{"id":1836,"date":"2026-03-16T20:27:53","date_gmt":"2026-03-16T19:27:53","guid":{"rendered":"https:\/\/bundesstiftung-friedensforschung.de\/en\/?p=1836"},"modified":"2026-03-16T20:27:55","modified_gmt":"2026-03-16T19:27:55","slug":"automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers","status":"publish","type":"post","link":"https:\/\/bundesstiftung-friedensforschung.de\/en\/2026\/03\/16\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\/","title":{"rendered":"Automated Data Pipelines for Real-Time Monitoring of Global Weapons Transfers"},"content":{"rendered":"\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-24ple99-22be6eea749dc2e72b9660c14539a3f2\">\n.flex_column.av-24ple99-22be6eea749dc2e72b9660c14539a3f2{\nbackground-color:#f2f2f2;\n}\n<\/style>\n<div  class='flex_column av-24ple99-22be6eea749dc2e72b9660c14539a3f2 av_one_full  avia-builder-el-0  el_before_av_section  avia-builder-el-no-sibling  first flex_column_div  '     ><p>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-bfyke7-9b610966136dd7f83d7b79586ae4bf9d\">\n.av_font_icon.av-bfyke7-9b610966136dd7f83d7b79586ae4bf9d{\ncolor:#0a0a0a;\nborder-color:#0a0a0a;\n}\n.avia-svg-icon.av-bfyke7-9b610966136dd7f83d7b79586ae4bf9d svg:first-child{\nstroke:#0a0a0a;\nfill:#0a0a0a;\n}\n.av_font_icon.av-bfyke7-9b610966136dd7f83d7b79586ae4bf9d .av-icon-char{\nfont-size:40px;\n}\n<\/style>\n<span  class='av_font_icon av-bfyke7-9b610966136dd7f83d7b79586ae4bf9d avia_animate_when_visible av-icon-style- avia-icon-pos-left avia-svg-icon avia-font-svg_entypo-fontello avia-icon-animate'><a href='https:\/\/bundesstiftung-friedensforschung.de\/en\/forschungsprojekte-fb-1\/'   class='av-icon-char' data-av_svg_icon='left-open' data-av_iconset='svg_entypo-fontello' data-avia-icon-tooltip=\"&lt;br \/&gt;\nBack to FB1&lt;br \/&gt;\n\"><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"11\" height=\"32\" viewBox=\"0 0 11 32\" preserveAspectRatio=\"xMidYMid meet\" aria-labelledby='av-svg-title-1' aria-describedby='av-svg-desc-1' role=\"graphics-symbol\" aria-hidden=\"false\">\n<title id='av-svg-title-1'>Left-open<\/title>\n<desc id='av-svg-desc-1'>Left-open<\/desc>\n<path d=\"M7.744 7.168q0.448-0.512 1.248-0.512t1.312 0.512q1.216 1.152 0 2.56l-5.952 6.272 5.952 6.208q1.216 1.408 0 2.56-0.512 0.512-1.28 0.512t-1.28-0.512l-7.232-7.552q-0.512-0.512-0.512-1.216 0-0.768 0.512-1.28 6.592-6.848 7.232-7.552z\"><\/path>\n<\/svg><\/a><\/span><br \/>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-kdest-8986e0469408633a260ae0f6282b79ed\">\n#top .hr.hr-invisible.av-kdest-8986e0469408633a260ae0f6282b79ed{\nheight:25px;\n}\n<\/style>\n<div  class='hr av-kdest-8986e0469408633a260ae0f6282b79ed hr-invisible  avia-builder-el-2  el_after_av_font_icon  avia-builder-el-last '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div><\/p><\/div>\n<\/div><\/div><\/div><!-- close content main div --><\/div><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-1ctm4ul-e81c35f9164b8493800e59bde09c55a2\">\n.avia-section.av-1ctm4ul-e81c35f9164b8493800e59bde09c55a2{\nmargin-top:-50px;\nmargin-bottom:25px;\n}\n<\/style>\n<div id='av_section_1'  class='avia-section av-1ctm4ul-e81c35f9164b8493800e59bde09c55a2 main_color avia-section-default avia-no-border-styling  avia-builder-el-3  el_after_av_one_full  avia-builder-el-last  fade-up-section avia-bg-style-scroll container_wrap fullsize'  ><div class='container av-section-cont-open' ><div class='template-page content  av-content-full alpha units'><div class='post-entry post-entry-type-page post-entry-1836'><div class='entry-content-wrapper clearfix'>\n<div class='flex_column_table av-rffsp9-6f4b1719c8a3d36618eca28f7c2c3e77 sc-av_one_full av-equal-height-column-flextable'>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-rffsp9-6f4b1719c8a3d36618eca28f7c2c3e77\">\n@-webkit-keyframes av_boxShadowEffect_av-rffsp9-6f4b1719c8a3d36618eca28f7c2c3e77-column {\n0%   { box-shadow:  0 0 0 0 #e2e2e2; opacity: 1; }\n100% { box-shadow:  0 0 10px 0 #e2e2e2; opacity: 1; }\n}\n@keyframes av_boxShadowEffect_av-rffsp9-6f4b1719c8a3d36618eca28f7c2c3e77-column {\n0%   { box-shadow:  0 0 0 0 #e2e2e2; opacity: 1; }\n100% { box-shadow:  0 0 10px 0 #e2e2e2; opacity: 1; }\n}\n#top .flex_column_table.av-equal-height-column-flextable.av-rffsp9-6f4b1719c8a3d36618eca28f7c2c3e77{\nmargin-top:0px;\nmargin-bottom:0px;\n}\n.flex_column.av-rffsp9-6f4b1719c8a3d36618eca28f7c2c3e77{\n-webkit-box-shadow: 0 0 10px 0 #e2e2e2;\n-moz-box-shadow: 0 0 10px 0 #e2e2e2;\nbox-shadow: 0 0 10px 0 #e2e2e2;\nborder-width:1px;\nborder-color:#ffffff;\nborder-style:solid;\n-webkit-border-radius:15px 15px 15px 15px;\n-moz-border-radius:15px 15px 15px 15px;\nborder-radius:15px 15px 15px 15px;\npadding:20px 20px 20px 20px;\nbackground-color:#ffffff;\n}\n<\/style>\n<div  class='flex_column av-rffsp9-6f4b1719c8a3d36618eca28f7c2c3e77 av_one_full  avia-builder-el-4  avia-builder-el-no-sibling  first no_margin flex_column_table_cell av-equal-height-column av-align-top shadow-not-animated  '     ><style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-tfci7-d640f60d21b96971294f3fb2adcf884d\">\n#top .av_textblock_section.av-tfci7-d640f60d21b96971294f3fb2adcf884d .avia_textblock{\ncolor:#0a0a0a;\n}\n<\/style>\n<section  class='av_textblock_section av-tfci7-d640f60d21b96971294f3fb2adcf884d '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock av_inherit_color'  itemprop=\"text\" ><h3><strong><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-4081\" src=\"https:\/\/bundesstiftung-friedensforschung.de\/wp-content\/uploads\/2016\/12\/Dsffirst40.png\" alt=\"Auf dem Bild ist das Logo der Stiftung in klein abgebildet.\" width=\"40\" height=\"29\" \/><b>Automated Data Pipelines for Real-Time Monitoring of Global Weapons Transfers<\/b><\/strong><\/h3>\n<p><span style=\"color: #000000;\"><strong>Project leadership: <\/strong>Prof. Dr. Paul W. Thurner and Dr. Oliver Pamp, Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen<br \/>\n<\/span><span style=\"color: #000000;\"><strong>Project typ:<\/strong> Pilot projekt<\/span><br \/>\n<span style=\"color: #000000;\"> <strong>Funding amount:<\/strong> 50 Tsd. Euro<\/span><br \/>\n<span style=\"color: #000000;\"> <strong>Duration:<\/strong> 12 month<\/span><\/p>\n<\/div><\/section><br \/>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-8i0p0f-1-737bcbc1889f1d9ecd959951693db577\">\n#top .hr.hr-invisible.av-8i0p0f-1-737bcbc1889f1d9ecd959951693db577{\nheight:5px;\n}\n<\/style>\n<div  class='hr av-8i0p0f-1-737bcbc1889f1d9ecd959951693db577 hr-invisible  avia-builder-el-6  el_after_av_textblock  el_before_av_textblock '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div><br \/>\n<section  class='av_textblock_section av-3jn0gf-b3fc321939789d651f6525e9d307bb68 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock av_inherit_color'  itemprop=\"text\" ><h2>Abstract<\/h2>\n<p>The international arms trade has a profound impact on global security, with the transfer of small arms and light weapons (SALW) to state and non-state actors playing a critical role in the escalation and de-escalation of conflicts. Despite its importance, data on SALW transfers remain limited due to the cessation of critical prior data initiatives and significant underreporting issues in existing sources. To address this gap, the pilot project aims to explore the feasibility of automated data pipelines for efficiently collecting and processing data on global weapon transfers. These pipelines will leverage machine learning and large language models to track global arms transfers to both state and non-state actors in real-time. The project, in partnership with SIPRI and leveraging support from the Munich Data Science hub, seeks to create a sustainable, updated data collection technology. The initiative will focus primarily on SALW but will also encompass major conventional weapons (MCW), aiming for greater accuracy and sustainability in arms monitoring practices.<\/p>\n<p>The envisioned data pipelines are intended to leverage pre-existing datasets in conjunction with continually updated governmental records, trade statistics, text corpora, and news media sources. The system will integrate AI tools and custom pipelines to evaluate performance and conduct multilingual text analyses to identify actors and weapon types. The streamed data is standardized using Named Entity Recognition and Deep Learning algorithms to provide detailed information on providers, recipients, and weapon details. The data engineering process will be semi-supervised, requiring domain experts due to substantial domain knowledge demands. The aim is to demonstrate efficiency gains and forensic possibilities by incorporating new data sources and integrating data streams.<\/p>\n<p>The implementation of automated data pipelines is expected to transform and improve the monitoring of global weapon transfers, enhancing policymaking and international collaboration on arms control. This will also contribute to new research data infrastructure in peace and conflict studies. The Pilot Project will be crucial in evaluating the feasibility of these pipelines by analyzing data sources, refining extraction methods, establishing data cleaning and integration protocols, and exploring automation of extraction processes with potential real-time monitoring systems.<\/p>\n<\/div><\/section><\/p><\/div><\/div><!--close column table wrapper. Autoclose: 1 -->\n","protected":false},"excerpt":{"rendered":"<p><\/br><\/br><b><br \/>\nAutomated Data Pipelines for Real-Time Monitoring of Global Weapons Transfers<br \/>\n<\/b><\/br>Pilot project<\/br><\/p>\n<p>2025, duration 12 month<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6,72],"tags":[],"class_list":["post-1836","post","type-post","status-publish","format-standard","hentry","category-aktuelle-forschungsprojekte","category-foerderarchiv-2024-fb1"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Automated Data Pipelines for Real-Time Monitoring of Global Weapons Transfers - german foundation for peace research<\/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:\/\/bundesstiftung-friedensforschung.de\/en\/2026\/03\/16\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Automated Data Pipelines for Real-Time Monitoring of Global Weapons Transfers - german foundation for peace research\" \/>\n<meta property=\"og:description\" content=\"Automated Data Pipelines for Real-Time Monitoring of Global Weapons Transfers Pilot project 2025, duration 12 month\" \/>\n<meta property=\"og:url\" content=\"https:\/\/bundesstiftung-friedensforschung.de\/en\/2026\/03\/16\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\/\" \/>\n<meta property=\"og:site_name\" content=\"german foundation for peace research\" \/>\n<meta property=\"article:published_time\" content=\"2026-03-16T19:27:53+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-03-16T19:27:55+00:00\" \/>\n<meta name=\"author\" content=\"dsfredakteur1x\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"dsfredakteur1x\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/bundesstiftung-friedensforschung.de\\\/en\\\/2026\\\/03\\\/16\\\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/bundesstiftung-friedensforschung.de\\\/en\\\/2026\\\/03\\\/16\\\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\\\/\"},\"author\":{\"name\":\"dsfredakteur1x\",\"@id\":\"https:\\\/\\\/bundesstiftung-friedensforschung.de\\\/en\\\/#\\\/schema\\\/person\\\/87d929497abffeb71f3240e53ba69266\"},\"headline\":\"Automated Data Pipelines for Real-Time Monitoring of Global Weapons Transfers\",\"datePublished\":\"2026-03-16T19:27:53+00:00\",\"dateModified\":\"2026-03-16T19:27:55+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/bundesstiftung-friedensforschung.de\\\/en\\\/2026\\\/03\\\/16\\\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\\\/\"},\"wordCount\":1702,\"image\":{\"@id\":\"https:\\\/\\\/bundesstiftung-friedensforschung.de\\\/en\\\/2026\\\/03\\\/16\\\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/bundesstiftung-friedensforschung.de\\\/wp-content\\\/uploads\\\/2016\\\/12\\\/Dsffirst40.png\",\"articleSection\":[\"Aktuelle Forschungsprojekte\",\"F\u00f6rderarchiv 2024 FB1\"],\"inLanguage\":\"en-GB\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/bundesstiftung-friedensforschung.de\\\/en\\\/2026\\\/03\\\/16\\\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\\\/\",\"url\":\"https:\\\/\\\/bundesstiftung-friedensforschung.de\\\/en\\\/2026\\\/03\\\/16\\\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\\\/\",\"name\":\"Automated Data Pipelines for Real-Time Monitoring of Global Weapons Transfers - german foundation for peace research\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/bundesstiftung-friedensforschung.de\\\/en\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/bundesstiftung-friedensforschung.de\\\/en\\\/2026\\\/03\\\/16\\\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/bundesstiftung-friedensforschung.de\\\/en\\\/2026\\\/03\\\/16\\\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/bundesstiftung-friedensforschung.de\\\/wp-content\\\/uploads\\\/2016\\\/12\\\/Dsffirst40.png\",\"datePublished\":\"2026-03-16T19:27:53+00:00\",\"dateModified\":\"2026-03-16T19:27:55+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/bundesstiftung-friedensforschung.de\\\/en\\\/#\\\/schema\\\/person\\\/87d929497abffeb71f3240e53ba69266\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/bundesstiftung-friedensforschung.de\\\/en\\\/2026\\\/03\\\/16\\\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\\\/#breadcrumb\"},\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/bundesstiftung-friedensforschung.de\\\/en\\\/2026\\\/03\\\/16\\\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\\\/\\\/bundesstiftung-friedensforschung.de\\\/en\\\/2026\\\/03\\\/16\\\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\\\/#primaryimage\",\"url\":\"https:\\\/\\\/bundesstiftung-friedensforschung.de\\\/wp-content\\\/uploads\\\/2016\\\/12\\\/Dsffirst40.png\",\"contentUrl\":\"https:\\\/\\\/bundesstiftung-friedensforschung.de\\\/wp-content\\\/uploads\\\/2016\\\/12\\\/Dsffirst40.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/bundesstiftung-friedensforschung.de\\\/en\\\/2026\\\/03\\\/16\\\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Startseite\",\"item\":\"https:\\\/\\\/bundesstiftung-friedensforschung.de\\\/en\\\/about-us-2\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Automated Data Pipelines for Real-Time Monitoring of Global Weapons Transfers\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/bundesstiftung-friedensforschung.de\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/bundesstiftung-friedensforschung.de\\\/en\\\/\",\"name\":\"german foundation for peace research\",\"description\":\"german foundation for peace research\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/bundesstiftung-friedensforschung.de\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-GB\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/bundesstiftung-friedensforschung.de\\\/en\\\/#\\\/schema\\\/person\\\/87d929497abffeb71f3240e53ba69266\",\"name\":\"dsfredakteur1x\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/24b270f13ace9316afef8aa02502c570f344096a279c747c53a2cb6d2e085f58?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/24b270f13ace9316afef8aa02502c570f344096a279c747c53a2cb6d2e085f58?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/24b270f13ace9316afef8aa02502c570f344096a279c747c53a2cb6d2e085f58?s=96&d=mm&r=g\",\"caption\":\"dsfredakteur1x\"},\"url\":\"https:\\\/\\\/bundesstiftung-friedensforschung.de\\\/en\\\/author\\\/dsfredakteur1x\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Automated Data Pipelines for Real-Time Monitoring of Global Weapons Transfers - german foundation for peace research","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:\/\/bundesstiftung-friedensforschung.de\/en\/2026\/03\/16\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\/","og_locale":"en_GB","og_type":"article","og_title":"Automated Data Pipelines for Real-Time Monitoring of Global Weapons Transfers - german foundation for peace research","og_description":"Automated Data Pipelines for Real-Time Monitoring of Global Weapons Transfers Pilot project 2025, duration 12 month","og_url":"https:\/\/bundesstiftung-friedensforschung.de\/en\/2026\/03\/16\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\/","og_site_name":"german foundation for peace research","article_published_time":"2026-03-16T19:27:53+00:00","article_modified_time":"2026-03-16T19:27:55+00:00","author":"dsfredakteur1x","twitter_card":"summary_large_image","twitter_misc":{"Written by":"dsfredakteur1x","Estimated reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/bundesstiftung-friedensforschung.de\/en\/2026\/03\/16\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\/#article","isPartOf":{"@id":"https:\/\/bundesstiftung-friedensforschung.de\/en\/2026\/03\/16\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\/"},"author":{"name":"dsfredakteur1x","@id":"https:\/\/bundesstiftung-friedensforschung.de\/en\/#\/schema\/person\/87d929497abffeb71f3240e53ba69266"},"headline":"Automated Data Pipelines for Real-Time Monitoring of Global Weapons Transfers","datePublished":"2026-03-16T19:27:53+00:00","dateModified":"2026-03-16T19:27:55+00:00","mainEntityOfPage":{"@id":"https:\/\/bundesstiftung-friedensforschung.de\/en\/2026\/03\/16\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\/"},"wordCount":1702,"image":{"@id":"https:\/\/bundesstiftung-friedensforschung.de\/en\/2026\/03\/16\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\/#primaryimage"},"thumbnailUrl":"https:\/\/bundesstiftung-friedensforschung.de\/wp-content\/uploads\/2016\/12\/Dsffirst40.png","articleSection":["Aktuelle Forschungsprojekte","F\u00f6rderarchiv 2024 FB1"],"inLanguage":"en-GB"},{"@type":"WebPage","@id":"https:\/\/bundesstiftung-friedensforschung.de\/en\/2026\/03\/16\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\/","url":"https:\/\/bundesstiftung-friedensforschung.de\/en\/2026\/03\/16\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\/","name":"Automated Data Pipelines for Real-Time Monitoring of Global Weapons Transfers - german foundation for peace research","isPartOf":{"@id":"https:\/\/bundesstiftung-friedensforschung.de\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/bundesstiftung-friedensforschung.de\/en\/2026\/03\/16\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\/#primaryimage"},"image":{"@id":"https:\/\/bundesstiftung-friedensforschung.de\/en\/2026\/03\/16\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\/#primaryimage"},"thumbnailUrl":"https:\/\/bundesstiftung-friedensforschung.de\/wp-content\/uploads\/2016\/12\/Dsffirst40.png","datePublished":"2026-03-16T19:27:53+00:00","dateModified":"2026-03-16T19:27:55+00:00","author":{"@id":"https:\/\/bundesstiftung-friedensforschung.de\/en\/#\/schema\/person\/87d929497abffeb71f3240e53ba69266"},"breadcrumb":{"@id":"https:\/\/bundesstiftung-friedensforschung.de\/en\/2026\/03\/16\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\/#breadcrumb"},"inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/bundesstiftung-friedensforschung.de\/en\/2026\/03\/16\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\/"]}]},{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/bundesstiftung-friedensforschung.de\/en\/2026\/03\/16\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\/#primaryimage","url":"https:\/\/bundesstiftung-friedensforschung.de\/wp-content\/uploads\/2016\/12\/Dsffirst40.png","contentUrl":"https:\/\/bundesstiftung-friedensforschung.de\/wp-content\/uploads\/2016\/12\/Dsffirst40.png"},{"@type":"BreadcrumbList","@id":"https:\/\/bundesstiftung-friedensforschung.de\/en\/2026\/03\/16\/automated-data-pipelines-for-real-time-monitoring-of-global-weapons-transfers\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Startseite","item":"https:\/\/bundesstiftung-friedensforschung.de\/en\/about-us-2\/"},{"@type":"ListItem","position":2,"name":"Automated Data Pipelines for Real-Time Monitoring of Global Weapons Transfers"}]},{"@type":"WebSite","@id":"https:\/\/bundesstiftung-friedensforschung.de\/en\/#website","url":"https:\/\/bundesstiftung-friedensforschung.de\/en\/","name":"german foundation for peace research","description":"german foundation for peace research","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/bundesstiftung-friedensforschung.de\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-GB"},{"@type":"Person","@id":"https:\/\/bundesstiftung-friedensforschung.de\/en\/#\/schema\/person\/87d929497abffeb71f3240e53ba69266","name":"dsfredakteur1x","image":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/secure.gravatar.com\/avatar\/24b270f13ace9316afef8aa02502c570f344096a279c747c53a2cb6d2e085f58?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/24b270f13ace9316afef8aa02502c570f344096a279c747c53a2cb6d2e085f58?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/24b270f13ace9316afef8aa02502c570f344096a279c747c53a2cb6d2e085f58?s=96&d=mm&r=g","caption":"dsfredakteur1x"},"url":"https:\/\/bundesstiftung-friedensforschung.de\/en\/author\/dsfredakteur1x\/"}]}},"publishpress_future_action":{"enabled":false,"date":"2026-08-21 19:09:29","action":"change-status","newStatus":"draft","terms":[],"taxonomy":"category","extraData":[]},"publishpress_future_workflow_manual_trigger":{"enabledWorkflows":[]},"_links":{"self":[{"href":"https:\/\/bundesstiftung-friedensforschung.de\/en\/wp-json\/wp\/v2\/posts\/1836","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bundesstiftung-friedensforschung.de\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/bundesstiftung-friedensforschung.de\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/bundesstiftung-friedensforschung.de\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/bundesstiftung-friedensforschung.de\/en\/wp-json\/wp\/v2\/comments?post=1836"}],"version-history":[{"count":1,"href":"https:\/\/bundesstiftung-friedensforschung.de\/en\/wp-json\/wp\/v2\/posts\/1836\/revisions"}],"predecessor-version":[{"id":1837,"href":"https:\/\/bundesstiftung-friedensforschung.de\/en\/wp-json\/wp\/v2\/posts\/1836\/revisions\/1837"}],"wp:attachment":[{"href":"https:\/\/bundesstiftung-friedensforschung.de\/en\/wp-json\/wp\/v2\/media?parent=1836"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/bundesstiftung-friedensforschung.de\/en\/wp-json\/wp\/v2\/categories?post=1836"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bundesstiftung-friedensforschung.de\/en\/wp-json\/wp\/v2\/tags?post=1836"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}