{"id":9491,"date":"2021-07-07T08:51:16","date_gmt":"2021-07-07T08:51:16","guid":{"rendered":"https:\/\/prwatech.in\/blog\/?p=9491"},"modified":"2024-03-19T11:09:01","modified_gmt":"2024-03-19T11:09:01","slug":"load-data-in-bigquery-table-from-cloud-shell","status":"publish","type":"post","link":"https:\/\/prwatech.in\/blog\/google-cloud-platform\/bigquery\/load-data-in-bigquery-table-from-cloud-shell\/","title":{"rendered":"Load data in BigQuery table from cloud shell"},"content":{"rendered":"\r\n<h2>Load data in BigQuery table from Cloud Shell with bq load command<\/h2>\r\n<p>&nbsp;<\/p>\r\n<p>Loading data into a BigQuery table from Cloud Shell is a straightforward process that leverages the <code>bq<\/code> command-line tool provided by Google Cloud SDK. Follow these steps to load data into a BigQuery table:<\/p>\r\n<ol>\r\n<li>\r\n<p><strong>Prepare your data<\/strong>: Ensure your data is stored in a supported file format such as CSV, JSON, Avro, or Parquet. If your data is not already in one of these formats, you may need to convert it beforehand.<\/p>\r\n<\/li>\r\n<li>\r\n<p><strong>Navigate to Cloud Shell<\/strong>: Open Google Cloud Shell from the Google Cloud Console. Cloud Shell provides a command-line interface with the Google Cloud SDK pre-installed, allowing you to interact with Google Cloud services directly from your browser.<\/p>\r\n<\/li>\r\n<\/ol>\r\n<p><strong>Prerequisites <\/strong><\/p>\r\n\r\n\r\n\r\n<p><a href=\"https:\/\/www.prwatech.com\/course\/gcptraining\" target=\"_blank\" rel=\"noreferrer noopener\" data-type=\"URL\" data-id=\"https:\/\/www.prwatech.com\/course\/gcptraining\">GCP<\/a> account<\/p>\r\n\r\n\r\n\r\n<p>Open Console.<\/p>\r\n\r\n\r\n\r\n<p>Open the cloud shell.<\/p>\r\n\r\n\r\n\r\n<p><strong>Create a <a href=\"https:\/\/prwatech.in\/blog\/google-cloud-platform\/bigquery\/\" target=\"_blank\" rel=\"noreferrer noopener\" data-type=\"URL\" data-id=\"https:\/\/prwatech.in\/blog\/google-cloud-platform\/bigquery\/\">dataset<\/a><\/strong><\/p>\r\n\r\n\r\n\r\n<p>In Cloud Shell, use the bq mk command to create a dataset called &#8220;bq_load_codelab.&#8221;<\/p>\r\n\r\n\r\n\r\n<p>$ bq mk mydataset_1<\/p>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-9508\" src=\"https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-12.png\" alt=\"\" width=\"852\" height=\"91\" srcset=\"https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-12.png 628w, https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-12-300x32.png 300w\" sizes=\"auto, (max-width: 852px) 100vw, 852px\" \/><\/figure>\r\n\r\n\r\n\r\n<p><strong>View dataset properties<\/strong><\/p>\r\n\r\n\r\n\r\n<p>Verify that you created the dataset by viewing the dataset&#8217;s properties with the bq show command.<\/p>\r\n\r\n\r\n\r\n<p>$ bq show mydataset_1<\/p>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-9509\" src=\"https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-13.png\" alt=\"\" width=\"706\" height=\"275\" srcset=\"https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-13.png 628w, https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-13-300x117.png 300w\" sizes=\"auto, (max-width: 706px) 100vw, 706px\" \/><\/figure>\r\n\r\n\r\n\r\n<h5 class=\"wp-block-heading\"><strong>Create a CSV file<\/strong><\/h5>\r\n\r\n\r\n\r\n<p>In Cloud Shell, create an empty CSV file.<\/p>\r\n\r\n\r\n\r\n<p>$ touch customer_transactions.csv<\/p>\r\n\r\n\r\n\r\n<p>Open the CSV file in code editor in Cloud Shell which will open a new browser window with a code editor and Cloud Shell panel.<\/p>\r\n\r\n\r\n\r\n<p>$ nano customer_transactions.csv<\/p>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-9510\" src=\"https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-14.png\" alt=\"\" width=\"934\" height=\"65\" srcset=\"https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-14.png 628w, https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-14-300x21.png 300w\" sizes=\"auto, (max-width: 934px) 100vw, 934px\" \/><\/figure>\r\n\r\n\r\n\r\n<p>Paste the below code into customer_transactions.csv<\/p>\r\n\r\n\r\n\r\n<p>ID,Zipcode,Timestamp,Amount,Feedback,SKU<\/p>\r\n\r\n\r\n\r\n<p>c123,78757,2018-02-14 17:01:39Z,1.20,4.7,he4rt5<\/p>\r\n\r\n\r\n\r\n<p>c456,10012,2018-03-14 15:09:26Z,53.60,3.1,ppiieee<\/p>\r\n\r\n\r\n\r\n<p>c123,78741,2018-04-01 05:59:47Z,5.98,2.0,ch0c0<\/p>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-9511\" src=\"https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-15.png\" alt=\"\" width=\"667\" height=\"160\" srcset=\"https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-15.png 628w, https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-15-300x72.png 300w\" sizes=\"auto, (max-width: 667px) 100vw, 667px\" \/><\/figure>\r\n\r\n\r\n\r\n<p>To exit from editor press ctrl + x then press y following enter.<\/p>\r\n\r\n\r\n\r\n<p>Use the bq load command to load your CSV file into a <a href=\"https:\/\/prwatech.in\/blog\/google-cloud-platform\/bigquery\/\" target=\"_blank\" rel=\"noreferrer noopener\" data-type=\"URL\" data-id=\"https:\/\/prwatech.in\/blog\/google-cloud-platform\/bigquery\/\">BigQuery<\/a> table.<\/p>\r\n\r\n\r\n\r\n<p>bq load \\<\/p>\r\n\r\n\r\n\r\n<p>\u00a0\u00a0\u00a0 &#8211;source_format=CSV \\<\/p>\r\n\r\n\r\n\r\n<p>\u00a0\u00a0\u00a0 &#8211;skip_leading_rows=1 \\<\/p>\r\n\r\n\r\n\r\n<p>\u00a0\u00a0\u00a0 mydataset_1.customer_transactions \\<\/p>\r\n\r\n\r\n\r\n<p>\u00a0\u00a0\u00a0 .\/customer_transactions.csv \\<\/p>\r\n\r\n\r\n\r\n<p>id:string,zip:string,ttime:timestamp,amount:numeric,fdbk:float,sku:string<\/p>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-9512\" src=\"https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-16.png\" alt=\"\" width=\"782\" height=\"170\" srcset=\"https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-16.png 628w, https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-16-300x65.png 300w\" sizes=\"auto, (max-width: 782px) 100vw, 782px\" \/><\/figure>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\"><strong>Get the table details<\/strong><\/h2>\r\n\r\n\r\n\r\n<p>Verify that the table loaded by showing the table properties.<\/p>\r\n\r\n\r\n\r\n<p>bq show mydataset_1.customer_transactions<\/p>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-9513\" src=\"https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-17.png\" alt=\"\" width=\"780\" height=\"292\" srcset=\"https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-17.png 628w, https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-17-300x112.png 300w\" sizes=\"auto, (max-width: 780px) 100vw, 780px\" \/><\/figure>\r\n\r\n\r\n\r\n<p><strong>Query the data<\/strong><\/p>\r\n\r\n\r\n\r\n<p>bq query &#8211;nouse_legacy_sql &#8216;<\/p>\r\n\r\n\r\n\r\n<p>SELECT SUM(c.amount) AS amount_total, z.state_code AS state_code<\/p>\r\n\r\n\r\n\r\n<p>FROM `mydataset_1.customer_transactions` c<\/p>\r\n\r\n\r\n\r\n<p>JOIN `bigquery-public-data.utility_us.zipcode_area` z<\/p>\r\n\r\n\r\n\r\n<p>ON c.zip = z.zipcode<\/p>\r\n\r\n\r\n\r\n<p>GROUP BY state_code&#8217;<\/p>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-9514\" src=\"https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-18.png\" alt=\"\" width=\"730\" height=\"238\" srcset=\"https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-18.png 628w, https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-18-300x98.png 300w\" sizes=\"auto, (max-width: 730px) 100vw, 730px\" \/><\/figure>\r\n\r\n\r\n\r\n<p><strong>Clean up<\/strong><\/p>\r\n\r\n\r\n\r\n<p>bq rm -r mydataset_1<\/p>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-9515\" src=\"https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-19.png\" alt=\"\" width=\"918\" height=\"96\" srcset=\"https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-19.png 628w, https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-19-300x31.png 300w\" sizes=\"auto, (max-width: 918px) 100vw, 918px\" \/><\/figure>\r\n\r\n\r\n\r\n<p>&nbsp;<\/p>\r\n","protected":false},"excerpt":{"rendered":"<p>Load data in BigQuery table from Cloud Shell with bq load command &nbsp; Loading data into a BigQuery table from Cloud Shell is a straightforward process that leverages the bq command-line tool provided by Google Cloud SDK. Follow these steps to load data into a BigQuery table: Prepare your data: Ensure your data is stored [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1632,1],"tags":[605,699,700,617,683,684,685,611,1400,692],"class_list":["post-9491","post","type-post","status-publish","format-standard","hentry","category-bigquery","category-google-cloud-platform","tag-gcp","tag-gcp-certification","tag-gcp-cloud-console","tag-google-cloud","tag-google-cloud-certification","tag-google-cloud-console","tag-google-cloud-courses","tag-google-cloud-platform","tag-google-cloud-platform-tutorial","tag-google-cloud-training"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Load data in BigQuery table from Cloud Shell - Prwatech<\/title>\n<meta name=\"description\" content=\"Master Load data in BigQuery table from Cloud Shell with bq load command with Prwatech - Dive deep with our expert instructors.\" \/>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Load data in BigQuery table from Cloud Shell - Prwatech\" \/>\n<meta property=\"og:description\" content=\"Master Load data in BigQuery table from Cloud Shell with bq load command with Prwatech - Dive deep with our expert instructors.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/prwatech.in\/blog\/google-cloud-platform\/bigquery\/load-data-in-bigquery-table-from-cloud-shell\/\" \/>\n<meta property=\"og:site_name\" content=\"Prwatech\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/prwatech.in\/\" \/>\n<meta property=\"article:published_time\" content=\"2021-07-07T08:51:16+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-03-19T11:09:01+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-12.png\" \/>\n<meta name=\"author\" content=\"Prwatech\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@Eduprwatech\" \/>\n<meta name=\"twitter:site\" content=\"@Eduprwatech\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Prwatech\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/prwatech.in\/blog\/google-cloud-platform\/bigquery\/load-data-in-bigquery-table-from-cloud-shell\/\",\"url\":\"https:\/\/prwatech.in\/blog\/google-cloud-platform\/bigquery\/load-data-in-bigquery-table-from-cloud-shell\/\",\"name\":\"Load data in BigQuery table from Cloud Shell - Prwatech\",\"isPartOf\":{\"@id\":\"https:\/\/prwatech.in\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/prwatech.in\/blog\/google-cloud-platform\/bigquery\/load-data-in-bigquery-table-from-cloud-shell\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/prwatech.in\/blog\/google-cloud-platform\/bigquery\/load-data-in-bigquery-table-from-cloud-shell\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-12.png\",\"datePublished\":\"2021-07-07T08:51:16+00:00\",\"dateModified\":\"2024-03-19T11:09:01+00:00\",\"author\":{\"@id\":\"https:\/\/prwatech.in\/blog\/#\/schema\/person\/db90baff7744090b2288bbc98fea87f3\"},\"description\":\"Master Load data in BigQuery table from Cloud Shell with bq load command with Prwatech - Dive deep with our expert instructors.\",\"breadcrumb\":{\"@id\":\"https:\/\/prwatech.in\/blog\/google-cloud-platform\/bigquery\/load-data-in-bigquery-table-from-cloud-shell\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/prwatech.in\/blog\/google-cloud-platform\/bigquery\/load-data-in-bigquery-table-from-cloud-shell\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/prwatech.in\/blog\/google-cloud-platform\/bigquery\/load-data-in-bigquery-table-from-cloud-shell\/#primaryimage\",\"url\":\"https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-12.png\",\"contentUrl\":\"https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-12.png\",\"width\":628,\"height\":68},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/prwatech.in\/blog\/google-cloud-platform\/bigquery\/load-data-in-bigquery-table-from-cloud-shell\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/prwatech.in\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Load data in BigQuery table from cloud shell\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/prwatech.in\/blog\/#website\",\"url\":\"https:\/\/prwatech.in\/blog\/\",\"name\":\"Prwatech\",\"description\":\"Share Ideas, Start Something Good.\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/prwatech.in\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/prwatech.in\/blog\/#\/schema\/person\/db90baff7744090b2288bbc98fea87f3\",\"name\":\"Prwatech\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/prwatech.in\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/c00bafc1b04045f31eda917de39891456c44fa47c092b9bb6be0f860a3a30a2f?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/c00bafc1b04045f31eda917de39891456c44fa47c092b9bb6be0f860a3a30a2f?s=96&d=mm&r=g\",\"caption\":\"Prwatech\"},\"url\":\"https:\/\/prwatech.in\/blog\/author\/prwatech123\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Load data in BigQuery table from Cloud Shell - Prwatech","description":"Master Load data in BigQuery table from Cloud Shell with bq load command with Prwatech - Dive deep with our expert instructors.","robots":{"index":"noindex","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"og_locale":"en_US","og_type":"article","og_title":"Load data in BigQuery table from Cloud Shell - Prwatech","og_description":"Master Load data in BigQuery table from Cloud Shell with bq load command with Prwatech - Dive deep with our expert instructors.","og_url":"https:\/\/prwatech.in\/blog\/google-cloud-platform\/bigquery\/load-data-in-bigquery-table-from-cloud-shell\/","og_site_name":"Prwatech","article_publisher":"https:\/\/www.facebook.com\/prwatech.in\/","article_published_time":"2021-07-07T08:51:16+00:00","article_modified_time":"2024-03-19T11:09:01+00:00","og_image":[{"url":"https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-12.png","type":"","width":"","height":""}],"author":"Prwatech","twitter_card":"summary_large_image","twitter_creator":"@Eduprwatech","twitter_site":"@Eduprwatech","twitter_misc":{"Written by":"Prwatech","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/prwatech.in\/blog\/google-cloud-platform\/bigquery\/load-data-in-bigquery-table-from-cloud-shell\/","url":"https:\/\/prwatech.in\/blog\/google-cloud-platform\/bigquery\/load-data-in-bigquery-table-from-cloud-shell\/","name":"Load data in BigQuery table from Cloud Shell - Prwatech","isPartOf":{"@id":"https:\/\/prwatech.in\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/prwatech.in\/blog\/google-cloud-platform\/bigquery\/load-data-in-bigquery-table-from-cloud-shell\/#primaryimage"},"image":{"@id":"https:\/\/prwatech.in\/blog\/google-cloud-platform\/bigquery\/load-data-in-bigquery-table-from-cloud-shell\/#primaryimage"},"thumbnailUrl":"https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-12.png","datePublished":"2021-07-07T08:51:16+00:00","dateModified":"2024-03-19T11:09:01+00:00","author":{"@id":"https:\/\/prwatech.in\/blog\/#\/schema\/person\/db90baff7744090b2288bbc98fea87f3"},"description":"Master Load data in BigQuery table from Cloud Shell with bq load command with Prwatech - Dive deep with our expert instructors.","breadcrumb":{"@id":"https:\/\/prwatech.in\/blog\/google-cloud-platform\/bigquery\/load-data-in-bigquery-table-from-cloud-shell\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/prwatech.in\/blog\/google-cloud-platform\/bigquery\/load-data-in-bigquery-table-from-cloud-shell\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/prwatech.in\/blog\/google-cloud-platform\/bigquery\/load-data-in-bigquery-table-from-cloud-shell\/#primaryimage","url":"https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-12.png","contentUrl":"https:\/\/prwatech.in\/blog\/wp-content\/uploads\/2021\/07\/image-12.png","width":628,"height":68},{"@type":"BreadcrumbList","@id":"https:\/\/prwatech.in\/blog\/google-cloud-platform\/bigquery\/load-data-in-bigquery-table-from-cloud-shell\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/prwatech.in\/blog\/"},{"@type":"ListItem","position":2,"name":"Load data in BigQuery table from cloud shell"}]},{"@type":"WebSite","@id":"https:\/\/prwatech.in\/blog\/#website","url":"https:\/\/prwatech.in\/blog\/","name":"Prwatech","description":"Share Ideas, Start Something Good.","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/prwatech.in\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/prwatech.in\/blog\/#\/schema\/person\/db90baff7744090b2288bbc98fea87f3","name":"Prwatech","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/prwatech.in\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/c00bafc1b04045f31eda917de39891456c44fa47c092b9bb6be0f860a3a30a2f?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/c00bafc1b04045f31eda917de39891456c44fa47c092b9bb6be0f860a3a30a2f?s=96&d=mm&r=g","caption":"Prwatech"},"url":"https:\/\/prwatech.in\/blog\/author\/prwatech123\/"}]}},"_links":{"self":[{"href":"https:\/\/prwatech.in\/blog\/wp-json\/wp\/v2\/posts\/9491","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/prwatech.in\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/prwatech.in\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/prwatech.in\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/prwatech.in\/blog\/wp-json\/wp\/v2\/comments?post=9491"}],"version-history":[{"count":7,"href":"https:\/\/prwatech.in\/blog\/wp-json\/wp\/v2\/posts\/9491\/revisions"}],"predecessor-version":[{"id":10956,"href":"https:\/\/prwatech.in\/blog\/wp-json\/wp\/v2\/posts\/9491\/revisions\/10956"}],"wp:attachment":[{"href":"https:\/\/prwatech.in\/blog\/wp-json\/wp\/v2\/media?parent=9491"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/prwatech.in\/blog\/wp-json\/wp\/v2\/categories?post=9491"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/prwatech.in\/blog\/wp-json\/wp\/v2\/tags?post=9491"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}