{"id":27680,"date":"2026-10-05T08:46:04","date_gmt":"2026-10-05T06:46:04","guid":{"rendered":"https:\/\/weare.fi\/?p=27680"},"modified":"2026-10-05T10:02:52","modified_gmt":"2026-10-05T08:02:52","slug":"splunk-conf26-observability-ai-log-management","status":"publish","type":"post","link":"https:\/\/weare.fi\/en\/splunk-conf26-observability-ai-log-management\/","title":{"rendered":"Splunk .conf26: AI, Observability and Log Management in 2026"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"27680\" class=\"elementor elementor-27680\" data-elementor-settings=\"{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-15c166c e-flex e-con-boxed e-con e-parent\" data-id=\"15c166c\" 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-b941dff elementor-widget elementor-widget-spacer\" data-id=\"b941dff\" 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<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-100 elementor-top-column elementor-element elementor-element-4870bc0\" data-id=\"4870bc0\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\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-03f6787 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"03f6787\" 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-100 elementor-top-column elementor-element elementor-element-3622fd2\" data-id=\"3622fd2\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\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-4b91cd6c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4b91cd6c\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;shape_divider_bottom&quot;:&quot;tilt&quot;}\">\n\t\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M0,6V0h1000v100L0,6z\"\/>\n<\/svg>\t\t<\/div>\n\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-60aa8fa0\" data-id=\"60aa8fa0\" 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-215e112 elementor-widget elementor-widget-spacer\" data-id=\"215e112\" 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-e7a24dc elementor-widget elementor-widget-spacer\" data-id=\"e7a24dc\" 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-30b7c61a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"30b7c61a\" 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-18b1490b\" data-id=\"18b1490b\" 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-b89341c elementor-widget elementor-widget-image\" data-id=\"b89341c\" 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 fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"512\" src=\"https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/Weare-blog-thumbnails-1024x512.jpg\" class=\"attachment-large size-large wp-image-27681\" alt=\"Splunk .conf26 latest updates for observability, AI and log management\" srcset=\"https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/Weare-blog-thumbnails-1024x512.jpg 1024w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/Weare-blog-thumbnails-300x150.jpg 300w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/Weare-blog-thumbnails-768x384.jpg 768w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/Weare-blog-thumbnails-1536x768.jpg 1536w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/Weare-blog-thumbnails-2048x1024.jpg 2048w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/Weare-blog-thumbnails-18x9.jpg 18w\" 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-7858caf2 elementor-share-buttons--skin-flat elementor-grid-3 elementor-share-buttons--view-icon elementor-share-buttons--shape-square elementor-share-buttons--color-official elementor-widget elementor-widget-share-buttons\" data-id=\"7858caf2\" 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<\/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-5af03e2 elementor-hidden-mobile elementor-widget elementor-widget-spacer\" data-id=\"5af03e2\" 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-17e6e70 elementor-widget elementor-widget-heading\" data-id=\"17e6e70\" 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\">Splunk .conf26: What the Latest Updates Mean for Observability, AI and Log Management<\/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\/ram-chhetri\/\">\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\tRam\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\/2026\/10\/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\/10\/2026<\/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-d4606de elementor-widget elementor-widget-text-editor\" data-id=\"d4606de\" 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><span style=\"font-weight: 400;\">Observability used to have a fairly clear job: collect metrics, logs, and traces; monitor applications and infrastructure; detect problems; and help technical teams find the root cause faster. That job still matters, but the environments we are trying to understand have become much more complex.<\/span><\/p><p><span style=\"font-weight: 400;\">Modern applications now depend on cloud infrastructure, Kubernetes, APIs, third-party services and, increasingly, artificial intelligence. AI agents can call tools, communicate with other agents and make decisions as part of a workflow. At the same time, organisations need to understand not only whether these systems are working, but also what they cost, how reliably they behave and how they affect customers and business processes.<\/span><\/p><p><span style=\"font-weight: 400;\">This broader view of observability was one of the clearest themes around <\/span><span style=\"text-decoration: underline;\"><a href=\"https:\/\/conf.splunk.com\/\"><b>Splunk .conf26<\/b><\/a><\/span><span style=\"font-weight: 400;\">. The announcements covered everything from AI-agent monitoring and AI infrastructure to log analytics, OpenTelemetry, business journeys, network visibility and AI-assisted incident investigation.<\/span><\/p><p><span style=\"font-weight: 400;\">Taken individually, these developments can look like a long list of product updates. Viewed together, however, they tell a much more interesting story: <\/span><b>the scope of what organisations can observe is expanding.<\/b><\/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-ea4f55b elementor-widget elementor-widget-heading\" data-id=\"ea4f55b\" 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\">What organisations need to observe has expanded\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-baa28bd elementor-widget elementor-widget-text-editor\" data-id=\"baa28bd\" 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><span style=\"font-weight: 400;\">As the IT industry moves deeper into AI adoption, it was no surprise that AI was one of the major themes at Splunk .conf26. Splunk used the conference to show how its observability capabilities are extending into this new area, both by helping organisations monitor AI-powered systems and by using AI within operational workflows.<\/span><\/p><p><span style=\"font-weight: 400;\">This creates a new set of observability requirements. An enterprise AI application may depend on GPUs, model-serving platforms, vector databases, APIs, and several supporting services before a user receives a response. Even when the underlying infrastructure appears healthy, the AI experience can still be slow, costly, or produce an unexpected result.<\/span><\/p><p><span style=\"font-weight: 400;\">Several Splunk announcements at .conf26 address this wider AI environment. <\/span><span style=\"text-decoration: underline;\"><a href=\"https:\/\/help.splunk.com\/en\/splunk-observability-cloud\/observability-for-ai\/splunk-ai-infrastructure-monitoring\"><b>AI Infrastructure Monitoring<\/b><\/a><\/span><span style=\"font-weight: 400;\"> adds visibility into the systems supporting AI workloads, while <\/span><span style=\"text-decoration: underline;\"><a href=\"https:\/\/agent-observability-docs.splunk.com\/what-is-splunk-agent-observability?_gl=1*12mry96*_gcl_aw*R0NMLjE3ODQwMjM4ODEuQ2p3S0NBand2TmZTQmhCaUVpd0F5YUdNQ2ZNN21aNHl5R0Y0SzQ0MXU1cXpZYk1QZXgwaWlpQk14ci1FV1hjcXh6NWpXUVFqblI2TDNSb0NUd2tRQXZEX0J3RQ..*_gcl_au*MTc5MDU0MTc0NC4xNzkwMDU4MTE5*FPAU*MTc5MDU0MTc0NC4xNzkwMDU4MTE5*_ga*OTE5OTg1MDQ5LjE3ODIyMTIyOTE.*_ga_5EPM2P39FV*czE3OTAxNjI2NTEkbzI2JGcxJHQxNzkwMTYyNjY3JGo0NCRsMCRoMjEyNjAyMzAxMQ..\"><b>Agent Observability<\/b> <\/a><\/span><span style=\"font-weight: 400;\">focuses on how agents interact with models, tools, and other agents. This matters because an agent can technically complete a request while still choosing the wrong tool, introducing unnecessary latency, or producing a result that does not meet expectations.<\/span><\/p><p><span style=\"font-weight: 400;\">Cost is another part of the same picture. <\/span><span style=\"text-decoration: underline;\"><a href=\"https:\/\/help.splunk.com\/en\/splunk-observability-cloud\/observability-for-ai\/splunk-ai-token-and-cost-monitoring\"><b>AI Token and Cost Monitoring<\/b><\/a><\/span><span style=\"font-weight: 400;\"> allows teams to examine token usage and estimated costs across models, providers, and agents. This gives organisations a way to look at AI performance and spending together rather than treating them as completely separate concerns.<\/span><\/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-4e9e44f elementor-widget elementor-widget-image\" data-id=\"4e9e44f\" 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 decoding=\"async\" width=\"1024\" height=\"536\" src=\"https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/1-1024x536.png\" class=\"attachment-large size-large wp-image-27683\" alt=\"\" srcset=\"https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/1-1024x536.png 1024w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/1-300x157.png 300w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/1-768x402.png 768w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/1-1536x804.png 1536w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/1-2048x1072.png 2048w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/1-18x9.png 18w\" 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-4f93bcf elementor-widget elementor-widget-text-editor\" data-id=\"4f93bcf\" 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 class=\"PDq2pG_selectionAnchorContainer\" data-start=\"1023\" data-end=\"1212\"><span style=\"font-weight: 400;\">The expansion of observability goes beyond AI. <\/span><span style=\"text-decoration: underline;\"><a href=\"https:\/\/www.splunk.com\/en_us\/blog\/conf-splunklive\/move-beyond-golden-signals-to-curated-business-journeys.html\"><b>Business Journeys<\/b><\/a><\/span><span style=\"font-weight: 400;\"> connects technical telemetry with the customer or business process that depends on it. A set of services may individually appear healthy, for example, while users are still unable to complete an onboarding flow, payment, or application process. Looking at the full journey can make the actual impact of a technical issue much clearer.<\/span><\/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-96392bf elementor-widget elementor-widget-image\" data-id=\"96392bf\" 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 decoding=\"async\" width=\"936\" height=\"510\" src=\"https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/2.webp\" class=\"attachment-large size-large wp-image-27684\" alt=\"\" srcset=\"https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/2.webp 936w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/2-300x163.webp 300w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/2-768x418.webp 768w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/2-18x10.webp 18w\" sizes=\"(max-width: 936px) 100vw, 936px\" \/>\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-6b5c36d elementor-widget elementor-widget-text-editor\" data-id=\"6b5c36d\" 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><span style=\"font-weight: 400;\">Splunk is also adding more <\/span><span style=\"text-decoration: underline;\"><a href=\"https:\/\/www.splunk.com\/en_us\/resources\/splunk-for-network-monitoring.html\"><b>network context<\/b> <\/a><\/span><span style=\"font-weight: 400;\">to observability. A slow user experience does not always mean the application itself is at fault; latency, packet loss, DNS, or another network dependency can create similar symptoms. Bringing network and application signals closer together can help teams understand where the problem really sits without moving through several disconnected monitoring tools.<\/span><\/p><p><span style=\"font-weight: 400;\">Taken together, these developments show observability moving beyond the health of individual systems. Teams increasingly need to understand how applications, AI components, networks, cost, and business processes affect one another.<\/span><\/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-d0c2106 elementor-widget elementor-widget-heading\" data-id=\"d0c2106\" 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\">How teams build, manage and use observability is changing<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e82a982 elementor-widget elementor-widget-text-editor\" data-id=\"e82a982\" 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><span style=\"font-weight: 400;\">The second major change is not about what teams observe, but how observability fits into software development and daily operations.<\/span><\/p><p><span style=\"font-weight: 400;\">One example is <\/span><span style=\"text-decoration: underline;\"><a href=\"https:\/\/github.com\/signalfx\/obstudio\"><b>Splunk Observability Studio<\/b><\/a><\/span><span style=\"font-weight: 400;\">, which reflects the idea that applications should be observable from the beginning rather than instrumented only after deployment. Developers can inspect OpenTelemetry data while software is still being built, including traces, service dependencies, resource consumption, and AI-agent behaviour. This makes it easier to identify missing or inconsistent telemetry before those gaps become a problem in product<\/span><\/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-c54d148 elementor-widget elementor-widget-image\" data-id=\"c54d148\" 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=\"687\" src=\"https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/3-1024x687.jpeg\" class=\"attachment-large size-large wp-image-27685\" alt=\"\" srcset=\"https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/3-1024x687.jpeg 1024w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/3-300x201.jpeg 300w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/3-768x515.jpeg 768w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/3-1536x1030.jpeg 1536w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/3-18x12.jpeg 18w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/3.jpeg 1882w\" 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-790ef4f elementor-widget elementor-widget-text-editor\" data-id=\"790ef4f\" 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><span style=\"font-weight: 400;\">Splunk is also bringing previously separate investigation workflows closer together. <\/span><span style=\"text-decoration: underline;\"><a href=\"https:\/\/www.splunk.com\/en_us\/blog\/observability\/bring-the-power-of-spl-to-log-investigations-in-splunk-observability-cloud.html\"><b>SPL search within Logs Explorer<\/b><\/a><\/span><span style=\"font-weight: 400;\"> gives teams a way to move from guided log exploration into deeper SPL analysis without treating log investigation as a completely separate activity. During a real incident, engineers rarely know in advance whether the answer will be found in a metric, trace, application log, infrastructure event, or network signal, so reducing those boundaries can make investigations more efficient.<\/span><\/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-2c7d60e elementor-widget elementor-widget-image\" data-id=\"2c7d60e\" 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=\"522\" src=\"https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/4-1024x522.jpeg\" class=\"attachment-large size-large wp-image-27686\" alt=\"\" srcset=\"https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/4-1024x522.jpeg 1024w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/4-300x153.jpeg 300w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/4-768x392.jpeg 768w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/4-1536x783.jpeg 1536w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/4-18x9.jpeg 18w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/4.jpeg 2000w\" 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-5d09121 elementor-widget elementor-widget-text-editor\" data-id=\"5d09121\" 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><span style=\"font-weight: 400;\">The same applies to log storage and retention. Developments around <\/span><span style=\"text-decoration: underline;\"><a href=\"https:\/\/www.splunk.com\/en_us\/blog\/observability\/splunk-observability-cloud-essentials-and-premier-packages.html?utm_source=hs_email&amp;utm_medium=email&amp;_hsenc=p2ANqtz-8I6cHmmsg4UBzcYd_U4sCAEc9SJpIPwX5NqEghihX5A-Y6ML9hnm7sdnDnYbY7T-SCnff2\"><b>Observability Logs, Machine Data Lake and federated search<\/b><\/a><\/span><span style=\"font-weight: 400;\"> give organisations more flexibility in deciding where operational data should live and how it should be accessed. Recent logs may need to be searchable immediately, while older data may only be required for investigations or compliance.<\/span><\/p><p><span style=\"font-weight: 400;\">For environments generating hundreds of gigabytes or terabytes of data, this becomes an architecture decision rather than simply a storage setting. The important questions are how quickly the data needs to be available, how long it must be retained, whether it needs to be immutable, and what that retention model will cost over time.<\/span><\/p><p><span style=\"font-weight: 400;\">This is also something we see in our work at <\/span><span style=\"text-decoration: underline;\"><a href=\"https:\/\/weare.fi\/en\/\"><b>WeAre<\/b><\/a><\/span><span style=\"font-weight: 400;\">. Large-scale log management is not about keeping every piece of data in the same place indefinitely. A useful architecture should balance search performance, retention requirements, and long-term cost according to how the data is actually used. Read our case study <\/span><span style=\"text-decoration: underline;\"><a href=\"https:\/\/weare.fi\/log-and-data-management-with-splunk-case-study\/\"><b>here<\/b><\/a><\/span><span style=\"font-weight: 400;\"> to discover how WeAre helped a financial services company implement log management and archiving to stay compliant with regulations and enable future data analytics.<\/span><\/p><p><a href=\"https:\/\/www.splunk.com\/en_us\/blog\/observability\/new-fleet-management-ui.html\"><b><span style=\"text-decoration: underline;\">OpenTelemetry Fleet Management <\/span><\/b><\/a><span style=\"font-weight: 400;\">addresses another operational challenge. OpenTelemetry gives organisations an open way to collect metrics, logs and traces, but larger environments may have hundreds or thousands of Collectors to configure, update and govern. As adoption grows, maintaining consistency across those Collectors becomes part of the observability architecture itself.<\/span><\/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-c2b31d3 elementor-widget elementor-widget-image\" data-id=\"c2b31d3\" 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=\"936\" height=\"442\" src=\"https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/5.png\" class=\"attachment-large size-large wp-image-27687\" alt=\"\" srcset=\"https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/5.png 936w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/5-300x142.png 300w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/5-768x363.png 768w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/5-18x9.png 18w\" sizes=\"(max-width: 936px) 100vw, 936px\" \/>\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-a6a46e6 elementor-widget elementor-widget-text-editor\" data-id=\"a6a46e6\" 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 class=\"PDq2pG_selectionAnchorContainer\" data-start=\"2597\" data-end=\"2770\"><span style=\"font-weight: 400;\">AI is also entering the incident-response workflow. <\/span><span style=\"text-decoration: underline;\"><a href=\"https:\/\/www.splunk.com\/en_us\/products\/ai-sre.html\"><b>Splunk AI SRE<\/b><\/a><\/span><span style=\"font-weight: 400;\"> is designed to analyse telemetry and help teams identify likely root causes more quickly. Splunk also demonstrated workflows in which diagnostic context can be passed to a coding agent that proposes a potential fix, with an engineer remaining responsible for reviewing the change.<\/span><\/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-2ffd67d elementor-widget elementor-widget-image\" data-id=\"2ffd67d\" 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=\"713\" src=\"https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/6-1024x713.jpeg\" class=\"attachment-large size-large wp-image-27688\" alt=\"\" srcset=\"https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/6-1024x713.jpeg 1024w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/6-300x209.jpeg 300w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/6-768x534.jpeg 768w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/6-18x12.jpeg 18w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/6.jpeg 1460w\" 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-6d7de74 elementor-widget elementor-widget-text-editor\" data-id=\"6d7de74\" 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><span style=\"font-weight: 400;\">Finally, <\/span><span style=\"text-decoration: underline;\"><a href=\"https:\/\/splunkbase.splunk.com\/app\/7931\"><b>Splunk MCP Server<\/b><\/a><\/span><span style=\"font-weight: 400;\"> addresses how AI applications and agents can interact with operational data without bypassing existing controls. Permissions, roles, allowed actions, and audit trails remain important, particularly as AI becomes more involved in operational workflows.<\/span><\/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-ce40205 elementor-widget elementor-widget-image\" data-id=\"ce40205\" 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=\"764\" src=\"https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/11-1024x764.jpeg\" class=\"attachment-large size-large wp-image-27689\" alt=\"\" srcset=\"https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/11-1024x764.jpeg 1024w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/11-300x224.jpeg 300w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/11-768x573.jpeg 768w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/11-16x12.jpeg 16w, https:\/\/weare.fi\/wp-content\/uploads\/2026\/10\/11.jpeg 1460w\" 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-acafbc9 elementor-widget elementor-widget-text-editor\" data-id=\"acafbc9\" 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 class=\"PDq2pG_selectionAnchorContainer\" data-start=\"2597\" data-end=\"2770\"><span style=\"font-weight: 400;\">Across all of these developments, the direction is similar: observability is becoming more integrated with development, data management, and incident response rather than remaining a separate monitoring activity.<\/span><\/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-63391a8 elementor-widget elementor-widget-heading\" data-id=\"63391a8\" 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\">What does this mean for organisations using Splunk?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2684ba8 elementor-widget elementor-widget-text-editor\" data-id=\"2684ba8\" 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><span style=\"font-weight: 400;\">The number of announcements at .conf26 makes it tempting to look at the feature list and ask which capabilities should be enabled first. In practice, the better starting point is the operational problem the organisation is trying to solve.<\/span><\/p><p><span style=\"font-weight: 400;\">For companies moving AI applications or agents into production, that may mean improving visibility into AI infrastructure, behaviour and cost. We recently published a case study where we built an AI agent for our customer Renta, and we have outlined how we are using Splunk to monitor AI agents, including costs and their performance. Read the full case study <\/span><span style=\"text-decoration: underline;\"><a href=\"https:\/\/weare.fi\/renta-case-study-ai-agents-jira-splunk\/\"><b>here<\/b><\/a><span style=\"font-weight: 400;\">.<\/span><\/span><\/p><p><span style=\"font-weight: 400;\">For organisations dealing with rapidly growing log volumes, data lifecycle and storage architecture may be more urgent. Teams already using OpenTelemetry at scale may need better governance and Collector management, while others may benefit most from connecting technical telemetry with customer and business journeys.<\/span><\/p><p><span style=\"font-weight: 400;\">There is no reason to adopt every new capability at once. The value comes from identifying where the current observability environment lacks visibility, context, or efficiency and then applying the technologies that address those gaps.<\/span><\/p><p><span style=\"font-weight: 400;\">That also reflects a broader change in observability. Metrics, logs, and traces remain the foundation, but the useful context around them is expanding. A trace becomes more valuable when it shows which business process failed. AI usage data becomes more useful when it can be tied to cost. A network signal becomes more useful when it explains why an otherwise healthy application feels slow to users.<\/span><\/p><p><span style=\"font-weight: 400;\">The goal is therefore not simply to collect more information, but to connect the right information so teams can understand what is happening and why it matters.<\/span><\/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-738fce3 elementor-widget elementor-widget-heading\" data-id=\"738fce3\" 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\">Conclusion<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8ab8499 elementor-widget elementor-widget-text-editor\" data-id=\"8ab8499\" 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><span style=\"font-weight: 400;\">Splunk .conf26 shows observability changing in two important ways. The scope is broader, extending beyond applications and infrastructure into AI systems, networks, cost, and business processes. At the same time, observability is becoming more integrated with software development, data management and incident response.<\/span><\/p><p><span style=\"font-weight: 400;\">For organisations, the practical takeaway is not to implement every new capability. Instead, look at where the existing observability environment has gaps and decide which developments can address them without adding unnecessary complexity.<\/span><\/p><p><span style=\"font-weight: 400;\">At <\/span><b>WeAre Solutions<\/b><span style=\"font-weight: 400;\">, we help organisations design, implement, and improve Splunk and observability environments across applications, infrastructure, and log data. Our focus is on turning technical visibility into practical operational value while keeping performance, governance, and cost in view.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8b813f4 e-flex e-con-boxed e-con e-parent\" data-id=\"8b813f4\" 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-53391c1 e-con-full e-flex e-con e-child\" data-id=\"53391c1\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_ha_eqh_enable&quot;:false}\">\n\t\t<div class=\"elementor-element elementor-element-9c83572 e-con-full e-flex e-con e-child\" data-id=\"9c83572\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t<div class=\"elementor-element elementor-element-32e2eb8 e-con-full e-flex e-con e-child\" data-id=\"32e2eb8\" 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-05b8122 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"05b8122\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\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<div class=\"elementor-element elementor-element-8fa9a1e elementor-widget elementor-widget-heading\" data-id=\"8fa9a1e\" 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\">FAQs<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9867106 e-con-full e-flex e-con e-child\" data-id=\"9867106\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t<div class=\"elementor-element elementor-element-f883f0b e-con-full e-flex e-con e-child\" data-id=\"f883f0b\" 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-0d38405 elementor-widget elementor-widget-n-accordion\" data-id=\"0d38405\" 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-1380\" 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-1380\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> What were the main observability announcements at Splunk .conf26? <\/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=\"fas fa-plus\"><\/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-1380\" class=\"elementor-element elementor-element-7c34e08 e-con-full e-flex e-con e-child\" data-id=\"7c34e08\" 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-3fe3ea4 elementor-widget elementor-widget-text-editor\" data-id=\"3fe3ea4\" 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><span style=\"font-weight: 400;\">The main themes included Agent Observability, AI Infrastructure Monitoring, AI Token and Cost Monitoring, Business Journeys, Observability Studio, AI SRE, OpenTelemetry Fleet Management, log analytics, and expanded network visibility.<\/span><\/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-1381\" 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-1381\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> What is Splunk Agent Observability? <\/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=\"fas fa-plus\"><\/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-1381\" class=\"elementor-element elementor-element-fc90ebf e-con-full e-flex e-con e-child\" data-id=\"fc90ebf\" 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-9aa9853 elementor-widget elementor-widget-text-editor\" data-id=\"9aa9853\" 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><span style=\"font-weight: 400;\">Splunk Agent Observability provides visibility into generative AI and agentic applications. It helps teams understand how agents interact with models, tools, and other agents, including their performance, behaviour, and cost.<\/span><\/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-1382\" 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-1382\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Why does AI cost matter for observability? <\/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=\"fas fa-plus\"><\/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-1382\" class=\"elementor-element elementor-element-983e412 e-con-full e-flex e-con e-child\" data-id=\"983e412\" 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-a168cbe elementor-widget elementor-widget-text-editor\" data-id=\"a168cbe\" 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><span style=\"font-weight: 400;\">Generative AI services can have variable operating costs based on factors such as token consumption. Monitoring those costs alongside performance can help organisations understand whether an AI service is operating efficiently as well as reliably.<\/span><\/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-1383\" 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-1383\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> What is Splunk Observability Studio? <\/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=\"fas fa-plus\"><\/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-1383\" class=\"elementor-element elementor-element-76cc19d e-con-full e-flex e-con e-child\" data-id=\"76cc19d\" 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-ce2b722 elementor-widget elementor-widget-text-editor\" data-id=\"ce2b722\" 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><span style=\"font-weight: 400;\">Observability Studio allows developers to inspect OpenTelemetry telemetry while applications are being developed. The aim is to identify instrumentation gaps earlier and make observability part of the software-development process.<\/span><\/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-1384\" 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-1384\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Why is OpenTelemetry Fleet Management important? <\/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=\"fas fa-plus\"><\/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-1384\" class=\"elementor-element elementor-element-4648c85 e-con-full e-flex e-con e-child\" data-id=\"4648c85\" 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-84901a5 elementor-widget elementor-widget-text-editor\" data-id=\"84901a5\" 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><span style=\"font-weight: 400;\">As OpenTelemetry is deployed across more applications and environments, organisations also need to manage Collector configurations, upgrades and governance consistently.<\/span><\/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-1385\" 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-1385\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Do organisations need to adopt every new .conf26 capability? <\/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=\"fas fa-plus\"><\/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-1385\" class=\"elementor-element elementor-element-ed9ad53 e-con-full e-flex e-con e-child\" data-id=\"ed9ad53\" 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-17dd75a elementor-widget elementor-widget-text-editor\" data-id=\"17dd75a\" 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><span style=\"font-weight: 400;\">No. The most useful capabilities depend on the organisation&#8217;s existing challenges, such as AI adoption, growing log volumes, OpenTelemetry management, or limited visibility into business impact.<\/span><\/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>\n\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-efc0518 elementor-widget elementor-widget-spacer\" data-id=\"efc0518\" 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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6334508 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6334508\" 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-24b81a6\" data-id=\"24b81a6\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\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>Explore the key Splunk .conf26 updates, from AI and Agent Observability to log management, OpenTelemetry, Business Journeys and AI cost monitoring.<\/p>","protected":false},"author":14,"featured_media":27681,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"_templately_pack_id":"","_templately_imported_at":"","_templately_source":"","_templately_import_session_id":"","site-sidebar-layout":"right-sidebar","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[77,28],"tags":[],"blog":[119,144],"customer-cases":[],"class_list":["post-27680","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blogs","category-aws","blog-cloud","blog-observability"],"_links":{"self":[{"href":"https:\/\/weare.fi\/en\/wp-json\/wp\/v2\/posts\/27680","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/weare.fi\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/weare.fi\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/weare.fi\/en\/wp-json\/wp\/v2\/users\/14"}],"replies":[{"embeddable":true,"href":"https:\/\/weare.fi\/en\/wp-json\/wp\/v2\/comments?post=27680"}],"version-history":[{"count":11,"href":"https:\/\/weare.fi\/en\/wp-json\/wp\/v2\/posts\/27680\/revisions"}],"predecessor-version":[{"id":27699,"href":"https:\/\/weare.fi\/en\/wp-json\/wp\/v2\/posts\/27680\/revisions\/27699"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/weare.fi\/en\/wp-json\/wp\/v2\/media\/27681"}],"wp:attachment":[{"href":"https:\/\/weare.fi\/en\/wp-json\/wp\/v2\/media?parent=27680"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/weare.fi\/en\/wp-json\/wp\/v2\/categories?post=27680"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/weare.fi\/en\/wp-json\/wp\/v2\/tags?post=27680"},{"taxonomy":"blog","embeddable":true,"href":"https:\/\/weare.fi\/en\/wp-json\/wp\/v2\/blog?post=27680"},{"taxonomy":"customer-cases","embeddable":true,"href":"https:\/\/weare.fi\/en\/wp-json\/wp\/v2\/customer-cases?post=27680"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}