{"id":34325,"date":"2022-06-14T10:16:51","date_gmt":"2022-06-14T07:16:51","guid":{"rendered":"https:\/\/saudishopper.com.sa\/en\/?p=34325"},"modified":"2026-03-28T01:04:38","modified_gmt":"2026-03-27T22:04:38","slug":"10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata","status":"publish","type":"post","link":"https:\/\/saudishopper.com.sa\/en\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\/","title":{"rendered":"10% of Twitter\u2019s active accounts are posting spam content, says GlobalData"},"content":{"rendered":"\n

A mathematical model designed by GlobalData has estimated that around 10% of Twitter\u2019s active accounts are posting spam content. The leading data and analytics company notes that this is double that of Twitter\u2019s reported figure\u2014likely due to a difference in criteria as to what counts as \u2018spam\u2019.<\/p>\n\n\n\n

Sidharth Kumar, Senior Data Scientist at GlobalData, comments: \u201c<\/strong>What is or is not spam is suddenly an important discussion point for the social media platform, given that Elon Musk\u2019s bid to take over Twitter is now on hold due to a disagreement on the proportion of spam accounts on the platform. Twitter claims that bot\/spam accounts on Twitter represent less than 5% of accounts while Elon Musk\u2019s team thinks otherwise. <\/p>\n\n\n\n

\u201cThe precise proportion of spam accounts is difficult to compute, as it is almost impossible to confirm the identity of the entity behind a tweet handle. Additionally, the definition of a ‘spam account may differ for everyone. Incessant tweeting of non-original content can be considered spam, but some may choose to see it as a very active user sharing articles\/opinions.\u201d<\/p>\n\n\n\n

\"10%<\/a><\/figure>\n\n\n\n

Keeping all this in mind, GlobalData\u2019s mathematical model estimated the number of spam accounts using multiple parameters to provide a weighted score, which was then used to determine the classification of \u2018spam\u2019 or \u2018non-spam\u2019. GlobalData decided on these parameters by focusing on the differences in activity between typical spam accounts and that of an average Twitter user. Accounts performing poorly on many parameters received a higher score, indicating a higher probability of being spam. GlobalData analysts then independently observed handles at different score levels, and decided the cutoff for the classification (\u2018spam\u2019 or \u2018non-spam\u2019) by consensus. The parameters used in the model were as follows:<\/p>\n\n\n\n

  1. Is the tweet handle verified?<\/strong> Verified handles are unlikely to indulge in spam<\/li>
  2. Is a tweet coming from third-party avenues?<\/strong> Tweets coming from third-party applications are likely to produce spam. Private Twitter API-based apps are often used for posting spam content<\/li>
  3. What is the number of historic Tweets that the handle has produced, divided by the days since its creation?<\/strong>Typically, spam accounts have a very high number of tweets per day over a lifetime<\/li>
  4. How frequent were the last 200 tweets?<\/strong> A very high number of Tweets published over a short span of time is more likely to be spam <\/li>
  5. What is the proportion of retweets in the last 200 tweets?<\/strong> Some spam accounts only retweet certain target accounts\/topics on a regular basis<\/li>
  6. Of the last 200 Tweets, how many did not contain any hashtags or links? <\/strong>Spam accounts are unlikely to have plain-text content. They typically promote certain link, tweet or hashtag.<\/li>
  7. What is the standard deviation in typical tweet length?<\/strong> Some spam accounts keep posting similar messages in high frequency and do not have high variance in the content or its length<\/li>
  8. What is the median time between two tweets?<\/strong> Non-bot accounts typically have a higher median tweet time between tweets<\/li>
  9. What is the length of the description in the profile? <\/strong>Typically, non-bot active accounts have more detailed bios<\/li>
  10. Of the last 200 Tweets, what is the proportion of links shared?<\/strong> Spam accounts have more tendency to share lot links on Twitter<\/li><\/ol>\n\n\n\n

    Kumar continues:<\/strong> \u201cThere were a few research pieces published earlier in the media looking at the followers of certain handles to estimate spam or bot proportions. We felt that the correct approach would be to analyze samples of live streams, as that is more indicative of Twitter activity. Our estimate is conservative, as we wanted to be sure that we were correctly identifying accounts as spam. It is important to note that this is still an estimation. There is no conclusive way of knowing if a certain account is a bot or spam.\u201d<\/p>\n\n\n\n

    The following chart shows the median values for spam\/non-spam accounts for the parameters used by the model.<\/p>\n\n\n\n

    \"10%<\/a><\/figure>\n\n\n\n

    GlobalData’s research was performed as part of its\u00a0Social Media Analytics Platform, which tracks most relevant activity of the industry influencers on Twitter and Reddit.<\/p>\n\n\n\n

    <\/p>\n","protected":false},"excerpt":{"rendered":"

    A mathematical model designed by GlobalData has estimated that around 10% of Twitter\u2019s active accounts are posting spam content. The leading data and analytics company notes that this is double that of Twitter\u2019s reported figure\u2014likely due to a difference in criteria as to what counts as \u2018spam\u2019. Sidharth Kumar, Senior Data Scientist at GlobalData, comments: […]<\/p>\n","protected":false},"author":16,"featured_media":34326,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_yoast_wpseo_meta-robots-noindex":"","_et_pb_use_builder":"off","_et_pb_old_content":"","_et_gb_content_width":"","_pr_autopilot_social_copy":"","_yoast_wpseo_opengraph_title":"","_yoast_wpseo_opengraph_description":"","_yoast_wpseo_opengraph_image":"","_yoast_wpseo_opengraph_image_id":0,"_yoast_wpseo_twitter_title":"","_yoast_wpseo_twitter_description":"","_yoast_wpseo_twitter_image":"","_yoast_wpseo_twitter_image_id":0,"_yoast_wpseo_primary_category":396,"_extra_hide_author_box":"","_extra_featured_post":"0","_partner_post_id":0,"footnotes":""},"categories":[396],"tags":[],"class_list":["post-34325","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-social-media","et-has-post-format-content","et_post_format-et-post-format-standard"],"yoast_head":"\nTwitter spam accounts - GlobalData estimate | Saudi Shopper<\/title>\n<meta name=\"description\" content=\"Twitter spam accounts: GlobalData estimates 10% of active users post spam, double Twitter\u2019s figure\u2014likely due to differing spam criteria.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/saudishopper.com.sa\/en\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Twitter spam accounts - GlobalData estimate | Saudi Shopper\" \/>\n<meta property=\"og:description\" content=\"Twitter spam accounts: GlobalData estimates 10% of active users post spam, double Twitter\u2019s figure\u2014likely due to differing spam criteria.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/saudishopper.com.sa\/en\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\/\" \/>\n<meta property=\"og:site_name\" content=\"Saudishopper\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/SaudiShopper\" \/>\n<meta property=\"article:author\" content=\"https:\/\/www.facebook.com\/zamil\" \/>\n<meta property=\"article:published_time\" content=\"2022-06-14T07:16:51+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-03-27T22:04:38+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/saudishopper.com.sa\/en\/wp-content\/uploads\/2022\/06\/10-of-Twitters-active-accounts-are-posting-spam-content-says-GlobalData-2_ssict_1172_628.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1172\" \/>\n\t<meta property=\"og:image:height\" content=\"628\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"Zamil Safwan\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@zsafwan\" \/>\n<meta name=\"twitter:site\" content=\"@ssict\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Zamil Safwan\" \/>\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:\\\/\\\/saudishopper.com.sa\\\/en\\\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\\\/\"},\"author\":{\"name\":\"Zamil Safwan\",\"@id\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/#\\\/schema\\\/person\\\/8351552105da6d5a684fb7e010f12047\"},\"headline\":\"10% of Twitter\u2019s active accounts are posting spam content, says GlobalData\",\"datePublished\":\"2022-06-14T07:16:51+00:00\",\"dateModified\":\"2026-03-27T22:04:38+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\\\/\"},\"wordCount\":691,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/wp-content\\\/uploads\\\/2022\\\/06\\\/10-of-Twitters-active-accounts-are-posting-spam-content-says-GlobalData-2_ssict_1172_628.webp\",\"articleSection\":[\"Social Media\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\\\/#respond\"]}],\"copyrightYear\":\"2022\",\"copyrightHolder\":{\"@id\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\\\/\",\"url\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\\\/\",\"name\":\"Twitter spam accounts - GlobalData estimate | Saudi Shopper\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/wp-content\\\/uploads\\\/2022\\\/06\\\/10-of-Twitters-active-accounts-are-posting-spam-content-says-GlobalData-2_ssict_1172_628.webp\",\"datePublished\":\"2022-06-14T07:16:51+00:00\",\"dateModified\":\"2026-03-27T22:04:38+00:00\",\"description\":\"Twitter spam accounts: GlobalData estimates 10% of active users post spam, double Twitter\u2019s figure\u2014likely due to differing spam criteria.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\\\/#primaryimage\",\"url\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/wp-content\\\/uploads\\\/2022\\\/06\\\/10-of-Twitters-active-accounts-are-posting-spam-content-says-GlobalData-2_ssict_1172_628.webp\",\"contentUrl\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/wp-content\\\/uploads\\\/2022\\\/06\\\/10-of-Twitters-active-accounts-are-posting-spam-content-says-GlobalData-2_ssict_1172_628.webp\",\"width\":1172,\"height\":628,\"caption\":\"10% of Twitter\u2019s active accounts are posting spam content, says GlobalData 2_ssict_1172_628\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"10% of Twitter\u2019s active accounts are posting spam content, says GlobalData\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/\",\"name\":\"Saudishopper\",\"description\":\"Saudi ICT Shopper News\",\"publisher\":{\"@id\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/#organization\",\"name\":\"Saudi ICT News\",\"alternateName\":\"Saudi ICT Shopper News\",\"url\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/wp-content\\\/uploads\\\/2020\\\/08\\\/SSTrans.png\",\"contentUrl\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/wp-content\\\/uploads\\\/2020\\\/08\\\/SSTrans.png\",\"width\":423,\"height\":165,\"caption\":\"Saudi ICT News\"},\"image\":{\"@id\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/SaudiShopper\",\"https:\\\/\\\/x.com\\\/ssict\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/#\\\/schema\\\/person\\\/8351552105da6d5a684fb7e010f12047\",\"name\":\"Zamil Safwan\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/a483a8920db50e1d6142462856d7925f4a9543091c79df709d1380ea7fbef8ec?s=96&d=https%3A%2F%2Fsaudishopper.com.sa%2Fen%2Fwp-content%2Fuploads%2F2020%2F12%2Fcropped-ss-icon--150x150.png&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/a483a8920db50e1d6142462856d7925f4a9543091c79df709d1380ea7fbef8ec?s=96&d=https%3A%2F%2Fsaudishopper.com.sa%2Fen%2Fwp-content%2Fuploads%2F2020%2F12%2Fcropped-ss-icon--150x150.png&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/a483a8920db50e1d6142462856d7925f4a9543091c79df709d1380ea7fbef8ec?s=96&d=https%3A%2F%2Fsaudishopper.com.sa%2Fen%2Fwp-content%2Fuploads%2F2020%2F12%2Fcropped-ss-icon--150x150.png&r=g\",\"caption\":\"Zamil Safwan\"},\"description\":\"An experienced technologist with expertise spanning Digital Transformation, E-commerce, Start-ups, and Fintech. Zamil offers insightful analysis on the convergence of finance and technology in the evolving digital landscape.\",\"sameAs\":[\"https:\\\/\\\/zsafwan.net\",\"https:\\\/\\\/www.facebook.com\\\/zamil\",\"https:\\\/\\\/x.com\\\/@zsafwan\"],\"url\":\"https:\\\/\\\/saudishopper.com.sa\\\/en\\\/author\\\/zamil\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Twitter spam accounts - GlobalData estimate | Saudi Shopper","description":"Twitter spam accounts: GlobalData estimates 10% of active users post spam, double Twitter\u2019s figure\u2014likely due to differing spam criteria.","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:\/\/saudishopper.com.sa\/en\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\/","og_locale":"en_US","og_type":"article","og_title":"Twitter spam accounts - GlobalData estimate | Saudi Shopper","og_description":"Twitter spam accounts: GlobalData estimates 10% of active users post spam, double Twitter\u2019s figure\u2014likely due to differing spam criteria.","og_url":"https:\/\/saudishopper.com.sa\/en\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\/","og_site_name":"Saudishopper","article_publisher":"https:\/\/www.facebook.com\/SaudiShopper","article_author":"https:\/\/www.facebook.com\/zamil","article_published_time":"2022-06-14T07:16:51+00:00","article_modified_time":"2026-03-27T22:04:38+00:00","og_image":[{"width":1172,"height":628,"url":"https:\/\/saudishopper.com.sa\/en\/wp-content\/uploads\/2022\/06\/10-of-Twitters-active-accounts-are-posting-spam-content-says-GlobalData-2_ssict_1172_628.webp","type":"image\/webp"}],"author":"Zamil Safwan","twitter_card":"summary_large_image","twitter_creator":"@zsafwan","twitter_site":"@ssict","twitter_misc":{"Written by":"Zamil Safwan","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/saudishopper.com.sa\/en\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\/#article","isPartOf":{"@id":"https:\/\/saudishopper.com.sa\/en\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\/"},"author":{"name":"Zamil Safwan","@id":"https:\/\/saudishopper.com.sa\/en\/#\/schema\/person\/8351552105da6d5a684fb7e010f12047"},"headline":"10% of Twitter\u2019s active accounts are posting spam content, says GlobalData","datePublished":"2022-06-14T07:16:51+00:00","dateModified":"2026-03-27T22:04:38+00:00","mainEntityOfPage":{"@id":"https:\/\/saudishopper.com.sa\/en\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\/"},"wordCount":691,"commentCount":0,"publisher":{"@id":"https:\/\/saudishopper.com.sa\/en\/#organization"},"image":{"@id":"https:\/\/saudishopper.com.sa\/en\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\/#primaryimage"},"thumbnailUrl":"https:\/\/saudishopper.com.sa\/en\/wp-content\/uploads\/2022\/06\/10-of-Twitters-active-accounts-are-posting-spam-content-says-GlobalData-2_ssict_1172_628.webp","articleSection":["Social Media"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/saudishopper.com.sa\/en\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\/#respond"]}],"copyrightYear":"2022","copyrightHolder":{"@id":"https:\/\/saudishopper.com.sa\/en\/#organization"}},{"@type":"WebPage","@id":"https:\/\/saudishopper.com.sa\/en\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\/","url":"https:\/\/saudishopper.com.sa\/en\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\/","name":"Twitter spam accounts - GlobalData estimate | Saudi Shopper","isPartOf":{"@id":"https:\/\/saudishopper.com.sa\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/saudishopper.com.sa\/en\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\/#primaryimage"},"image":{"@id":"https:\/\/saudishopper.com.sa\/en\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\/#primaryimage"},"thumbnailUrl":"https:\/\/saudishopper.com.sa\/en\/wp-content\/uploads\/2022\/06\/10-of-Twitters-active-accounts-are-posting-spam-content-says-GlobalData-2_ssict_1172_628.webp","datePublished":"2022-06-14T07:16:51+00:00","dateModified":"2026-03-27T22:04:38+00:00","description":"Twitter spam accounts: GlobalData estimates 10% of active users post spam, double Twitter\u2019s figure\u2014likely due to differing spam criteria.","breadcrumb":{"@id":"https:\/\/saudishopper.com.sa\/en\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/saudishopper.com.sa\/en\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/saudishopper.com.sa\/en\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\/#primaryimage","url":"https:\/\/saudishopper.com.sa\/en\/wp-content\/uploads\/2022\/06\/10-of-Twitters-active-accounts-are-posting-spam-content-says-GlobalData-2_ssict_1172_628.webp","contentUrl":"https:\/\/saudishopper.com.sa\/en\/wp-content\/uploads\/2022\/06\/10-of-Twitters-active-accounts-are-posting-spam-content-says-GlobalData-2_ssict_1172_628.webp","width":1172,"height":628,"caption":"10% of Twitter\u2019s active accounts are posting spam content, says GlobalData 2_ssict_1172_628"},{"@type":"BreadcrumbList","@id":"https:\/\/saudishopper.com.sa\/en\/10-of-twitters-active-accounts-are-posting-spam-content-says-globaldata\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/saudishopper.com.sa\/en\/"},{"@type":"ListItem","position":2,"name":"10% of Twitter\u2019s active accounts are posting spam content, says GlobalData"}]},{"@type":"WebSite","@id":"https:\/\/saudishopper.com.sa\/en\/#website","url":"https:\/\/saudishopper.com.sa\/en\/","name":"Saudishopper","description":"Saudi ICT Shopper News","publisher":{"@id":"https:\/\/saudishopper.com.sa\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/saudishopper.com.sa\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/saudishopper.com.sa\/en\/#organization","name":"Saudi ICT News","alternateName":"Saudi ICT Shopper News","url":"https:\/\/saudishopper.com.sa\/en\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/saudishopper.com.sa\/en\/#\/schema\/logo\/image\/","url":"https:\/\/saudishopper.com.sa\/en\/wp-content\/uploads\/2020\/08\/SSTrans.png","contentUrl":"https:\/\/saudishopper.com.sa\/en\/wp-content\/uploads\/2020\/08\/SSTrans.png","width":423,"height":165,"caption":"Saudi ICT News"},"image":{"@id":"https:\/\/saudishopper.com.sa\/en\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/SaudiShopper","https:\/\/x.com\/ssict"]},{"@type":"Person","@id":"https:\/\/saudishopper.com.sa\/en\/#\/schema\/person\/8351552105da6d5a684fb7e010f12047","name":"Zamil Safwan","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/a483a8920db50e1d6142462856d7925f4a9543091c79df709d1380ea7fbef8ec?s=96&d=https%3A%2F%2Fsaudishopper.com.sa%2Fen%2Fwp-content%2Fuploads%2F2020%2F12%2Fcropped-ss-icon--150x150.png&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/a483a8920db50e1d6142462856d7925f4a9543091c79df709d1380ea7fbef8ec?s=96&d=https%3A%2F%2Fsaudishopper.com.sa%2Fen%2Fwp-content%2Fuploads%2F2020%2F12%2Fcropped-ss-icon--150x150.png&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/a483a8920db50e1d6142462856d7925f4a9543091c79df709d1380ea7fbef8ec?s=96&d=https%3A%2F%2Fsaudishopper.com.sa%2Fen%2Fwp-content%2Fuploads%2F2020%2F12%2Fcropped-ss-icon--150x150.png&r=g","caption":"Zamil Safwan"},"description":"An experienced technologist with expertise spanning Digital Transformation, E-commerce, Start-ups, and Fintech. Zamil offers insightful analysis on the convergence of finance and technology in the evolving digital landscape.","sameAs":["https:\/\/zsafwan.net","https:\/\/www.facebook.com\/zamil","https:\/\/x.com\/@zsafwan"],"url":"https:\/\/saudishopper.com.sa\/en\/author\/zamil\/"}]}},"_links":{"self":[{"href":"https:\/\/saudishopper.com.sa\/en\/wp-json\/wp\/v2\/posts\/34325","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/saudishopper.com.sa\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/saudishopper.com.sa\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/saudishopper.com.sa\/en\/wp-json\/wp\/v2\/users\/16"}],"replies":[{"embeddable":true,"href":"https:\/\/saudishopper.com.sa\/en\/wp-json\/wp\/v2\/comments?post=34325"}],"version-history":[{"count":1,"href":"https:\/\/saudishopper.com.sa\/en\/wp-json\/wp\/v2\/posts\/34325\/revisions"}],"predecessor-version":[{"id":70354,"href":"https:\/\/saudishopper.com.sa\/en\/wp-json\/wp\/v2\/posts\/34325\/revisions\/70354"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/saudishopper.com.sa\/en\/wp-json\/wp\/v2\/media\/34326"}],"wp:attachment":[{"href":"https:\/\/saudishopper.com.sa\/en\/wp-json\/wp\/v2\/media?parent=34325"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/saudishopper.com.sa\/en\/wp-json\/wp\/v2\/categories?post=34325"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/saudishopper.com.sa\/en\/wp-json\/wp\/v2\/tags?post=34325"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}