{"id":17165,"date":"2022-01-05T15:47:00","date_gmt":"2022-01-05T13:47:00","guid":{"rendered":"https:\/\/weare.fi\/?p=17165"},"modified":"2026-07-16T09:44:29","modified_gmt":"2026-07-16T07:44:29","slug":"what-is-dark-data","status":"publish","type":"post","link":"https:\/\/weare.fi\/en\/mika-on-dark-data\/","title":{"rendered":"What is Dark Data?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"17165\" class=\"elementor elementor-17165\" data-elementor-settings=\"{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-30a7f79f elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"30a7f79f\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;motion_fx_opacity_range&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:20,&quot;end&quot;:30}},&quot;sticky&quot;:&quot;top&quot;,&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;motion_fx_opacity_effect&quot;:&quot;yes&quot;,&quot;_ha_eqh_enable&quot;:false,&quot;motion_fx_opacity_direction&quot;:&quot;out-in&quot;,&quot;motion_fx_opacity_level&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:10,&quot;sizes&quot;:[]},&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet_extra&quot;,&quot;tablet&quot;,&quot;mobile_extra&quot;,&quot;mobile&quot;],&quot;sticky_on&quot;:[&quot;desktop&quot;,&quot;tablet_extra&quot;,&quot;tablet&quot;,&quot;mobile_extra&quot;,&quot;mobile&quot;],&quot;sticky_offset&quot;:0,&quot;sticky_effects_offset&quot;:0,&quot;sticky_anchor_link_offset&quot;:0}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-338c91c9\" data-id=\"338c91c9\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-395c126a elementor-widget elementor-widget-theme-site-logo elementor-widget-image\" data-id=\"395c126a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-site-logo.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/weare.fi\/en\">\n\t\t\t<img decoding=\"async\" width=\"429\" height=\"89\" src=\"https:\/\/weare.fi\/wp-content\/uploads\/2021\/10\/pieni_logo_horiso@2x-78x16.png\" class=\"attachment-full size-full wp-image-2197\" alt=\"\" srcset=\"https:\/\/weare.fi\/wp-content\/uploads\/2021\/10\/pieni_logo_horiso@2x.png 429w, https:\/\/weare.fi\/wp-content\/uploads\/2021\/10\/pieni_logo_horiso@2x-300x62.png 300w, https:\/\/weare.fi\/wp-content\/uploads\/2021\/10\/pieni_logo_horiso@2x-18x4.png 18w, https:\/\/weare.fi\/wp-content\/uploads\/2021\/10\/pieni_logo_horiso@2x-78x16.png 78w\" sizes=\"(max-width: 429px) 100vw, 429px\" \/>\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-7427e1f7\" data-id=\"7427e1f7\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t<div class=\"elementor-element elementor-element-464a37a e-flex e-con-boxed e-con e-parent\" data-id=\"464a37a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aa5cc24 elementor-widget elementor-widget-spacer\" data-id=\"aa5cc24\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1cdb4865 elementor-nav-menu__align-end header elementor-nav-menu--dropdown-tablet_extra elementor-hidden-desktop elementor-nav-menu--stretch elementor-nav-menu__text-align-aside elementor-nav-menu--toggle elementor-nav-menu--burger elementor-widget elementor-widget-nav-menu\" data-id=\"1cdb4865\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;submenu_icon&quot;:{&quot;value&quot;:&quot;&lt;i class=\\&quot;fas fa-chevron-down\\&quot; aria-hidden=\\&quot;true\\&quot;&gt;&lt;\\\/i&gt;&quot;,&quot;library&quot;:&quot;fa-solid&quot;},&quot;full_width&quot;:&quot;stretch&quot;,&quot;layout&quot;:&quot;horizontal&quot;,&quot;toggle&quot;:&quot;burger&quot;}\" data-widget_type=\"nav-menu.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<nav aria-label=\"Menu\" class=\"elementor-nav-menu--main elementor-nav-menu__container elementor-nav-menu--layout-horizontal e--pointer-none\">\n\t\t\t\t<ul id=\"menu-1-1cdb4865\" class=\"elementor-nav-menu\"><li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-17209\"><a aria-expanded=\"false\" href=\"https:\/\/weare.fi\/en\/splunk-konsultointipalvelut\/\" class=\"elementor-item menu-link\">Splunk<span role=\"button\" class=\"dropdown-menu-toggle ast-header-navigation-arrow\" tabindex=\"0\" aria-expanded=\"false\" aria-label=\"Menu Toggle\" aria-haspopup=\"true\"><\/span><span class=\"sub-arrow\"><i class=\"fas fa-chevron-down\" aria-hidden=\"true\"><\/i><\/span><\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-25724\"><a href=\"https:\/\/weare.fi\/en\/splunk-enterprise-pricing\/\" class=\"elementor-sub-item menu-link\">Splunk Enterprice Pricing<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-25727\"><a aria-expanded=\"false\" href=\"https:\/\/weare.fi\/en\/splunk-konsultointipalvelut\/observability\/\" class=\"elementor-item menu-link\">Observability<span role=\"button\" class=\"dropdown-menu-toggle ast-header-navigation-arrow\" tabindex=\"0\" aria-expanded=\"false\" aria-label=\"Menu Toggle\" aria-haspopup=\"true\"><\/span><span class=\"sub-arrow\"><i class=\"fas fa-chevron-down\" aria-hidden=\"true\"><\/i><\/span><\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-25726\"><a href=\"https:\/\/weare.fi\/en\/splunk-konsultointipalvelut\/observability-as-a-service\/\" class=\"elementor-sub-item menu-link\">Observability as a Service<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-25725\"><a href=\"https:\/\/weare.fi\/en\/palvelut\/weare-observability-hub\/\" class=\"elementor-sub-item menu-link\">Observability Hub<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-25728\"><a href=\"https:\/\/weare.fi\/en\/free-observability-maturity-assessment\/\" class=\"elementor-sub-item menu-link\">Free Observability Maturity Assessment<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-25945\"><a href=\"https:\/\/weare.fi\/en\/observability-e-book-full-visibility-in-distributed-architecture\/\" class=\"elementor-sub-item menu-link\">Observability Playbook<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-23719\"><a aria-expanded=\"false\" href=\"https:\/\/weare.fi\/en\/atlassian-solutions-consulting-services\/\" class=\"elementor-item menu-link\">Atlassian<span role=\"button\" class=\"dropdown-menu-toggle ast-header-navigation-arrow\" tabindex=\"0\" aria-expanded=\"false\" aria-label=\"Menu Toggle\" aria-haspopup=\"true\"><\/span><span class=\"sub-arrow\"><i class=\"fas fa-chevron-down\" aria-hidden=\"true\"><\/i><\/span><\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-23720\"><a href=\"https:\/\/weare.fi\/en\/atlassian-solutions-consulting-services\/jira-consulting\/\" class=\"elementor-sub-item menu-link\">Jira<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-2632\"><a aria-expanded=\"false\" href=\"https:\/\/weare.fi\/en\/uutiset\/\" class=\"elementor-item menu-link\">Blogs<span role=\"button\" class=\"dropdown-menu-toggle ast-header-navigation-arrow\" tabindex=\"0\" aria-expanded=\"false\" aria-label=\"Menu Toggle\" aria-haspopup=\"true\"><\/span><span class=\"sub-arrow\"><i class=\"fas fa-chevron-down\" aria-hidden=\"true\"><\/i><\/span><\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-19721\"><a href=\"https:\/\/weare.fi\/en\/asiakastarinat\/\" class=\"elementor-sub-item menu-link\">Asiakastarinat<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-12801\"><a aria-expanded=\"false\" href=\"https:\/\/weare.fi\/en\/meista\/\" class=\"elementor-item menu-link\">Meist\u00e4<span role=\"button\" class=\"dropdown-menu-toggle ast-header-navigation-arrow\" tabindex=\"0\" aria-expanded=\"false\" aria-label=\"Menu Toggle\" aria-haspopup=\"true\"><\/span><span class=\"sub-arrow\"><i class=\"fas fa-chevron-down\" aria-hidden=\"true\"><\/i><\/span><\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-11990\"><a href=\"https:\/\/careers.weare.fi\/\" class=\"elementor-sub-item menu-link\">Rekrytointi<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-4801\"><a href=\"https:\/\/weare.fi\/en\/meista\/yritysvastuullisuus\/\" class=\"elementor-sub-item menu-link\">Yritysvastuullisuus<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-13935\"><a href=\"https:\/\/weare.fi\/en\/ota-yhteytta\/\" class=\"elementor-item menu-link\">Ota yhteytt\u00e4<\/a><\/li>\n<li class=\"trp-language-switcher-container menu-item menu-item-type-post_type menu-item-object-language_switcher current-language-menu-item menu-item-2636\"><a href=\"https:\/\/weare.fi\/en\/wp-json\/wp\/v2\/posts\/17165#TRPLINKPROCESSED\" class=\"elementor-item elementor-item-anchor menu-link\"><span data-no-translation><img decoding=\"async\" class=\"trp-flag-image\" src=\"https:\/\/weare.fi\/wp-content\/plugins\/translatepress-multilingual\/assets\/images\/flags\/fi.png\" width=\"18\" height=\"12\" alt=\"fi\" title=\"Finnish\"><span class=\"trp-ls-language-name\">FI<\/span><\/span><\/a><\/li>\n<li class=\"trp-language-switcher-container menu-item menu-item-type-post_type menu-item-object-language_switcher current-language-menu-item menu-item-2634\"><a href=\"https:\/\/weare.fi\/en\/wp-json\/wp\/v2\/posts\/17165#TRPLINKPROCESSED\" class=\"elementor-item elementor-item-anchor menu-link\"><span data-no-translation><img decoding=\"async\" class=\"trp-flag-image\" src=\"https:\/\/weare.fi\/wp-content\/plugins\/translatepress-multilingual\/assets\/images\/flags\/en_GB.png\" width=\"18\" height=\"12\" alt=\"en_GB\" title=\"English\"><span class=\"trp-ls-language-name\">EN<\/span><\/span><\/a><\/li>\n<\/ul>\t\t\t<\/nav>\n\t\t\t\t\t<div class=\"elementor-menu-toggle\" role=\"button\" tabindex=\"0\" aria-label=\"Menu Toggle\" aria-expanded=\"false\">\n\t\t\t<i aria-hidden=\"true\" role=\"presentation\" class=\"elementor-menu-toggle__icon--open eicon-menu-bar\"><\/i><i aria-hidden=\"true\" role=\"presentation\" class=\"elementor-menu-toggle__icon--close eicon-close\"><\/i>\t\t<\/div>\n\t\t\t\t\t<nav class=\"elementor-nav-menu--dropdown elementor-nav-menu__container\" aria-hidden=\"true\">\n\t\t\t\t<ul id=\"menu-2-1cdb4865\" class=\"elementor-nav-menu\"><li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-17209\"><a aria-expanded=\"false\" href=\"https:\/\/weare.fi\/en\/splunk-konsultointipalvelut\/\" class=\"elementor-item menu-link\" tabindex=\"-1\">Splunk<span role=\"button\" class=\"dropdown-menu-toggle ast-header-navigation-arrow\" tabindex=\"0\" aria-expanded=\"false\" aria-label=\"Menu Toggle\" aria-haspopup=\"true\"><\/span><span class=\"sub-arrow\"><i class=\"fas fa-chevron-down\" aria-hidden=\"true\"><\/i><\/span><\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-25724\"><a href=\"https:\/\/weare.fi\/en\/splunk-enterprise-pricing\/\" class=\"elementor-sub-item menu-link\" tabindex=\"-1\">Splunk Enterprice Pricing<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-25727\"><a aria-expanded=\"false\" href=\"https:\/\/weare.fi\/en\/splunk-konsultointipalvelut\/observability\/\" class=\"elementor-item menu-link\" tabindex=\"-1\">Observability<span role=\"button\" class=\"dropdown-menu-toggle ast-header-navigation-arrow\" tabindex=\"0\" aria-expanded=\"false\" aria-label=\"Menu Toggle\" aria-haspopup=\"true\"><\/span><span class=\"sub-arrow\"><i class=\"fas fa-chevron-down\" aria-hidden=\"true\"><\/i><\/span><\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-25726\"><a href=\"https:\/\/weare.fi\/en\/splunk-konsultointipalvelut\/observability-as-a-service\/\" class=\"elementor-sub-item menu-link\" tabindex=\"-1\">Observability as a Service<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-25725\"><a href=\"https:\/\/weare.fi\/en\/palvelut\/weare-observability-hub\/\" class=\"elementor-sub-item menu-link\" tabindex=\"-1\">Observability Hub<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-25728\"><a href=\"https:\/\/weare.fi\/en\/free-observability-maturity-assessment\/\" class=\"elementor-sub-item menu-link\" tabindex=\"-1\">Free Observability Maturity Assessment<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-25945\"><a href=\"https:\/\/weare.fi\/en\/observability-e-book-full-visibility-in-distributed-architecture\/\" class=\"elementor-sub-item menu-link\" tabindex=\"-1\">Observability Playbook<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-23719\"><a aria-expanded=\"false\" href=\"https:\/\/weare.fi\/en\/atlassian-solutions-consulting-services\/\" class=\"elementor-item menu-link\" tabindex=\"-1\">Atlassian<span role=\"button\" class=\"dropdown-menu-toggle ast-header-navigation-arrow\" tabindex=\"0\" aria-expanded=\"false\" aria-label=\"Menu Toggle\" aria-haspopup=\"true\"><\/span><span class=\"sub-arrow\"><i class=\"fas fa-chevron-down\" aria-hidden=\"true\"><\/i><\/span><\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-23720\"><a href=\"https:\/\/weare.fi\/en\/atlassian-solutions-consulting-services\/jira-consulting\/\" class=\"elementor-sub-item menu-link\" tabindex=\"-1\">Jira<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-2632\"><a aria-expanded=\"false\" href=\"https:\/\/weare.fi\/en\/uutiset\/\" class=\"elementor-item menu-link\" tabindex=\"-1\">Blogs<span role=\"button\" class=\"dropdown-menu-toggle ast-header-navigation-arrow\" tabindex=\"0\" aria-expanded=\"false\" aria-label=\"Menu Toggle\" aria-haspopup=\"true\"><\/span><span class=\"sub-arrow\"><i class=\"fas fa-chevron-down\" aria-hidden=\"true\"><\/i><\/span><\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-19721\"><a href=\"https:\/\/weare.fi\/en\/asiakastarinat\/\" class=\"elementor-sub-item menu-link\" tabindex=\"-1\">Asiakastarinat<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-12801\"><a aria-expanded=\"false\" href=\"https:\/\/weare.fi\/en\/meista\/\" class=\"elementor-item menu-link\" tabindex=\"-1\">Meist\u00e4<span role=\"button\" class=\"dropdown-menu-toggle ast-header-navigation-arrow\" tabindex=\"0\" aria-expanded=\"false\" aria-label=\"Menu Toggle\" aria-haspopup=\"true\"><\/span><span class=\"sub-arrow\"><i class=\"fas fa-chevron-down\" aria-hidden=\"true\"><\/i><\/span><\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-11990\"><a href=\"https:\/\/careers.weare.fi\/\" class=\"elementor-sub-item menu-link\" tabindex=\"-1\">Rekrytointi<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-4801\"><a href=\"https:\/\/weare.fi\/en\/meista\/yritysvastuullisuus\/\" class=\"elementor-sub-item menu-link\" tabindex=\"-1\">Yritysvastuullisuus<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-13935\"><a href=\"https:\/\/weare.fi\/en\/ota-yhteytta\/\" class=\"elementor-item menu-link\" tabindex=\"-1\">Ota yhteytt\u00e4<\/a><\/li>\n<li class=\"trp-language-switcher-container menu-item menu-item-type-post_type menu-item-object-language_switcher current-language-menu-item menu-item-2636\"><a href=\"https:\/\/weare.fi\/en\/wp-json\/wp\/v2\/posts\/17165#TRPLINKPROCESSED\" class=\"elementor-item elementor-item-anchor menu-link\" tabindex=\"-1\"><span data-no-translation><img decoding=\"async\" class=\"trp-flag-image\" src=\"https:\/\/weare.fi\/wp-content\/plugins\/translatepress-multilingual\/assets\/images\/flags\/fi.png\" width=\"18\" height=\"12\" alt=\"fi\" title=\"Finnish\"><span class=\"trp-ls-language-name\">FI<\/span><\/span><\/a><\/li>\n<li class=\"trp-language-switcher-container menu-item menu-item-type-post_type menu-item-object-language_switcher current-language-menu-item menu-item-2634\"><a href=\"https:\/\/weare.fi\/en\/wp-json\/wp\/v2\/posts\/17165#TRPLINKPROCESSED\" class=\"elementor-item elementor-item-anchor menu-link\" tabindex=\"-1\"><span data-no-translation><img decoding=\"async\" class=\"trp-flag-image\" src=\"https:\/\/weare.fi\/wp-content\/plugins\/translatepress-multilingual\/assets\/images\/flags\/en_GB.png\" width=\"18\" height=\"12\" alt=\"en_GB\" title=\"English\"><span class=\"trp-ls-language-name\">EN<\/span><\/span><\/a><\/li>\n<\/ul>\t\t\t<\/nav>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-159d77ef elementor-hidden-mobile\" data-id=\"159d77ef\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-38e99ce6 elementor-hidden-tablet_extra elementor-hidden-tablet elementor-hidden-mobile_extra elementor-hidden-mobile elementor-widget elementor-widget-button\" data-id=\"38e99ce6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/ota-yhteytta\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Ota yhteytt\u00e4<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-52e0c118 elementor-hidden-mobile\" data-id=\"52e0c118\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e079aea elementor-nav-menu__align-center elementor-hidden-tablet_extra elementor-hidden-tablet elementor-hidden-mobile_extra elementor-hidden-mobile elementor-nav-menu--dropdown-tablet elementor-nav-menu__text-align-aside elementor-widget elementor-widget-nav-menu\" data-id=\"e079aea\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;submenu_icon&quot;:{&quot;value&quot;:&quot;&lt;i class=\\&quot;fas fa-globe\\&quot; aria-hidden=\\&quot;true\\&quot;&gt;&lt;\\\/i&gt;&quot;,&quot;library&quot;:&quot;fa-solid&quot;},&quot;layout&quot;:&quot;horizontal&quot;}\" data-widget_type=\"nav-menu.default\">\n\t\t\t\t<div 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class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-facebook\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_twitter\" role=\"button\" tabindex=\"0\" aria-label=\"Share on twitter\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-twitter\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_linkedin\" role=\"button\" tabindex=\"0\" aria-label=\"Share on linkedin\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-linkedin\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c8e633b elementor-widget elementor-widget-heading\" data-id=\"c8e633b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Mit\u00e4 dark data on? Esimerkit, riskit ja hy\u00f6dynt\u00e4minen<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5c557567 elementor-align-center elementor-widget elementor-widget-post-info\" data-id=\"5c557567\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-b2a862d elementor-inline-item\" itemprop=\"author\">\n\t\t\t\t\t\t<a href=\"https:\/\/weare.fi\/en\/author\/juhaauthor\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-author\">\n\t\t\t\t\t\t\t\t\t\tJuha Strandman\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-62990f6 elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t<a href=\"https:\/\/weare.fi\/en\/2022\/01\/05\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>05\/01\/2022<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3fa053b elementor-widget elementor-widget-text-editor\" data-id=\"3fa053b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Dark data tarkoittaa dataa, jonka organisaatio ker\u00e4\u00e4, k\u00e4sittelee tai s\u00e4ilytt\u00e4\u00e4, mutta jota se ei k\u00e4yt\u00e4 analytiikassa, p\u00e4\u00e4t\u00f6ksenteossa tai toiminnan kehitt\u00e4misess\u00e4. Data voi olla t\u00e4ysin tuntematonta, vaikeasti l\u00f6ydett\u00e4v\u00e4\u00e4, siiloutunutta tai yksinkertaisesti unohtunutta.<\/p><p>Dark dataa syntyy l\u00e4hes kaiken normaalin toiminnan sivutuotteena. Esimerkkej\u00e4 ovat sovellus- ja palvelinlokit, IoT-sensorien mittaukset, vanhat tiedostot, s\u00e4hk\u00f6postit, asiakaspalvelutallenteet, varmuuskopiot ja k\u00e4yt\u00f6st\u00e4 poistettuihin j\u00e4rjestelmiin j\u00e4\u00e4nyt data.<\/p><p>Splunkin <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/www.splunk.com\/en_us\/form\/the-state-of-dark-data.html\">State of Dark Data -tutkimuksessa<\/a><\/strong><\/span> 55 prosenttia organisaatioiden datasta arvioitiin dark dataksi. Lukua ei kuitenkaan pid\u00e4 tulkita niin, ett\u00e4 kaikki k\u00e4ytt\u00e4m\u00e4t\u00f6n data pit\u00e4isi analysoida. Olennaista on tiet\u00e4\u00e4, mit\u00e4 dataa on olemassa, mit\u00e4 arvoa tai riski\u00e4 siihen liittyy ja pit\u00e4isik\u00f6 se ottaa k\u00e4ytt\u00f6\u00f6n, arkistoida turvallisesti vai poistaa.<\/p><p class=\"artifact-docx-preview_callout\">Dark data ei ole automaattisesti arvokasta. Arvo syntyy vasta, kun organisaatio l\u00f6yt\u00e4\u00e4 datan, ymm\u00e4rt\u00e4\u00e4 sen sis\u00e4ll\u00f6n ja tekee siit\u00e4 tarkoituksenmukaisen p\u00e4\u00e4t\u00f6ksen.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-71c72cc elementor-widget elementor-widget-heading\" data-id=\"71c72cc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Dark data ei ole sama asia kuin strukturoimaton data\n\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f8707b3 elementor-widget elementor-widget-text-editor\" data-id=\"f8707b3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-renderer-start-pos=\"836\">Dark data ei ole tietomuoto vaan datan k\u00e4ytt\u00f6\u00f6n ja n\u00e4kyvyyteen liittyv\u00e4 tila. Se voi olla strukturoitua, puolistrukturoitua tai strukturoimatonta.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fd430a7 elementor-widget elementor-widget-html\" data-id=\"fd430a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\n.data-terms-table-wrapper {\n  width: 100%;\n  overflow-x: auto;\n  margin: 30px 0;\n}\n\n.data-terms-table {\n  width: 100%;\n  min-width: 700px;\n  border-collapse: collapse;\n  table-layout: fixed;\n  font-family: Arial, Helvetica, sans-serif;\n  font-size: 16px;\n  line-height: 1.35;\n  color: #182234;\n}\n\n.data-terms-table th,\n.data-terms-table td {\n  border: 1px solid #cfd7e6;\n  padding: 8px 10px;\n  text-align: left;\n  vertical-align: middle;\n}\n\n.data-terms-table thead th {\n  background-color: #102553;\n  color: #ffffff;\n  font-weight: 700;\n}\n\n.data-terms-table th:nth-child(1),\n.data-terms-table td:nth-child(1) {\n  width: 21%;\n}\n\n.data-terms-table th:nth-child(2),\n.data-terms-table td:nth-child(2) {\n  width: 50%;\n}\n\n.data-terms-table th:nth-child(3),\n.data-terms-table td:nth-child(3) {\n  width: 29%;\n}\n\n.data-terms-table tbody tr:nth-child(odd) {\n  background-color: #ffffff;\n}\n\n.data-terms-table tbody tr:nth-child(even) {\n  background-color: #f2f4f8;\n}\n\n@media (max-width: 767px) {\n  .data-terms-table {\n    font-size: 15px;\n  }\n\n  .data-terms-table th,\n  .data-terms-table td {\n    padding: 10px;\n  }\n}\n<\/style>\n\n<div class=\"data-terms-table-wrapper\">\n  <table class=\"data-terms-table\">\n    <thead>\n      <tr>\n        <th scope=\"col\">K\u00e4site<\/th>\n        <th scope=\"col\">Mit\u00e4 se tarkoittaa<\/th>\n        <th scope=\"col\">Esimerkki<\/th>\n      <\/tr>\n    <\/thead>\n\n    <tbody>\n      <tr>\n        <td>Dark data<\/td>\n        <td>\n          Dataa ker\u00e4t\u00e4\u00e4n tai s\u00e4ilytet\u00e4\u00e4n, mutta sit\u00e4 ei tunneta, hallita tai\n          k\u00e4ytet\u00e4 aktiivisesti.\n        <\/td>\n        <td>\n          Arkistoitu palvelinloki, jota kukaan ei hae tai analysoi.\n        <\/td>\n      <\/tr>\n\n      <tr>\n        <td>Strukturoimaton data<\/td>\n        <td>\n          Dataa ilman kiinte\u00e4\u00e4 taulukko- tai tietokantarakennetta. Se voi silti\n          olla aktiivisessa k\u00e4yt\u00f6ss\u00e4.\n        <\/td>\n        <td>\n          S\u00e4hk\u00f6posti, kuva, video tai puhelutallenne.\n        <\/td>\n      <\/tr>\n\n      <tr>\n        <td>Huonolaatuinen data<\/td>\n        <td>\n          Puutteellista, virheellist\u00e4, vanhentunutta tai ep\u00e4johdonmukaista\n          dataa.\n        <\/td>\n        <td>\n          Asiakastietue, josta puuttuu keskeisi\u00e4 kentti\u00e4.\n        <\/td>\n      <\/tr>\n\n      <tr>\n        <td>ROT-data<\/td>\n        <td>\n          Tarpeettomia kaksoiskappaleita sek\u00e4 vanhentunutta tai v\u00e4h\u00e4arvoista\n          dataa.\n        <\/td>\n        <td>\n          Useita kopioita vanhasta raportista.\n        <\/td>\n      <\/tr>\n    <\/tbody>\n  <\/table>\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bfabeeb elementor-widget elementor-widget-text-editor\" data-id=\"bfabeeb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Strukturoimaton data voi siis olla dark dataa, mutta n\u00e4in ei aina ole. Aktiivisesti analysoitu asiakaspalvelutallenne ei ole dark dataa. Sen sijaan t\u00e4ysin strukturoitu tietokanta voi j\u00e4\u00e4d\u00e4 pimentoon, jos kukaan ei tunne sen sis\u00e4lt\u00f6\u00e4 tai p\u00e4\u00e4se k\u00e4ytt\u00e4m\u00e4\u00e4n sit\u00e4.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-587e6ba elementor-widget elementor-widget-image\" data-id=\"587e6ba\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/weare.fi\/wp-content\/uploads\/2022\/01\/Dark-Data-Vs-Unstructured-data-1024x576.png\" class=\"attachment-large size-large wp-image-27262\" alt=\"Comparison showing that dark data is a use and visibility problem while unstructured data is a data format.\" srcset=\"https:\/\/weare.fi\/wp-content\/uploads\/2022\/01\/Dark-Data-Vs-Unstructured-data-1024x576.png 1024w, https:\/\/weare.fi\/wp-content\/uploads\/2022\/01\/Dark-Data-Vs-Unstructured-data-300x169.png 300w, https:\/\/weare.fi\/wp-content\/uploads\/2022\/01\/Dark-Data-Vs-Unstructured-data-768x432.png 768w, https:\/\/weare.fi\/wp-content\/uploads\/2022\/01\/Dark-Data-Vs-Unstructured-data-1536x864.png 1536w, https:\/\/weare.fi\/wp-content\/uploads\/2022\/01\/Dark-Data-Vs-Unstructured-data-18x10.png 18w, https:\/\/weare.fi\/wp-content\/uploads\/2022\/01\/Dark-Data-Vs-Unstructured-data.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bcc1dde elementor-widget elementor-widget-heading\" data-id=\"bcc1dde\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Millaisia esimerkkej\u00e4 dark datasta on?\n\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-754bc19 elementor-widget elementor-widget-text-editor\" data-id=\"754bc19\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Dark data n\u00e4ytt\u00e4\u00e4 erilaiselta eri organisaatioissa. Tavallisia esimerkkej\u00e4 ovat seuraavat.<\/p><ul><li class=\"artifact-docx-preview-num-10-0\"><strong>Lokit ja tekninen telemetria<\/strong>. Sovellus-, palvelin-, verkko-, tietoturva- ja auditointilokit, joita ker\u00e4t\u00e4\u00e4n mutta ei indeksoida, yhdistet\u00e4 tai seurata.<\/li><li class=\"artifact-docx-preview-num-10-0\"><strong>IoT- ja sensoridata<\/strong>. L\u00e4mp\u00f6tila-, energia-, sijainti-, laite- ja tuotantomittaukset, jotka tallentuvat mutta eiv\u00e4t vaikuta kunnossapitoon tai p\u00e4\u00e4t\u00f6ksentekoon.<\/li><li class=\"artifact-docx-preview-num-10-0\"><strong>Asiakasvuorovaikutukset<\/strong>. Puhelutallenteet, chat-keskustelut, palautteet, hakusanat, poistuneet ostoskorit ja asiakaspolun tapahtumat.<\/li><li class=\"artifact-docx-preview-num-10-0\"><strong>Dokumentit ja viestit.<\/strong> S\u00e4hk\u00f6postit, esitykset, PDF-tiedostot, muistiinpanot ja jaetuille levyille unohtuneet taulukot.<\/li><li class=\"artifact-docx-preview-num-10-0\"><strong>Liiketoimintaj\u00e4rjestelm\u00e4t.<\/strong> CRM- ja ERP-j\u00e4rjestelmien kent\u00e4t, joita ker\u00e4t\u00e4\u00e4n rutiininomaisesti mutta ei hy\u00f6dynnet\u00e4 raportoinnissa.<\/li><li class=\"artifact-docx-preview-num-10-0\"><strong>Vanhat j\u00e4rjestelm\u00e4t ja varmuuskopiot.<\/strong> K\u00e4yt\u00f6st\u00e4 poistettuihin sovelluksiin, pilvitallennuksiin tai arkistoihin j\u00e4\u00e4neet tiedot, joiden omistajaa ei tunneta.<\/li><li class=\"artifact-docx-preview-num-10-0\"><strong>K\u00e4ytt\u00f6- ja p\u00e4\u00e4sytiedot.<\/strong> Tiedot siit\u00e4, kuka k\u00e4ytti j\u00e4rjestelm\u00e4\u00e4, mit\u00e4 h\u00e4n teki ja milloin tapahtuma sattui, jos niit\u00e4 ei hy\u00f6dynnet\u00e4 tietoturvassa tai auditoinnissa.<\/li><\/ul><p>Sama tietoaineisto voi olla yhdelle tiimille aktiivista dataa ja toiselle dark dataa. Ratkaisevaa on se, onko data l\u00f6ydett\u00e4viss\u00e4, ymm\u00e4rrett\u00e4viss\u00e4, luotettavissa ja k\u00e4ytett\u00e4viss\u00e4 johonkin m\u00e4\u00e4riteltyyn tarkoitukseen.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e8de9a8 elementor-widget elementor-widget-heading\" data-id=\"e8de9a8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Miksi data j\u00e4\u00e4 pimentoon?\n\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4cd7a2d elementor-widget elementor-widget-text-editor\" data-id=\"4cd7a2d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Data ei yleens\u00e4 muutu dark dataksi yhden teknisen virheen vuoksi. Taustalla on usein useita toisiinsa liittyvi\u00e4 syit\u00e4.<\/p><ul><li class=\"artifact-docx-preview-num-10-0\"><strong>Datasiilot.<\/strong> Tiimit ker\u00e4\u00e4v\u00e4t ja s\u00e4ilytt\u00e4v\u00e4t dataa omissa j\u00e4rjestelmiss\u00e4\u00e4n. Muut eiv\u00e4t tied\u00e4 sen olemassaolosta tai p\u00e4\u00e4se siihen k\u00e4siksi.<\/li><li class=\"artifact-docx-preview-num-10-0\"><strong>Ep\u00e4selv\u00e4 omistajuus.<\/strong> Kukaan ei vastaa datan laadusta, kuvauksesta, k\u00e4ytt\u00f6oikeuksista tai elinkaaresta.<\/li><li class=\"artifact-docx-preview-num-10-0\"><strong>Puutteelliset metatiedot.<\/strong> Datasta puuttuu kuvaus, alkuper\u00e4, aikaleima, luokittelu tai tieto siit\u00e4, miten sit\u00e4 pit\u00e4isi tulkita.<\/li><li class=\"artifact-docx-preview-num-10-0\"><strong>Vanhat j\u00e4rjestelm\u00e4t.<\/strong> Data j\u00e4\u00e4 formaatteihin tai sovelluksiin, joita nykyiset ty\u00f6kalut eiv\u00e4t osaa lukea tai yhdist\u00e4\u00e4.<\/li><li class=\"artifact-docx-preview-num-10-0\"><strong>Ker\u00e4\u00e4 ensin, mieti my\u00f6hemmin.<\/strong> Halpa tallennustila kannustaa s\u00e4ilytt\u00e4m\u00e4\u00e4n kaiken mahdollisen ilman k\u00e4ytt\u00f6tapausta tai poistop\u00e4\u00e4t\u00f6st\u00e4.<\/li><li class=\"artifact-docx-preview-num-10-0\"><strong>Rajalliset resurssit.<\/strong> Organisaatio ehtii ker\u00e4t\u00e4 dataa nopeammin kuin se pystyy luokittelemaan, puhdistamaan ja analysoimaan sit\u00e4.<\/li><li class=\"artifact-docx-preview-num-10-0\"><strong>Heikko datan laatu.<\/strong> Puutteellinen tai ep\u00e4luotettava data j\u00e4\u00e4 k\u00e4ytt\u00e4m\u00e4tt\u00e4, mutta sit\u00e4 ei silti poisteta tai korjata.<\/li><li class=\"artifact-docx-preview-num-10-0\"><strong>Muuttuvat prioriteetit.<\/strong> Aiemmin t\u00e4rke\u00e4 aineisto unohtuu projektin, j\u00e4rjestelm\u00e4n tai vastuuhenkil\u00f6n vaihtuessa.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-47ad090 elementor-widget elementor-widget-heading\" data-id=\"47ad090\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Mit\u00e4 riskej\u00e4 dark data aiheuttaa?\n\n\n\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fd271f3 elementor-widget elementor-widget-text-editor\" data-id=\"fd271f3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Dark data ei ole vaarallista siksi, ett\u00e4 sit\u00e4 ei k\u00e4ytet\u00e4. Riski syntyy siit\u00e4, ett\u00e4 dataa ei tunneta eik\u00e4 hallita. Organisaatio ei voi suojata, s\u00e4ilytt\u00e4\u00e4 tai poistaa johdonmukaisesti sellaista dataa, jonka sijaintia, sis\u00e4lt\u00f6\u00e4 tai omistajaa se ei tied\u00e4.<\/p><ul><li class=\"artifact-docx-preview-num-10-0\"><strong>Tietoturva- ja yksityisyysriski.<\/strong> Unohdetuissa lokeissa, tiedostoissa ja varmuuskopioissa voi olla henkil\u00f6tietoja, tunnuksia, IP-osoitteita, asiakastietoja tai liikesalaisuuksia.<\/li><li class=\"artifact-docx-preview-num-10-0\"><strong>Vaatimustenmukaisuusriski.<\/strong> My\u00f6s k\u00e4ytt\u00e4m\u00e4tt\u00f6m\u00e4\u00e4n henkil\u00f6tietoon sovelletaan tietosuojavaatimuksia. Organisaation on tiedett\u00e4v\u00e4, miksi tietoa s\u00e4ilytet\u00e4\u00e4n ja kuinka kauan.<\/li><li class=\"artifact-docx-preview-num-10-0\"><strong>Kustannukset.<\/strong> Tarpeeton data kasvattaa tallennus-, varmistus-, siirto-, lisenssi- ja yll\u00e4pitokuluja.<\/li><li class=\"artifact-docx-preview-num-10-0\"><strong>Puutteellinen n\u00e4kyvyys.<\/strong> H\u00e4iri\u00f6n, tietoturvatapahtuman tai auditoinnin yhteydess\u00e4 ratkaiseva tieto voi olla olemassa, mutta sit\u00e4 ei l\u00f6ydet\u00e4 ajoissa.<\/li><li class=\"artifact-docx-preview-num-10-0\"><strong>Menetetyt mahdollisuudet.<\/strong> K\u00e4ytt\u00e4m\u00e4t\u00f6n data voi sis\u00e4lt\u00e4\u00e4 tietoa asiakasongelmista, prosessien pullonkauloista, laitevioista tai uusista palvelutarpeista.<\/li><li class=\"artifact-docx-preview-num-10-0\"><strong>Heikko pohja teko\u00e4lylle.<\/strong> Tuntematon, vinoutunut tai huonolaatuinen data voi johtaa ep\u00e4luotettaviin malleihin ja p\u00e4\u00e4telmiin.<\/li><\/ul><p><span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/commission.europa.eu\/law\/law-topic\/data-protection\/rules-business-and-organisations\/principles-gdpr_en\">EU:n tietosuoja-asetuksen periaatteet<\/a><\/strong><\/span> korostavat k\u00e4ytt\u00f6tarkoitussidonnaisuutta, tietojen minimointia ja s\u00e4ilytyksen rajoittamista. Dark datan hallinta tukee n\u00e4it\u00e4 periaatteita, mutta jokainen oikeudellinen tilanne on arvioitava erikseen.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f511d69 elementor-widget elementor-widget-heading\" data-id=\"f511d69\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Mit\u00e4 arvoa dark datasta voidaan saada?\n\n\n\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3f53960 elementor-widget elementor-widget-text-editor\" data-id=\"3f53960\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Dark data voi olla k\u00e4ytt\u00e4m\u00e4t\u00f6n resurssi, mutta pelkk\u00e4 datam\u00e4\u00e4r\u00e4 ei luo arvoa. Hy\u00f6ty syntyy, kun data vastaa todelliseen kysymykseen ja johtaa toimintaan.<\/p><ul><li class=\"artifact-docx-preview-num-10-0\"><strong>Parempi operatiivinen n\u00e4kyvyys.<\/strong> Lokit ja tapahtumat voivat paljastaa suorituskyvyn pullonkauloja, toistuvia virheit\u00e4 ja palvelun heikkoja kohtia.<\/li><li class=\"artifact-docx-preview-num-10-0\"><strong>Nopeammat tutkinnat.<\/strong> Yhdistetty ja haettava data lyhent\u00e4\u00e4 aikaa, joka kuluu h\u00e4iri\u00f6n tai tietoturvatapahtuman syyn selvitt\u00e4miseen.<\/li><li class=\"artifact-docx-preview-num-10-0\"><strong>Ennakoiva kunnossapito.<\/strong> Sensori- ja laitedata voi auttaa tunnistamaan poikkeamia ennen rikkoutumista tai tuotantokatkoa.<\/li><li class=\"artifact-docx-preview-num-10-0\"><strong>Asiakasymm\u00e4rrys.<\/strong> Palautteet, haut, keskustelut ja k\u00e4ytt\u00e4j\u00e4polut voivat tuoda esiin toistuvia tarpeita, keskeytyksi\u00e4 ja tyytym\u00e4tt\u00f6myyden syit\u00e4.<\/li><li class=\"artifact-docx-preview-num-10-0\"><strong>Tietoturva ja petosten tunnistus.<\/strong> P\u00e4\u00e4sy-, tapahtuma- ja k\u00e4ytt\u00e4ytymistiedot voivat paljastaa poikkeavaa toimintaa tai tukea j\u00e4lkik\u00e4teist\u00e4 tutkintaa.<\/li><li class=\"artifact-docx-preview-num-10-0\"><strong>Auditointi ja raportointi.<\/strong> Oikein s\u00e4ilytetty data voi tarjota todisteita tapahtumista ja auttaa osoittamaan, ett\u00e4 vaatimuksia on noudatettu.<\/li><li class=\"artifact-docx-preview-num-10-0\">Teko\u00e4ly ja analytiikka. Luokiteltu, laadukas ja tarkoitukseen sopiva data voi parantaa analyysia ja tukea mallien kehitt\u00e4mist\u00e4.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e5be5da elementor-widget elementor-widget-image\" data-id=\"e5be5da\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/weare.fi\/wp-content\/uploads\/2022\/01\/Splunk-Observability-Cloud-1-1024x576.png\" class=\"attachment-large size-large wp-image-27264\" alt=\"Split diagram showing unmanaged dark data as a source of risk and governed data as a source of visibility and better decisions.\" srcset=\"https:\/\/weare.fi\/wp-content\/uploads\/2022\/01\/Splunk-Observability-Cloud-1-1024x576.png 1024w, https:\/\/weare.fi\/wp-content\/uploads\/2022\/01\/Splunk-Observability-Cloud-1-300x169.png 300w, https:\/\/weare.fi\/wp-content\/uploads\/2022\/01\/Splunk-Observability-Cloud-1-768x432.png 768w, https:\/\/weare.fi\/wp-content\/uploads\/2022\/01\/Splunk-Observability-Cloud-1-1536x864.png 1536w, https:\/\/weare.fi\/wp-content\/uploads\/2022\/01\/Splunk-Observability-Cloud-1-18x10.png 18w, https:\/\/weare.fi\/wp-content\/uploads\/2022\/01\/Splunk-Observability-Cloud-1.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-efb5116 elementor-widget elementor-widget-heading\" data-id=\"efb5116\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Miten dark data tuodaan n\u00e4kyviin?\n\n\n\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c4709df elementor-widget elementor-widget-text-editor\" data-id=\"c4709df\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Dark datan hy\u00f6dynt\u00e4minen ei ala ty\u00f6kalun hankinnasta. Se alkaa liiketoimintakysymyksest\u00e4 ja etenee hallittuna prosessina.<\/p><ul><li class=\"artifact-docx-preview-num-11-0\"><strong>M\u00e4\u00e4rit\u00e4 kysymys ja k\u00e4ytt\u00f6tapaus.<\/strong> Haluatko v\u00e4hent\u00e4\u00e4 h\u00e4iri\u00f6it\u00e4, nopeuttaa auditointeja, tunnistaa petoksia, parantaa asiakaskokemusta vai pienent\u00e4\u00e4 tallennuskuluja? Rajaus auttaa v\u00e4ltt\u00e4m\u00e4\u00e4n tarpeettoman datan ker\u00e4\u00e4mist\u00e4.<\/li><li class=\"artifact-docx-preview-num-11-0\"><strong>Kartoita datal\u00e4hteet.<\/strong> Tunnista sovellukset, lokit, pilvipalvelut, tietokannat, tiedostot, sensorit, integraatiot, varmuuskopiot ja vanhat j\u00e4rjestelm\u00e4t. Keskustele my\u00f6s liiketoiminta- ja teknisten tiimien kanssa.<\/li><li class=\"artifact-docx-preview-num-11-0\"><strong>Nime\u00e4 omistaja ja luokittele data.<\/strong> Kirjaa, kuka vastaa aineistosta, mit\u00e4 se sis\u00e4lt\u00e4\u00e4, kuinka arkaluonteista se on, kuinka laadukasta se on ja mit\u00e4 s\u00e4ilytysvaatimuksia siihen liittyy.<\/li><li class=\"artifact-docx-preview-num-11-0\"><strong>Tee p\u00e4\u00e4t\u00f6s datan kohtalosta.<\/strong> Kaikkea ei pid\u00e4 aktivoida. P\u00e4\u00e4t\u00e4, otetaanko data k\u00e4ytt\u00f6\u00f6n, s\u00e4ilytet\u00e4\u00e4nk\u00f6 se, siirret\u00e4\u00e4nk\u00f6 se edullisempaan arkistoon vai poistetaanko se turvallisesti.<\/li><li class=\"artifact-docx-preview-num-11-0\"><strong>Yhdist\u00e4 ja standardoi valitut l\u00e4hteet.<\/strong> Tee arvokkaasta datasta haettavaa ja vertailukelpoista. Lis\u00e4\u00e4 metatiedot, yhten\u00e4ist\u00e4 aikaleimat ja kent\u00e4t sek\u00e4 varmista k\u00e4ytt\u00f6oikeudet.<\/li><li class=\"artifact-docx-preview-num-11-0\"><strong>Analysoi ja lis\u00e4\u00e4 konteksti.<\/strong> K\u00e4yt\u00e4 hakuja, n\u00e4kymi\u00e4, korrelaatiota, poikkeamien tunnistusta ja tarvittaessa teko\u00e4ly\u00e4. Yhdist\u00e4 tekninen tapahtuma palveluun, asiakkaaseen tai liiketoimintaprosessiin.<\/li><li class=\"artifact-docx-preview-num-11-0\"><strong>Muuta havainto toiminnaksi ja hallitse elinkaarta.<\/strong> Luo h\u00e4lytys, raportti, ty\u00f6nkulku tai p\u00e4\u00e4t\u00f6s. Seuraa samalla datan k\u00e4ytt\u00f6\u00e4, laatua, kustannusta ja s\u00e4ilytysaikaa, jotta uutta dark dataa ei kerry huomaamatta.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-01f1aa5 elementor-widget elementor-widget-heading\" data-id=\"01f1aa5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Mik\u00e4 on teko\u00e4lyn ja koneoppimisen rooli?\n\n\n\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-46f2646 elementor-widget elementor-widget-text-editor\" data-id=\"46f2646\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Koneoppiminen ja teko\u00e4ly voivat k\u00e4sitell\u00e4 suuria tietom\u00e4\u00e4ri\u00e4 nopeammin kuin ihminen. Ne voivat auttaa luokittelemaan tiedostoja, tunnistamaan henkil\u00f6tietoja, muuttamaan puhetta tekstiksi, l\u00f6yt\u00e4m\u00e4\u00e4n poikkeamia ja nostamaan esiin toistuvia malleja.<\/p><p>Enemm\u00e4n dataa ei kuitenkaan automaattisesti tarkoita parempaa teko\u00e4ly\u00e4. Malli tarvitsee tarkoitukseen sopivaa, laadukasta, laillisesti k\u00e4sitelt\u00e4v\u00e4\u00e4 ja riitt\u00e4v\u00e4n hyvin kuvattua dataa. Muuten tuloksena voi olla enemm\u00e4n kohinaa, vinoumaa ja v\u00e4\u00e4ri\u00e4 p\u00e4\u00e4telmi\u00e4.<\/p><p>Ihmisen teht\u00e4v\u00e4 on edelleen m\u00e4\u00e4ritell\u00e4 tavoite, arvioida datan k\u00e4ytt\u00f6kelpoisuus ja p\u00e4\u00e4tt\u00e4\u00e4, miten analyysin perusteella toimitaan. Teko\u00e4ly nopeuttaa ty\u00f6t\u00e4, mutta se ei ratkaise omistajuutta, tietosuojaa tai datan elinkaarta organisaation puolesta.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ea1ee18 elementor-widget elementor-widget-heading\" data-id=\"ea1ee18\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Miten dark data liittyy lokienhallintaan ja observabilityyn?\n\n\n\n\n\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9b02a30 elementor-widget elementor-widget-text-editor\" data-id=\"9b02a30\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Suuri osa teknisest\u00e4 dark datasta syntyy lokeista ja muusta telemetriasta. J\u00e4rjestelm\u00e4t tuottavat jatkuvasti tietoa tapahtumista, virheist\u00e4, k\u00e4ytt\u00f6oikeuksista, suorituskyvyst\u00e4 ja k\u00e4ytt\u00e4j\u00e4poluista. Jos tietoa ei ker\u00e4t\u00e4 johdonmukaisesti, jos se j\u00e4\u00e4 eri tiimien siiloihin tai jos sit\u00e4 ei voida hakea ja yhdist\u00e4\u00e4, ymp\u00e4rist\u00f6\u00f6n syntyy sokeita pisteit\u00e4.<\/p><p><span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/weare.fi\/log-management-101-tools-techniques-and-best-practices\/\">Lokienhallinnan perusteet<\/a><\/strong><\/span> auttavat ymm\u00e4rt\u00e4m\u00e4\u00e4n, miten lokit ker\u00e4t\u00e4\u00e4n, s\u00e4ilytet\u00e4\u00e4n ja analysoidaan. <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/weare.fi\/splunk-konsultointipalvelut\/observability\/\">Splunk-observability<\/a> <\/strong><\/span>puolestaan yhdist\u00e4\u00e4 lokit, metriikat ja trace-datan, jotta tiimit voivat tutkia my\u00f6s ongelmia, joita ei osattu ennakoida etuk\u00e4teen.<\/p><p>Tavoitteena ei ole sy\u00f6tt\u00e4\u00e4 jokaista mahdollista datal\u00e4hdett\u00e4 samaan alustaan. Ker\u00e4tt\u00e4v\u00e4 data kannattaa valita k\u00e4ytt\u00f6tapauksen, arvon, arkaluonteisuuden, s\u00e4ilytysvaatimuksen ja kustannuksen perusteella. Hyv\u00e4 observability v\u00e4hent\u00e4\u00e4 sokeita pisteit\u00e4 ja kohinaa samaan aikaan.<\/p><p>Splunk voi auttaa indeksoimaan, hakemaan, korreloimaan ja visualisoimaan kone- ja lokidataa. Hallittu <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/weare.fi\/palvelut\/weare-observability-hub\/log-management-and-archive\/\">lokienhallinta ja arkistointi<\/a><\/strong><\/span> voi samalla pit\u00e4\u00e4 aktiivisen datan nopeasti k\u00e4ytett\u00e4viss\u00e4 ja siirt\u00e4\u00e4 pitk\u00e4aikaisen aineiston kustannustehokkaaseen s\u00e4ilytykseen. Ty\u00f6kalu ei silti yksin ratkaise datan omistajuutta, laatua tai hallintamallia.<\/p><p>K\u00e4yt\u00e4nn\u00f6n esimerkki l\u00f6ytyy asiakastarinastamme <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/weare.fi\/log-and-data-management-with-splunk-case-study\/\">lokien ja datan hallinta Splunkilla<\/a>.<\/strong><\/span> Siin\u00e4 hajallaan olevia auditointilokeja tuotiin keskitettyyn ja haettavaan ratkaisuun, jossa operatiivinen analytiikka ja pitk\u00e4aikainen, muuttumaton arkistointi palvelevat eri tarpeita.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-78ec659 elementor-widget elementor-widget-heading\" data-id=\"78ec659\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Mist\u00e4 organisaation kannattaa aloittaa?\n\n\n\n\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d102529 elementor-widget elementor-widget-text-editor\" data-id=\"d102529\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Ensimm\u00e4isen vaiheen ei tarvitse olla laaja dark data -hanke. Aloita rajatusta ymp\u00e4rist\u00f6st\u00e4, jossa puuttuva n\u00e4kyvyys aiheuttaa selke\u00e4n ongelman.<\/p><ul><li class=\"artifact-docx-preview-num-10-0\">Valitse yksi kriittinen palvelu, prosessi tai auditointitarve.<\/li><li class=\"artifact-docx-preview-num-10-0\">Listaa siihen liittyv\u00e4t tunnetut ja ep\u00e4illyt datal\u00e4hteet.<\/li><li class=\"artifact-docx-preview-num-10-0\">Tunnista omistaja, k\u00e4ytt\u00f6oikeudet, arkaluonteisuus ja s\u00e4ilytysaika.<\/li><li class=\"artifact-docx-preview-num-10-0\">Arvioi, mik\u00e4 data auttaa p\u00e4\u00e4t\u00f6ksenteossa ja mik\u00e4 on vain kustannus tai riski.<\/li><li class=\"artifact-docx-preview-num-10-0\">Tee arvokkaasta datasta haettavaa ja yhdist\u00e4 se oikeaan liiketoimintakontekstiin.<\/li><li class=\"artifact-docx-preview-num-10-0\">Mittaa, paransiko muutos n\u00e4kyvyytt\u00e4, vasteaikaa, kustannuksia tai vaatimustenmukaisuutta.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-047e28a elementor-widget elementor-widget-image\" data-id=\"047e28a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/weare.fi\/wp-content\/uploads\/2022\/01\/Splunk-Observability-Cloud-2-1024x576.png\" class=\"attachment-large size-large wp-image-27265\" alt=\"Six-step process for discovering, classifying, evaluating, connecting, analyzing and governing dark data.\" srcset=\"https:\/\/weare.fi\/wp-content\/uploads\/2022\/01\/Splunk-Observability-Cloud-2-1024x576.png 1024w, https:\/\/weare.fi\/wp-content\/uploads\/2022\/01\/Splunk-Observability-Cloud-2-300x169.png 300w, https:\/\/weare.fi\/wp-content\/uploads\/2022\/01\/Splunk-Observability-Cloud-2-768x432.png 768w, https:\/\/weare.fi\/wp-content\/uploads\/2022\/01\/Splunk-Observability-Cloud-2-1536x864.png 1536w, https:\/\/weare.fi\/wp-content\/uploads\/2022\/01\/Splunk-Observability-Cloud-2-18x10.png 18w, https:\/\/weare.fi\/wp-content\/uploads\/2022\/01\/Splunk-Observability-Cloud-2.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e9dee5d elementor-widget elementor-widget-heading\" data-id=\"e9dee5d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Dark data kannattaa muuttaa hallituksi dataksi<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-798b9dc elementor-widget elementor-widget-text-editor\" data-id=\"798b9dc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Dark data voi sis\u00e4lt\u00e4\u00e4 arvokkaita havaintoja, mutta se voi my\u00f6s kasvattaa kustannuksia ja riskej\u00e4. Siksi tavoitteena ei ole valaista kaikkea hinnalla mill\u00e4 hyv\u00e4ns\u00e4. Tavoitteena on saada riitt\u00e4v\u00e4 n\u00e4kyvyys siihen, mit\u00e4 dataa organisaatiolla on, miksi sit\u00e4 s\u00e4ilytet\u00e4\u00e4n ja miten sen kanssa toimitaan.<\/p><p>Kun datal\u00e4hteet, omistajuus, laatu, k\u00e4ytt\u00f6oikeudet ja elinkaari ovat selvill\u00e4, organisaatio voi tehd\u00e4 parempia p\u00e4\u00e4t\u00f6ksi\u00e4. Osa datasta otetaan analytiikan ja teko\u00e4lyn k\u00e4ytt\u00f6\u00f6n. Osa s\u00e4ilytet\u00e4\u00e4n turvallisesti. Osa poistetaan. Jokainen n\u00e4ist\u00e4 voi olla oikea ratkaisu.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cbc0267 elementor-widget elementor-widget-heading\" data-id=\"cbc0267\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Usein kysytty\u00e4 dark datasta<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d3fc01c e-flex e-con-boxed e-con e-parent\" data-id=\"d3fc01c\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-d0e58d8 e-con-full e-flex e-con e-child\" data-id=\"d0e58d8\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-137d728 elementor-widget elementor-widget-n-accordion\" data-id=\"137d728\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2040\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-2040\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Mit\u00e4 dark data tarkoittaa? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"huge huge-plus-sign\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2040\" class=\"elementor-element elementor-element-0345cfc e-con-full e-flex e-con e-child\" data-id=\"0345cfc\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-24d9467 elementor-widget elementor-widget-text-editor\" data-id=\"24d9467\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Dark data on dataa, jota organisaatio ker\u00e4\u00e4, k\u00e4sittelee tai s\u00e4ilytt\u00e4\u00e4 mutta ei k\u00e4yt\u00e4 aktiivisesti analytiikassa, p\u00e4\u00e4t\u00f6ksenteossa tai toiminnan kehitt\u00e4misess\u00e4.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2041\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2041\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Mit\u00e4 esimerkkej\u00e4 dark datasta on? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"huge huge-plus-sign\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2041\" class=\"elementor-element elementor-element-f9145e2 e-con-full e-flex e-con e-child\" data-id=\"f9145e2\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d55df5c elementor-widget elementor-widget-text-editor\" data-id=\"d55df5c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Esimerkkej\u00e4 ovat analysoimattomat lokit, IoT-sensoridata, s\u00e4hk\u00f6postit, puhelutallenteet, vanhat dokumentit, varmuuskopiot ja k\u00e4yt\u00f6st\u00e4 poistettuihin j\u00e4rjestelmiin j\u00e4\u00e4neet tiedot.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2042\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2042\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Onko dark data sama asia kuin strukturoimaton data? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"huge huge-plus-sign\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2042\" class=\"elementor-element elementor-element-ac78dcd e-con-full e-flex e-con e-child\" data-id=\"ac78dcd\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5ed5bb3 elementor-widget elementor-widget-text-editor\" data-id=\"5ed5bb3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Ei. Strukturoimaton data kuvaa tiedon muotoa. Dark data kuvaa sen k\u00e4ytt\u00e4m\u00e4tt\u00f6myytt\u00e4 tai n\u00e4kym\u00e4tt\u00f6myytt\u00e4. My\u00f6s t\u00e4ysin strukturoitu tietokanta voi olla dark dataa.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2043\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2043\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Miksi dark data on tietoturvariski? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"huge huge-plus-sign\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2043\" class=\"elementor-element elementor-element-34acb56 e-con-full e-flex e-con e-child\" data-id=\"34acb56\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-67dce2d elementor-widget elementor-widget-text-editor\" data-id=\"67dce2d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Tuntemattomaan dataan ei v\u00e4ltt\u00e4m\u00e4tt\u00e4 sovelleta oikeita k\u00e4ytt\u00f6oikeuksia, suojausta, s\u00e4ilytysaikoja tai valvontaa. Se voi sis\u00e4lt\u00e4\u00e4 henkil\u00f6tietoja ja muuta arkaluonteista tietoa.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2044\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"5\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2044\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Miten dark dataa voidaan hy\u00f6dynt\u00e4\u00e4? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"huge huge-plus-sign\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2044\" class=\"elementor-element elementor-element-695daf7 e-con-full e-flex e-con e-child\" data-id=\"695daf7\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f536cff elementor-widget elementor-widget-text-editor\" data-id=\"f536cff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Data kartoitetaan, luokitellaan ja arvioidaan ensin. Arvokas data yhdistet\u00e4\u00e4n analytiikkaan, observabilityyn tai teko\u00e4lyyn. Tarpeeton data arkistoidaan tai poistetaan m\u00e4\u00e4riteltyjen k\u00e4yt\u00e4nt\u00f6jen mukaisesti.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2045\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"6\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2045\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Voiko Splunk auttaa dark datan hallinnassa? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"huge huge-plus-sign\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2045\" class=\"elementor-element elementor-element-fc5f531 e-con-full e-flex e-con e-child\" data-id=\"fc5f531\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a4de24b elementor-widget elementor-widget-text-editor\" data-id=\"a4de24b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Splunk voi tehd\u00e4 kone- ja lokidatasta haettavaa, yhdist\u00e4\u00e4 eri l\u00e4hteit\u00e4 sek\u00e4 tukea visualisointia, h\u00e4lytyksi\u00e4 ja analytiikkaa. Tarvitaan silti selke\u00e4t k\u00e4ytt\u00f6tapaukset, omistajuus, tietosuoja ja elinkaaren hallinta.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7e6b9dd elementor-widget elementor-widget-spacer\" data-id=\"7e6b9dd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1918337 elementor-widget elementor-widget-spacer\" data-id=\"1918337\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d5e7200 elementor-share-buttons--skin-flat elementor-share-buttons--color-custom elementor-share-buttons--view-icon-text elementor-share-buttons--shape-square elementor-grid-0 elementor-widget elementor-widget-share-buttons\" data-id=\"d5e7200\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"share-buttons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-grid\" role=\"list\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_facebook\" role=\"button\" tabindex=\"0\" aria-label=\"Share on facebook\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-facebook\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-share-btn__text\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__title\">\n\t\t\t\t\t\t\t\t\t\tFacebook\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_twitter\" role=\"button\" tabindex=\"0\" aria-label=\"Share on twitter\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-twitter\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-share-btn__text\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__title\">\n\t\t\t\t\t\t\t\t\t\tTwitter\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_linkedin\" role=\"button\" tabindex=\"0\" aria-label=\"Share on linkedin\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-linkedin\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-share-btn__text\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__title\">\n\t\t\t\t\t\t\t\t\t\tLinkedIn\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2c4d486 elementor-widget elementor-widget-spacer\" data-id=\"2c4d486\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6cc0d761 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6cc0d761\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4f28b13d\" data-id=\"4f28b13d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-885b1d1 elementor-widget elementor-widget-spacer\" data-id=\"885b1d1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Dark data on organisaation ker\u00e4\u00e4m\u00e4\u00e4 mutta hy\u00f6dynt\u00e4m\u00e4tt\u00e4 j\u00e4\u00e4v\u00e4\u00e4 tietoa. 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