embedded XSD files. It covers most business processes (Shopping, Order Management, Airline Profiles, etc.) in the aviation industry for the purpose of data exchange. You can download the NDC schema from the <\/span>NDC schema page<\/span>.<\/span><\/a><\/p>\n

Below are some of the XSD files that are part of the NDC standard:
\n\"XSD<\/a><\/span><\/p>\n

Each of the above XSD files references the core schema <\/span>edist_commontype.xsd<\/span><\/i>, which contains the bulk of the schema. One of the elements in this schema is email contact. This is the file we will protect using some of the <\/span>data masking<\/span><\/a> functions available to <\/span>IRI FieldShield<\/span><\/a> product, or IRI Voracity platform, users.<\/span><\/p>\n

<xsd:element name=\"EmailContact\" type=\"EmailType\"><\/span>\r\n \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<xsd:annotation><\/span>\r\n \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<xsd:documentation source=\"description\" xml:lang=\"en\">Email address details, including application (I.e. home, business, etc.).<\/xsd:documentation><\/span>\r\n \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/xsd:annotation><\/span>\r\n \u00a0\u00a0\u00a0<\/xsd:element><\/span><\/pre>\n
We convert this schema and our XML files with Flexter by running the <\/span>flexter_in_out.sh<\/span><\/i> script. We pass in the name of the XSD and the folder where we have stored our XML files. This creates a relational target schema and the corresponding CSV files for each table.<\/span><\/p>\n
.\/flexter_in_out.sh in\/xml\/ in\/OrderCreateRQ.xsd<\/span><\/pre>\n
The output is the target schema:
\n\"Target<\/a><\/span><\/p>\n
\u2026 and the CSV files:
\n\"CSV<\/a><\/span><\/p>\n
An extract from OrderCreateRQ.csv:
\n\"Extract<\/a><\/span><\/p>\n
Masking and Encrypting the Email Addresses<\/b><\/h3>\n
We have seen Flexter in action. So far, so good. Let\u2019s hand the results over to Voracity. We feed the CSV output from Flexter into IRI\u2019s <\/span>csv2ddf<\/b> utility, which runs in the IRI Workbench <\/span>GUI for Voracity<\/span><\/a> (built on Eclipse\u2122) or on the command line. Either way, it parses the <\/span>CSV files<\/span><\/a> and creates a data definition file (<\/span>DDF<\/span><\/a>) for each of our CSV files.<\/span><\/p>\n
\"DDF\"<\/a>
\nBelow is a screenshot of the generated DDF files:
\n\"DDF<\/a><\/span><\/p>\n
Each DDF file contains a description of the fields for each input file. The DDF for <\/span>OriginDestination1.csv<\/span><\/i>, for example, is shown here:
\n\"OriginDestination1\"<\/a><\/span>An IRI job script — in the language called <\/span>SortCL<\/span><\/a> — references that .DDF as it specifies the sort of one field in the input file, and the masking of four of them on output:
\n\"IRI<\/a><\/span>\"Output<\/a><\/span><\/p>\n
Shown above are the output file results of the sorting and data masking job.<\/span><\/p>\n
In addition to sorting and redaction, and a host of other <\/span>data transformations<\/span><\/a>, you can also use CoSort\u2019s SortCL or FieldShield executables to <\/span>encrypt<\/span><\/a> and decrypt data in CSV files and other <\/span>sources<\/span><\/a>. Encryption is particularly useful for obfuscating data that needs to be restored at some later point.<\/span><\/p>\n
\"specpassenger\"<\/a><\/p>\n
Integration with the IRI Workbench GUI<\/b><\/h3>\n
Of course, we can also import our Flexter-generated CSV files into <\/span>IRI Workbench<\/span><\/a>, the graphical IDE for all IRI software, built on Eclipse. To do that, we select <\/span>File > Import<\/span><\/i> in the IRI Workbench menu. In the Import window, we select <\/span>File System <\/span><\/i>and select the folder with the data we generated in the original steps.
\n\"Import<\/a><\/span><\/p>\n
Select script, output, and metadata folders, and also select the folder that contains your project.
\n\"Import<\/a><\/span><\/p>\n
Now that we have the files in the Workbench, we can apply additional transformations to the data using the comfort of a free and familiar, graphical user interface (e.g., additional protection rules). See <\/span>this page<\/span><\/a> for more information on the job design options available to Workbench users.
\n\"New<\/a><\/span><\/p>\n
What\u2019s next?<\/b><\/h3>\n
The above tutorial shows how a powerful data management platform such as IRI Voracity can work well in tandem with <\/span>Flexter Data Liberator<\/span><\/a>.<\/span><\/p>\n
Obviously, we could make the whole process more seamless by directly integrating Flexter into the IRI Workbench <\/span>GUI for Voracity<\/span><\/a>; e.g., via an Eclipse plugin. Both IRI Voracity and Flexter also have advanced REST APIs to integrate the two tools even further. The above post should have given you an overview on what is possible at this juncture.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"
Sonra recently demonstrated the processing of complex XML data in the IRI Voracity data management platform with the help of Sonra\u2019s Flexter Data Liberator software. Flexter and Voracity are a match made in heaven. Flexter is great at converting complex files like XML into structured formats. IRI Voracity, through CoSort or Hadoop engines, excels at<\/p>\n
Read More<\/a><\/div>\n","protected":false},"author":104,"featured_media":10642,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_exactmetrics_skip_tracking":false,"_exactmetrics_sitenote_active":false,"_exactmetrics_sitenote_note":"","_exactmetrics_sitenote_category":0,"footnotes":""},"categories":[8,1,91],"tags":[1192,1191,100,1190,789,550],"class_list":["post-10630","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-protection","category-data-transformation2","category-iri-workbench","tag-data-encryption-xml","tag-data-masking-xml","tag-etl","tag-flexter","tag-iri-voracity","tag-xml"],"acf":[],"yoast_head":"\nUsing Sonra Flexter to Process Complex XML Files in IRI Voracity - IRI<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Using Sonra Flexter to Process Complex XML Files in IRI Voracity - IRI\" \/>\n<meta property=\"og:description\" content=\"Sonra recently demonstrated the processing of complex XML data in the IRI Voracity data management platform with the help of Sonra\u2019s Flexter Data Liberator software. Flexter and Voracity are a match made in heaven. Flexter is great at converting complex files like XML into structured formats. IRI Voracity, through CoSort or Hadoop engines, excels atRead More\" \/>\n<meta property=\"og:url\" content=\"https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/\" \/>\n<meta property=\"og:site_name\" content=\"IRI\" \/>\n<meta property=\"article:published_time\" content=\"2016-11-18T18:01:48+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2017-11-03T18:35:24+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/beta.iri.com\/blog\/wp-content\/uploads\/2016\/11\/12-Import-File-System.png\" \/>\n\t<meta property=\"og:image:width\" content=\"617\" \/>\n\t<meta property=\"og:image:height\" content=\"615\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Uli Bethke\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Uli Bethke\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/\"},\"author\":{\"name\":\"Uli Bethke\",\"@id\":\"https:\/\/beta.iri.com\/blog\/#\/schema\/person\/acc581bfef8e29ae36a70cafd77121a7\"},\"headline\":\"Using Sonra Flexter to Process Complex XML Files in IRI Voracity\",\"datePublished\":\"2016-11-18T18:01:48+00:00\",\"dateModified\":\"2017-11-03T18:35:24+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/\"},\"wordCount\":776,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/beta.iri.com\/blog\/#organization\"},\"image\":{\"@id\":\"https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/beta.iri.com\/blog\/wp-content\/uploads\/2016\/11\/12-Import-File-System.png\",\"keywords\":[\"Data Encryption XML\",\"Data Masking XML\",\"ETL\",\"Flexter\",\"IRI Voracity\",\"xml\"],\"articleSection\":[\"Data Masking\/Protection\",\"Data Transformation\",\"IRI Workbench\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/\",\"url\":\"https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/\",\"name\":\"Using Sonra Flexter to Process Complex XML Files in IRI Voracity - IRI\",\"isPartOf\":{\"@id\":\"https:\/\/beta.iri.com\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/beta.iri.com\/blog\/wp-content\/uploads\/2016\/11\/12-Import-File-System.png\",\"datePublished\":\"2016-11-18T18:01:48+00:00\",\"dateModified\":\"2017-11-03T18:35:24+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/#primaryimage\",\"url\":\"https:\/\/beta.iri.com\/blog\/wp-content\/uploads\/2016\/11\/12-Import-File-System.png\",\"contentUrl\":\"https:\/\/beta.iri.com\/blog\/wp-content\/uploads\/2016\/11\/12-Import-File-System.png\",\"width\":617,\"height\":615,\"caption\":\"Import file system\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/beta.iri.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Using Sonra Flexter to Process Complex XML Files in IRI Voracity\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/beta.iri.com\/blog\/#website\",\"url\":\"https:\/\/beta.iri.com\/blog\/\",\"name\":\"IRI\",\"description\":\"Total Data Management Blog\",\"publisher\":{\"@id\":\"https:\/\/beta.iri.com\/blog\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/beta.iri.com\/blog\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/beta.iri.com\/blog\/#organization\",\"name\":\"IRI\",\"url\":\"https:\/\/beta.iri.com\/blog\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/beta.iri.com\/blog\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/beta.iri.com\/blog\/wp-content\/uploads\/2019\/02\/iri-logo-total-data-management-small-1.png\",\"contentUrl\":\"https:\/\/beta.iri.com\/blog\/wp-content\/uploads\/2019\/02\/iri-logo-total-data-management-small-1.png\",\"width\":750,\"height\":206,\"caption\":\"IRI\"},\"image\":{\"@id\":\"https:\/\/beta.iri.com\/blog\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/beta.iri.com\/blog\/#\/schema\/person\/acc581bfef8e29ae36a70cafd77121a7\",\"name\":\"Uli Bethke\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/beta.iri.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/0ecf5eeb999d448380e478be54356df2?s=96&d=blank&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/0ecf5eeb999d448380e478be54356df2?s=96&d=blank&r=g\",\"caption\":\"Uli Bethke\"},\"url\":\"https:\/\/beta.iri.com\/blog\/author\/ulibethke\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Using Sonra Flexter to Process Complex XML Files in IRI Voracity - IRI","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:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/","og_locale":"en_US","og_type":"article","og_title":"Using Sonra Flexter to Process Complex XML Files in IRI Voracity - IRI","og_description":"Sonra recently demonstrated the processing of complex XML data in the IRI Voracity data management platform with the help of Sonra\u2019s Flexter Data Liberator software. Flexter and Voracity are a match made in heaven. Flexter is great at converting complex files like XML into structured formats. IRI Voracity, through CoSort or Hadoop engines, excels atRead More","og_url":"https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/","og_site_name":"IRI","article_published_time":"2016-11-18T18:01:48+00:00","article_modified_time":"2017-11-03T18:35:24+00:00","og_image":[{"width":617,"height":615,"url":"https:\/\/beta.iri.com\/blog\/wp-content\/uploads\/2016\/11\/12-Import-File-System.png","type":"image\/png"}],"author":"Uli Bethke","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Uli Bethke","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/#article","isPartOf":{"@id":"https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/"},"author":{"name":"Uli Bethke","@id":"https:\/\/beta.iri.com\/blog\/#\/schema\/person\/acc581bfef8e29ae36a70cafd77121a7"},"headline":"Using Sonra Flexter to Process Complex XML Files in IRI Voracity","datePublished":"2016-11-18T18:01:48+00:00","dateModified":"2017-11-03T18:35:24+00:00","mainEntityOfPage":{"@id":"https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/"},"wordCount":776,"commentCount":0,"publisher":{"@id":"https:\/\/beta.iri.com\/blog\/#organization"},"image":{"@id":"https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/#primaryimage"},"thumbnailUrl":"https:\/\/beta.iri.com\/blog\/wp-content\/uploads\/2016\/11\/12-Import-File-System.png","keywords":["Data Encryption XML","Data Masking XML","ETL","Flexter","IRI Voracity","xml"],"articleSection":["Data Masking\/Protection","Data Transformation","IRI Workbench"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/","url":"https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/","name":"Using Sonra Flexter to Process Complex XML Files in IRI Voracity - IRI","isPartOf":{"@id":"https:\/\/beta.iri.com\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/#primaryimage"},"image":{"@id":"https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/#primaryimage"},"thumbnailUrl":"https:\/\/beta.iri.com\/blog\/wp-content\/uploads\/2016\/11\/12-Import-File-System.png","datePublished":"2016-11-18T18:01:48+00:00","dateModified":"2017-11-03T18:35:24+00:00","breadcrumb":{"@id":"https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/#primaryimage","url":"https:\/\/beta.iri.com\/blog\/wp-content\/uploads\/2016\/11\/12-Import-File-System.png","contentUrl":"https:\/\/beta.iri.com\/blog\/wp-content\/uploads\/2016\/11\/12-Import-File-System.png","width":617,"height":615,"caption":"Import file system"},{"@type":"BreadcrumbList","@id":"https:\/\/beta.iri.com\/blog\/data-transformation2\/using-sonra-flexter-to-process-complex-xml-files-in-iri-voracity\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/beta.iri.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Using Sonra Flexter to Process Complex XML Files in IRI Voracity"}]},{"@type":"WebSite","@id":"https:\/\/beta.iri.com\/blog\/#website","url":"https:\/\/beta.iri.com\/blog\/","name":"IRI","description":"Total Data Management Blog","publisher":{"@id":"https:\/\/beta.iri.com\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/beta.iri.com\/blog\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/beta.iri.com\/blog\/#organization","name":"IRI","url":"https:\/\/beta.iri.com\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/beta.iri.com\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/beta.iri.com\/blog\/wp-content\/uploads\/2019\/02\/iri-logo-total-data-management-small-1.png","contentUrl":"https:\/\/beta.iri.com\/blog\/wp-content\/uploads\/2019\/02\/iri-logo-total-data-management-small-1.png","width":750,"height":206,"caption":"IRI"},"image":{"@id":"https:\/\/beta.iri.com\/blog\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/beta.iri.com\/blog\/#\/schema\/person\/acc581bfef8e29ae36a70cafd77121a7","name":"Uli Bethke","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/beta.iri.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/0ecf5eeb999d448380e478be54356df2?s=96&d=blank&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/0ecf5eeb999d448380e478be54356df2?s=96&d=blank&r=g","caption":"Uli Bethke"},"url":"https:\/\/beta.iri.com\/blog\/author\/ulibethke\/"}]}},"jetpack_featured_media_url":"https:\/\/beta.iri.com\/blog\/wp-content\/uploads\/2016\/11\/12-Import-File-System.png","_links":{"self":[{"href":"https:\/\/beta.iri.com\/blog\/wp-json\/wp\/v2\/posts\/10630"}],"collection":[{"href":"https:\/\/beta.iri.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/beta.iri.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/beta.iri.com\/blog\/wp-json\/wp\/v2\/users\/104"}],"replies":[{"embeddable":true,"href":"https:\/\/beta.iri.com\/blog\/wp-json\/wp\/v2\/comments?post=10630"}],"version-history":[{"count":8,"href":"https:\/\/beta.iri.com\/blog\/wp-json\/wp\/v2\/posts\/10630\/revisions"}],"predecessor-version":[{"id":11039,"href":"https:\/\/beta.iri.com\/blog\/wp-json\/wp\/v2\/posts\/10630\/revisions\/11039"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/beta.iri.com\/blog\/wp-json\/wp\/v2\/media\/10642"}],"wp:attachment":[{"href":"https:\/\/beta.iri.com\/blog\/wp-json\/wp\/v2\/media?parent=10630"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/beta.iri.com\/blog\/wp-json\/wp\/v2\/categories?post=10630"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/beta.iri.com\/blog\/wp-json\/wp\/v2\/tags?post=10630"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}