{"id":12485,"date":"2026-10-12T16:57:01","date_gmt":"2026-10-12T23:57:01","guid":{"rendered":"https:\/\/www.couchbase.com\/?page_id=12485"},"modified":"2026-10-23T05:18:47","modified_gmt":"2026-10-23T12:18:47","slug":"analytics-reskin-page","status":"publish","type":"page","link":"https:\/\/www.couchbase.com\/pt\/products\/analytics\/","title":{"rendered":"Analytics Reskin page"},"content":{"rendered":"<div class=\"wp-block-group alignfull wp-block-hero is-style-full-width-image has-peach-background-color has-background is-layout-constrained wp-container-core-group-is-layout-e9fb6676 wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--md);padding-right:var(--wp--preset--spacing--lg);padding-bottom:var(--wp--preset--spacing--md);padding-left:var(--wp--preset--spacing--lg)\">\n<div class=\"wp-block-columns are-vertically-aligned-center is-layout-flex wp-container-core-columns-is-layout-0fd64a4d wp-block-columns-is-layout-flex\" style=\"padding-bottom:var(--wp--preset--spacing--xl)\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-container-core-column-is-layout-bdca1ed4 wp-block-column-is-layout-flow\" style=\"flex-basis:40%\">\n<p class=\"is-style-eyebrow has-black-color has-text-color has-link-color has-body-small-font-size wp-elements-1 wp-block-paragraph\">anal\u00edtica em tempo real para aplicativos e agentes de IA<\/p>\n\n\n\n<h1 id=\"h-couchbase-operational-insights\" class=\"wp-block-heading has-heading-2-xl-font-size\">Couchbase Operational Insights<\/h1>\n\n\n\n<p class=\"has-body-large-font-size wp-block-paragraph\">O Couchbase Analytics agora \u00e9 o Couchbase Operational Insights: an\u00e1lises em tempo real sobre dados operacionais em tempo real, com os resultados sendo enviados diretamente para os aplicativos e agentes de intelig\u00eancia artificial que atuam sobre eles.<\/p>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-5d2f3228 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/docs.couchbase.com\/home\/operational-insights.html\">Leia os documentos<\/a><\/div>\n<\/div>\n<\/div>\n\n\n<div class=\"wp-block-couchbase-com-2026-modal\"><div class=\"wp-block-button is-style-outline\"><button class=\"modal__trigger wp-block-button__link wp-element-button\" data-modal-target=\"modal-1\" type=\"button\" aria-haspopup=\"dialog\" aria-controls=\"modal-1\">Assista ao v\u00eddeo <\/button><\/div><dialog id=\"modal-1\" class=\"modal__dialog modal__dialog--lightbox modal__dialog--large\">\n\t\t\t<button class=\"modal__close modal__close--bold\" type=\"button\" aria-label=\"Fechar a caixa de pop-up\" style=\"color:#000\"><svg viewbox=\"0 0 15 15\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\"><path d=\"M2 2L13 13\" stroke=\"currentColor\" stroke-width=\"4\" stroke-linecap=\"round\"\/><path d=\"M13 2L2 13\" stroke=\"currentColor\" stroke-width=\"4\" stroke-linecap=\"round\"\/><\/svg><\/button>\n\t\t\t<div class=\"modal__scroll\"><div class=\"modal__lightbox\">\n\t\t\t<span class=\"modal__lightbox-item-data\" data-item-url=\"https:\/\/www.youtube.com\/watch?v=gApDhxeRYjI\" hidden><\/span>\n\t\t\t<div class=\"modal__lightbox-display\" aria-live=\"polite\"><\/div>\n\t\t<\/div><\/div>\n\t\t<\/dialog><\/div><\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center hero__media-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<figure class=\"wp-block-image size-full has-custom-border size-large hero__image\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1244\" src=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Analytics-1-scaled.png\" alt=\"\" class=\"wp-image-13036\" style=\"border-top-left-radius:var(--wp--custom--border-radius--card);border-top-right-radius:var(--wp--custom--border-radius--card);border-bottom-left-radius:var(--wp--custom--border-radius--card);border-bottom-right-radius:var(--wp--custom--border-radius--card)\" srcset=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Analytics-1-scaled.png 2560w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Analytics-1-300x146.png 300w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Analytics-1-767x373.png 767w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Analytics-1-18x9.png 18w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Analytics-1-1024x498.png 1024w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Analytics-1-1536x747.png 1536w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Analytics-1-2048x996.png 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<section class=\"wp-block-group alignfull wp-block-card-group has-white-background-color has-background is-layout-constrained wp-container-core-group-is-layout-6f4555f4 wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--2-xl);padding-right:var(--wp--preset--spacing--lg);padding-bottom:var(--wp--preset--spacing--2-xl);padding-left:var(--wp--preset--spacing--lg)\">\n<div class=\"wp-block-group wp-block-leading-content is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading has-text-align-center has-heading-2-xl-font-size\" id=\"h-where-traditional-analytics-falls-short\">Onde a an\u00e1lise tradicional falha<\/h2>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\" style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.556), 20px);\">A maioria das an\u00e1lises \u00e9 executada com base em uma c\u00f3pia dos dados de ontem. Se voc\u00ea entregar essa resposta a um agente de intelig\u00eancia artificial, ele tomar\u00e1 a a\u00e7\u00e3o errada, de forma confi\u00e1vel e em grande escala.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-grid wp-container-core-group-is-layout-d089fd1f wp-block-group-is-layout-grid\">\n<div class=\"wp-block-group wp-custom-card wp-custom-card--image is-full-height has-white-background-color has-background is-vertical is-layout-flex wp-container-core-group-is-layout-6bf216e4 wp-block-group-is-layout-flex\" style=\"padding-top:0;padding-right:0;padding-bottom:0;padding-left:0;box-shadow:var(--wp--preset--shadow--default)\">\n<figure class=\"wp-block-image size-large\" style=\"margin-right:0;margin-left:0\"><img loading=\"lazy\" decoding=\"async\" width=\"992\" height=\"1024\" src=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Chip-992x1024.png\" alt=\"\" class=\"wp-image-11121\" srcset=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Chip-992x1024.png 992w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Chip-291x300.png 291w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Chip-768x792.png 768w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Chip-1489x1536.png 1489w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Chip-12x12.png 12w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Chip-1985x2048.png 1985w\" sizes=\"auto, (max-width: 992px) 100vw, 992px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group card-image__content has-black-background-color has-background is-vertical is-layout-flex wp-container-core-group-is-layout-ba21e338 wp-block-group-is-layout-flex\" style=\"padding-top:var(--wp--preset--spacing--lg);padding-right:var(--wp--preset--spacing--lg);padding-bottom:var(--wp--preset--spacing--lg);padding-left:var(--wp--preset--spacing--lg)\">\n<h2 id=\"h-stale-on-arrival\" class=\"wp-block-heading has-white-color has-text-color has-link-color has-heading-xl-font-size wp-elements-2\" style=\"padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\">Estava quente \u00e0 chegada<\/h2>\n\n\n\n<p class=\"has-text-align-left has-white-color has-text-color wp-block-paragraph\">Cada salto na pipeline aumenta o atraso, portanto o tempo real se torna horas e as decis\u00f5es s\u00e3o baseadas na c\u00f3pia de ontem \u00e0 noite.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group wp-custom-card wp-custom-card--image is-full-height has-white-background-color has-background is-vertical is-layout-flex wp-container-core-group-is-layout-6bf216e4 wp-block-group-is-layout-flex\" style=\"padding-top:0;padding-right:0;padding-bottom:0;padding-left:0;box-shadow:var(--wp--preset--shadow--default)\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"992\" height=\"1024\" src=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Data_Burst-1-992x1024.png\" alt=\"\" class=\"wp-image-11990\" srcset=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Data_Burst-1-992x1024.png 992w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Data_Burst-1-291x300.png 291w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Data_Burst-1-768x792.png 768w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Data_Burst-1-1489x1536.png 1489w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Data_Burst-1-1985x2048.png 1985w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Data_Burst-1-12x12.png 12w\" sizes=\"auto, (max-width: 992px) 100vw, 992px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group card-image__content has-black-background-color has-background is-vertical is-layout-flex wp-container-core-group-is-layout-ba21e338 wp-block-group-is-layout-flex\" style=\"padding-top:var(--wp--preset--spacing--lg);padding-right:var(--wp--preset--spacing--lg);padding-bottom:var(--wp--preset--spacing--lg);padding-left:var(--wp--preset--spacing--lg)\">\n<h3 id=\"h-brittle-by-design\" class=\"wp-block-heading has-white-color has-text-color has-link-color has-heading-xl-font-size wp-elements-3\">Fr\u00e1geis por design<\/h3>\n\n\n\n<p class=\"has-text-align-left has-white-color has-text-color wp-block-paragraph\">Os pipelines ETL ficam quebrados quando um aplicativo adiciona um campo ou altera um documento, e algu\u00e9m precisa corrigi-los manualmente.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group wp-custom-card wp-custom-card--image is-full-height has-white-background-color has-background is-vertical is-layout-flex wp-container-core-group-is-layout-6bf216e4 wp-block-group-is-layout-flex\" style=\"padding-top:0;padding-right:0;padding-bottom:0;padding-left:0;box-shadow:var(--wp--preset--shadow--default)\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"992\" height=\"1024\" src=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Stack-1-edited-992x1024.png\" alt=\"\" class=\"wp-image-13167\" srcset=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Stack-1-edited-992x1024.png 992w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Stack-1-edited-291x300.png 291w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Stack-1-edited-768x792.png 768w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Stack-1-edited-1489x1536.png 1489w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Stack-1-edited-12x12.png 12w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Stack-1-edited.png 1668w\" sizes=\"auto, (max-width: 992px) 100vw, 992px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group card-image__content has-black-background-color has-background is-vertical is-layout-flex wp-container-core-group-is-layout-ba21e338 wp-block-group-is-layout-flex\" style=\"padding-top:var(--wp--preset--spacing--lg);padding-right:var(--wp--preset--spacing--lg);padding-bottom:var(--wp--preset--spacing--lg);padding-left:var(--wp--preset--spacing--lg)\">\n<h3 class=\"wp-block-heading has-text-align-left has-white-color has-text-color has-heading-xl-font-size\" id=\"h-one-way-by-default\">Modo de uso \u00fanico por padr\u00e3o<\/h3>\n\n\n\n<p class=\"has-text-align-left has-white-color has-text-color wp-block-paragraph\">As informa\u00e7\u00f5es permanecem no armaz\u00e9m. Para recuper\u00e1-las nos aplicativos e nos agentes, \u00e9 necess\u00e1rio um trabalho inverso de ETL ou um script.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group wp-custom-card wp-custom-card--image is-full-height has-white-background-color has-background is-vertical is-layout-flex wp-container-core-group-is-layout-6bf216e4 wp-block-group-is-layout-flex\" style=\"padding-top:0;padding-right:0;padding-bottom:0;padding-left:0;box-shadow:var(--wp--preset--shadow--default)\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"992\" height=\"1024\" src=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Zoom-1-992x1024.png\" alt=\"\" class=\"wp-image-12731\" srcset=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Zoom-1-992x1024.png 992w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Zoom-1-291x300.png 291w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Zoom-1-768x792.png 768w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Zoom-1-1489x1536.png 1489w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Zoom-1-1985x2048.png 1985w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Zoom-1-12x12.png 12w\" sizes=\"auto, (max-width: 992px) 100vw, 992px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group card-image__content has-black-background-color has-background is-vertical is-layout-flex wp-container-core-group-is-layout-ba21e338 wp-block-group-is-layout-flex\" style=\"padding-top:var(--wp--preset--spacing--lg);padding-right:var(--wp--preset--spacing--lg);padding-bottom:var(--wp--preset--spacing--lg);padding-left:var(--wp--preset--spacing--lg)\">\n<h3 class=\"wp-block-heading has-text-align-left has-white-color has-text-color has-heading-xl-font-size\" id=\"h-heavy-queries-slow-production\">Quest\u00f5es pesadas prejudicam a produ\u00e7\u00e3o<\/h3>\n\n\n\n<p class=\"has-text-align-left has-white-color has-text-color wp-block-paragraph\">Em vez disso, execute uma an\u00e1lise no banco de dados operacional e os clientes que utilizam seus aplicativos sentir\u00e3o a desacelera\u00e7\u00e3o.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n\n\n\n<div class=\"wp-block-group alignfull has-peach-background-color has-background is-layout-constrained wp-container-core-group-is-layout-11e85e51 wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--2-xs);padding-bottom:var(--wp--preset--spacing--xl)\">\n<div class=\"wp-block-group has-black-color has-peach-background-color has-text-color has-background has-link-color wp-elements-4 is-layout-constrained wp-container-core-group-is-layout-6e1cd670 wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--lg);padding-right:var(--wp--preset--spacing--xl);padding-bottom:0\">\n<section class=\"wp-block-group alignwide wp-block-values-accordion has-peach-background-color has-background is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"has-text-align-center is-style-eyebrow wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-heading-2-xl-font-size\" id=\"h-what-is-couchbase-operational-insights\">O que \u00e9 o Couchbase Operational Insights?<\/h2>\n\n\n\n<p class=\"has-text-align-center has-body-large-font-size wp-block-paragraph\">An\u00e1lises em tempo real integradas na Plataforma de Dados Operacionais para IA<sup>\u00ae<\/sup>. Analisa dados operacionais em tempo real e coloca a resposta onde os aplicativos e os agentes atuam.<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-a91057ef wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div style=\"margin-right:0;margin-left:0\" class=\"wp-block-couchbase-com-2026-modal\"><div class=\"wp-block-button\"><button class=\"modal__trigger wp-block-button__link wp-element-button\" data-modal-target=\"modal-2\" type=\"button\" aria-haspopup=\"dialog\" aria-controls=\"modal-2\">Assista ao v\u00eddeo<\/button><\/div><dialog id=\"modal-2\" class=\"modal__dialog modal__dialog--lightbox modal__dialog--large\">\n\t\t\t<button class=\"modal__close modal__close--bold\" type=\"button\" aria-label=\"Fechar a caixa de pop-up\" style=\"color:#000\"><svg viewbox=\"0 0 15 15\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\"><path d=\"M2 2L13 13\" stroke=\"currentColor\" stroke-width=\"4\" stroke-linecap=\"round\"\/><path d=\"M13 2L2 13\" stroke=\"currentColor\" stroke-width=\"4\" stroke-linecap=\"round\"\/><\/svg><\/button>\n\t\t\t<div class=\"modal__scroll\"><div class=\"modal__lightbox\">\n\t\t\t<span class=\"modal__lightbox-item-data\" data-item-url=\"https:\/\/www.youtube.com\/watch?v=gApDhxeRYjI\" hidden><\/span>\n\t\t\t<div class=\"modal__lightbox-display\" aria-live=\"polite\"><\/div>\n\t\t<\/div><\/div>\n\t\t<\/dialog><\/div><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-801acb99 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:38.58%\">\n<div data-wp-context=\"{ &quot;autoclose&quot;: true, &quot;accordionItems&quot;: [] }\" data-wp-interactive=\"core\/accordion\" role=\"group\" class=\"wp-block-accordion is-timed is-layout-flow wp-block-accordion-is-layout-flow\" style=\"margin-top:var(--wp--preset--spacing--lg)\">\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-3&quot;, &quot;openByDefault&quot;: true }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-open is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-icon has-icon-right has-heading-lg-font-size\"><button aria-expanded=\"true\" aria-controls=\"accordion-item-3-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" id=\"accordion-item-3\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">Sempre ao vivo, com zero ETL<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div aria-labelledby=\"accordion-item-3\" data-wp-bind--hidden=\"state.isHidden\" data-wp-on--beforematch=\"actions.handleBeforeMatch\" id=\"accordion-item-3-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-container-core-accordion-panel-is-layout-8796d431 wp-block-accordion-panel-is-layout-flow\">\n<p class=\"wp-block-paragraph\" style=\"font-size:14px\">Operational Insights reflete os dados operacionais \u00e0 medida que eles se alteram. Os dados s\u00e3o recebidos a partir de Couchbase Capella e Couchbase Server, de MongoDB, DynamoDB, PostgreSQL, MySQL, Oracle e SQL Server atrav\u00e9s do Kafka, e de arquivos JSON, Parquet, Avro, CSV e Delta Lake em armazenamento na nuvem. N\u00e3o h\u00e1 c\u00f3pia di\u00e1ria e n\u00e3o h\u00e1 pipeline para reconstru\u00e7\u00e3o quando o formato de um documento muda.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"842\" height=\"1024\" src=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/couchbase-operational-insights-architecture-zero-etl-real-time-write-back_4-842x1024.png\" alt=\"Couchbase Operational Insights architecture: zero-ETL streaming in from operational data, with real-time write-back for apps and AI agents.\" class=\"wp-image-12231\" srcset=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/couchbase-operational-insights-architecture-zero-etl-real-time-write-back_4-842x1024.png 842w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/couchbase-operational-insights-architecture-zero-etl-real-time-write-back_4-247x300.png 247w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/couchbase-operational-insights-architecture-zero-etl-real-time-write-back_4-768x934.png 768w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/couchbase-operational-insights-architecture-zero-etl-real-time-write-back_4-1262x1536.png 1262w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/couchbase-operational-insights-architecture-zero-etl-real-time-write-back_4-10x12.png 10w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/couchbase-operational-insights-architecture-zero-etl-real-time-write-back_4-1683x2048.png 1683w\" sizes=\"auto, (max-width: 842px) 100vw, 842px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-4&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-icon has-icon-right\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-4-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" id=\"accordion-item-4\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">Nunca no caminho da produ\u00e7\u00e3o<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div aria-labelledby=\"accordion-item-4\" data-wp-bind--hidden=\"state.isHidden\" data-wp-on--beforematch=\"actions.handleBeforeMatch\" id=\"accordion-item-4-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p class=\"has-small-font-size wp-block-paragraph\">A an\u00e1lise \u00e9 executada no pr\u00f3prio cluster, portanto consultas pesadas nunca prejudicam os aplicativos usados pelos seus clientes. A computa\u00e7\u00e3o \u00e9 dimensionada de forma independente do armazenamento, que \u00e9 armazenado em armazenamento de objetos, para que voc\u00ea possa adicionar capacidade sem precisar mover dados. Por baixo, o JSON \u00e9 armazenado coluna por coluna e as consultas s\u00e3o executadas em paralelo entre os n\u00f3s, planejadas por um otimizador baseado em custo.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" width=\"1200\" height=\"1460\" fetchpriority=\"low\" src=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/couchbase-operational-insights-architecture-zero-etl-real-time-write-back_4.svg\" alt=\"Couchbase Operational Insights architecture: zero-ETL streaming in from operational data, with real-time write-back for apps and AI agents.\" class=\"wp-image-12224\" style=\"aspect-ratio:0.8219364363975444;width:330px;height:auto\"\/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-5&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-icon has-icon-right\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-5-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" id=\"accordion-item-5\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">Os resultados s\u00e3o enviados de volta para o aplicativo<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div aria-labelledby=\"accordion-item-5\" data-wp-bind--hidden=\"state.isHidden\" data-wp-on--beforematch=\"actions.handleBeforeMatch\" id=\"accordion-item-5-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-container-core-accordion-panel-is-layout-8796d431 wp-block-accordion-panel-is-layout-flow\">\n<p class=\"has-small-font-size wp-block-paragraph\">Uma vis\u00e3o de conjunto se paga quando algo \u00e9 implementado com base nela. Escreva os resultados de qualquer consulta do SQL++ diretamente no banco de dados operacional que seus aplicativos e agentes j\u00e1 utilizam: pontua\u00e7\u00f5es de churn e fraude, segmentos de clientes, etiquetas de agrupamento, KPIs e ofertas de melhor desempenho. N\u00e3o h\u00e1 ETL reverso nem transfer\u00eancia de responsabilidades, portanto a resposta est\u00e1 pronta na pr\u00f3xima leitura.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" width=\"1200\" height=\"1460\" fetchpriority=\"low\" src=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/couchbase-operational-insights-architecture-zero-etl-real-time-write-back_4.svg\" alt=\"Couchbase Operational Insights architecture: zero-ETL streaming in from operational data, with real-time write-back for apps and AI agents.\" class=\"wp-image-12224\" style=\"aspect-ratio:0.8219364363975444;width:331px;height:auto\"\/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-6&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-icon has-icon-right\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-6-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" id=\"accordion-item-6\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">Sem\u00e2ntico encontra estruturado<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div aria-labelledby=\"accordion-item-6\" data-wp-bind--hidden=\"state.isHidden\" data-wp-on--beforematch=\"actions.handleBeforeMatch\" id=\"accordion-item-6-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-container-core-accordion-panel-is-layout-8796d431 wp-block-accordion-panel-is-layout-flow\">\n<p class=\"has-small-font-size wp-block-paragraph\">Para implanta\u00e7\u00f5es autogestionadas, os registros de grupos s\u00e3o classificados por valor exato ou por significado com agrupamento sem\u00e2ntico, constru\u00eddo com base em uma busca vetorial nativa. As avalia\u00e7\u00f5es de clusters, tickets ou solicita\u00e7\u00f5es s\u00e3o agrupadas em temas e agregadas na mesma consulta SQL. O suporte a vetores e o SQL permitem a busca exata para precis\u00e3o e a busca aproximada para velocidade.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1200\" height=\"1460\" fetchpriority=\"low\" src=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/couchbase-operational-insights-architecture-zero-etl-real-time-write-back_4.svg\" alt=\"Couchbase Operational Insights architecture: zero-ETL streaming in from operational data, with real-time write-back for apps and AI agents.\" class=\"wp-image-12224\"\/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center values-accordion__image-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:56.48%\">\n<div class=\"wp-block-group values-accordion__image-panel is-layout-flow wp-block-group-is-layout-flow\"><\/div>\n<\/div>\n<\/div>\n<\/section>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-peach-background-color has-background is-layout-constrained wp-container-core-group-is-layout-51fa12eb wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading has-text-align-center has-heading-2-xl-font-size\" id=\"h-stats-and-benchmarks\" style=\"margin-top:var(--wp--preset--spacing--xl);margin-bottom:var(--wp--preset--spacing--xl)\">Estat\u00edsticas e benchmarks<\/h2>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-1c863dbf wp-block-group-is-layout-flex\" style=\"margin-bottom:var(--wp--preset--spacing--xl);padding-right:var(--wp--preset--spacing--2-xl);padding-bottom:0;padding-left:var(--wp--preset--spacing--2-xl)\">\n<div class=\"wp-block-group wp-block-stat-item has-orange-color has-black-background-color has-text-color has-background is-vertical is-layout-flex wp-container-core-group-is-layout-58033321 wp-block-group-is-layout-flex\">\n<p class=\"wp-block-paragraph\">~100\u00d7<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:clamp(15.747px, 0.984rem + ((1vw - 3.2px) * 0.764), 24px);\">menor lat\u00eancia de consultas anal\u00edticas em compara\u00e7\u00e3o com o MongoDB Atlas (CH2++ 2025)<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group wp-block-stat-item has-orange-color has-black-background-color has-text-color has-background is-vertical is-layout-flex wp-container-core-group-is-layout-58033321 wp-block-group-is-layout-flex\">\n<p class=\"wp-block-paragraph\">22\/22<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:clamp(15.747px, 0.984rem + ((1vw - 3.2px) * 0.764), 24px);\">As consultas CH2++ foram conclu\u00eddas. O MongoDB Atlas ficou sem tempo em 8 das 22 realizadas.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-peach-background-color has-background is-layout-constrained wp-container-core-group-is-layout-4dc5e948 wp-block-group-is-layout-constrained\" style=\"padding-right:var(--wp--preset--spacing--xl);padding-left:var(--wp--preset--spacing--xl)\">\n<section class=\"wp-block-group wp-block-leading-content is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"has-text-align-center is-style-eyebrow has-black-color has-text-color has-link-color wp-elements-5 wp-block-paragraph\" style=\"font-size:12px\">Insights Operacionais para os Clientes<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-heading-2-xl-font-size\" id=\"h-results-in-production\">Resultados na produ\u00e7\u00e3o<\/h2>\n<\/section>\n\n\n\n<div class=\"wp-block-group wp-block-stat-item-list is-style-default is-horizontal is-content-justification-center is-layout-flex wp-container-core-group-is-layout-25d70053 wp-block-group-is-layout-flex\" style=\"margin-top:0;margin-bottom:var(--wp--preset--spacing--xl);padding-top:var(--wp--preset--spacing--xl);padding-right:var(--wp--preset--spacing--lg);padding-bottom:0;padding-left:var(--wp--preset--spacing--2-xl)\">\n<div class=\"wp-block-group wp-block-stat-item has-orange-color has-black-background-color has-text-color has-background is-vertical is-layout-flex wp-container-core-group-is-layout-8ca9c912 wp-block-group-is-layout-flex\">\n<p class=\"wp-block-paragraph\">500%<\/p>\n\n\n\n<p class=\"has-body-small-font-size wp-block-paragraph\">melhoria no desempenho da consulta<\/p>\n\n\n\n<figure class=\"wp-block-image size-medium is-resized testimonial-carousel__logo\"><img decoding=\"async\" src=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/07\/broadjump-rebrand-white-1.svg\" alt=\"\" class=\"wp-image-2460\" style=\"aspect-ratio:2.0661118816458623;width:129px;height:auto\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.couchbase.com\/pt\/customers\/broadjump\/\" data-type=\"link\" data-id=\"https:\/\/www.couchbase.com\/customers\/broadjump\/\">Leia a hist\u00f3ria<\/a><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group wp-block-stat-item has-orange-color has-black-background-color has-text-color has-background is-vertical is-layout-flex wp-container-core-group-is-layout-ed9a3e0d wp-block-group-is-layout-flex\">\n<p class=\"wp-block-paragraph\">18K+<\/p>\n\n\n\n<p class=\"has-body-small-font-size wp-block-paragraph\">lojas em mais de 90 pa\u00edses com dados de clientes unificados<\/p>\n\n\n\n<figure class=\"wp-block-image size-medium is-resized testimonial-carousel__logo\"><img decoding=\"async\" src=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/07\/dominos-white.svg\" alt=\"\" class=\"wp-image-3276\" style=\"aspect-ratio:2.0661118816458623;width:129px;height:auto\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.couchbase.com\/pt\/customers\/dominos\/\" data-type=\"link\" data-id=\"https:\/\/www.couchbase.com\/customers\/dominos\/\">Leia a hist\u00f3ria<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignfull is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-columns cta-banner has-black-background-color has-background is-layout-flex wp-container-core-columns-is-layout-77b8f695 wp-block-columns-is-layout-flex\" style=\"padding-top:var(--wp--preset--spacing--xs);padding-right:0;padding-bottom:var(--wp--preset--spacing--xs);padding-left:0\">\n<div class=\"wp-block-column cta-banner__image-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"569\" src=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Home-edited-1024x569.png\" alt=\"\" class=\"wp-image-13157\" srcset=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Home-edited-1024x569.png 1024w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Home-edited-300x167.png 300w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Home-edited-768x427.png 768w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Home-edited-1536x854.png 1536w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Home-edited-2048x1138.png 2048w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Home-edited-18x10.png 18w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7f6d387f wp-block-columns-is-layout-flex\" style=\"padding-top:var(--wp--preset--spacing--lg);padding-right:var(--wp--preset--spacing--xl);padding-bottom:var(--wp--preset--spacing--lg);padding-left:var(--wp--preset--spacing--xl)\">\n<div class=\"wp-block-column cta-banner__text is-vertical is-nowrap is-layout-flex wp-container-core-column-is-layout-baa6f4c7 wp-block-column-is-layout-flex\">\n<p class=\"is-style-eyebrow has-white-color has-text-color has-small-font-size wp-block-paragraph\"><\/p>\n\n\n\n<h2 id=\"h-see-how-operational-insights-compares-with-mongodb-atlas\" class=\"wp-block-heading has-white-color has-text-color has-heading-xl-font-size\">Veja como a Operacional Insights se compara ao MongoDB Atlas<\/h2>\n\n\n\n<p class=\"has-white-color has-text-color has-link-color wp-elements-6 wp-block-paragraph\">Em um benchmark do CH2++ com uma empresa independente, a lat\u00eancia das consultas anal\u00edticas foi ~100 a 150 vezes menor em clusters compar\u00e1veis em termos de pre\u00e7o.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center cta-banner__cta is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-medium\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.couchbase.com\/pt\/document\/couchbase-vs-mongodb-real-time-analytics-benchmarks\/\">Obter o relat\u00f3rio<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<div class=\"wp-block-group alignfull has-black-background-color has-background is-layout-constrained wp-block-group-is-layout-constrained\" style=\"margin-top:0;margin-bottom:0;padding-top:0;padding-bottom:0\">\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<section class=\"wp-block-group wp-block-leading-content has-black-background-color has-background is-layout-constrained wp-block-group-is-layout-constrained\" style=\"margin-top:0;padding-top:var(--wp--preset--spacing--xl);padding-bottom:var(--wp--preset--spacing--xl)\">\n<p class=\"has-text-align-center is-style-eyebrow has-white-color has-text-color has-link-color wp-elements-7 wp-block-paragraph\">Como funciona<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-white-color has-text-color has-link-color has-heading-2-xl-font-size wp-elements-8\" id=\"h-one-closed-loop-from-data-to-decision\">Um circuito fechado, de dados a decis\u00f5es<\/h2>\n\n\n\n<p class=\"has-text-align-center has-white-color has-text-color has-link-color has-body-large-font-size wp-elements-9 wp-block-paragraph\">Operational Insights aborda todos os passos entre uma mudan\u00e7a nos seus dados e a a\u00e7\u00e3o que um aplicativo ou um agente toma em rela\u00e7\u00e3o a ela.<\/p>\n\n\n<div style=\"padding-top:var(--wp--preset--spacing--md);padding-bottom:var(--wp--preset--spacing--md);padding-left:var(--wp--preset--spacing--lg);padding-right:var(--wp--preset--spacing--lg);--tabs-accent-color: #EC1218;--tabs-edge-left: var(--wp--preset--spacing--lg);--tabs-edge-right: var(--wp--preset--spacing--lg)\" class=\"is-style-default wp-block-couchbase-com-2026-tabs has-background has-black-background-color\" data-tabs-id=\"tabs-block-7\"><div class=\"tabs-block__nav-select-wrapper\"><div class=\"tabs-block__nav-select\"><button class=\"tabs-block__nav-select-trigger\" type=\"button\" aria-haspopup=\"listbox\" aria-expanded=\"false\"><span class=\"tabs-block__nav-select-trigger-content\"><span class=\"tabs-block__nav-select-label\">Ingest<\/span><\/span><svg class=\"tabs-block__nav-select-chevron\" width=\"16\" height=\"16\" viewbox=\"0 0 16 16\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M4 6l4 4 4-4\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg><\/button><ul class=\"tabs-block__nav-select-list\" role=\"listbox\" aria-label=\"Escolha a guia\"><li class=\"tabs-block__nav-select-option is-active\" id=\"tabs-block-7-option-0\" role=\"option\" aria-selected=\"true\" tabindex=\"0\" data-panel-id=\"tabs-block-7-panel-0\"><span class=\"tabs-block__nav-select-label\">Ingest<\/span><\/li><li class=\"tabs-block__nav-select-option\" id=\"tabs-block-7-option-1\" role=\"option\" aria-selected=\"false\" tabindex=\"-1\" data-panel-id=\"tabs-block-7-panel-1\"><span class=\"tabs-block__nav-select-label\">Analisar<\/span><\/li><li class=\"tabs-block__nav-select-option\" id=\"tabs-block-7-option-2\" role=\"option\" aria-selected=\"false\" tabindex=\"-1\" data-panel-id=\"tabs-block-7-panel-2\"><span class=\"tabs-block__nav-select-label\">Cluster<\/span><\/li><li class=\"tabs-block__nav-select-option\" id=\"tabs-block-7-option-3\" role=\"option\" aria-selected=\"false\" tabindex=\"-1\" data-panel-id=\"tabs-block-7-panel-3\"><span class=\"tabs-block__nav-select-label\">Lei<\/span><\/li><\/ul><\/div><\/div><div class=\"tabs-block__nav\" role=\"tablist\" aria-label=\"Naviga\u00e7\u00e3o por teclas de atalho\"><button class=\"tabs-block__tab is-active\" id=\"tabs-block-7-tab-0\" role=\"tab\" type=\"button\" aria-selected=\"true\" aria-controls=\"tabs-block-7-panel-0\" tabindex=\"0\"><span class=\"tabs-block__tab-label\">Ingest<\/span><\/button><button class=\"tabs-block__tab\" id=\"tabs-block-7-tab-1\" role=\"tab\" type=\"button\" aria-selected=\"false\" aria-controls=\"tabs-block-7-panel-1\" tabindex=\"-1\"><span class=\"tabs-block__tab-label\">Analisar<\/span><span class=\"tabs-block__tab-caption\">Consultar JSON aninhado diretamente no SQL++, juntando dados operacionais atuais com fontes hist\u00f3ricas e externas em uma \u00fanica consulta.<\/span><\/button><button class=\"tabs-block__tab\" id=\"tabs-block-7-tab-2\" role=\"tab\" type=\"button\" aria-selected=\"false\" aria-controls=\"tabs-block-7-panel-2\" tabindex=\"-1\"><span class=\"tabs-block__tab-label\">Cluster<\/span><\/button><button class=\"tabs-block__tab\" id=\"tabs-block-7-tab-3\" role=\"tab\" type=\"button\" aria-selected=\"false\" aria-controls=\"tabs-block-7-panel-3\" tabindex=\"-1\"><span class=\"tabs-block__tab-label\">Lei<\/span><\/button><\/div><div class=\"tabs-block__panels\"><div class=\"tabs-block__panel is-active\" id=\"tabs-block-7-panel-0\" role=\"tabpanel\" aria-labelledby=\"tabs-block-7-tab-0\">\n\n<p class=\"has-white-color has-text-color has-link-color wp-elements-10 wp-block-paragraph\">Os dados s\u00e3o recebidos a partir do Couchbase, de outras bases de dados e de armazenamento em nuvem \u00e0 medida que acontecem, sem necessidade de pipeline de ETL para criar ou supervisionar.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-white-color has-text-color has-link-color wp-elements-11\" id=\"h-operational-insights-capabilities\" style=\"padding-top:var(--wp--preset--spacing--sm);padding-bottom:var(--wp--preset--spacing--sm)\">Capacidades da fun\u00e7\u00e3o Insights Operacionais<\/h2>\n\n\n\n<section class=\"wp-block-group alignfull wp-block-featured-content has-white-color has-black-background-color has-text-color has-background is-layout-constrained wp-container-core-group-is-layout-3867c3b3 wp-block-group-is-layout-constrained\" style=\"margin-top:var(--wp--preset--spacing--2-xs);margin-bottom:var(--wp--preset--spacing--2-xs);padding-top:0;padding-right:0;padding-bottom:var(--wp--preset--spacing--xs);padding-left:0\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-e9181e3d wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-group wp-block-featured-content__card has-black-color has-white-background-color has-text-color has-background is-vertical is-layout-flex wp-container-core-group-is-layout-fd44e563 wp-block-group-is-layout-flex is-linked\"><a class=\"wp-block-group__link\" href=\"https:\/\/docs.couchbase.com\/server\/current\/learn\/clusters-and-availability\/rebalance.html\" target=\"_self\" rel=\"follow\" aria-hidden=\"true\" tabindex=\"-1\">&nbsp;<\/a><div class=\"is-size-large wp-elements-12 wp-elements-21 wp-block-couchbase-com-2026-icon\"><svg viewbox=\"13 12 34 36\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"currentColor\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M29.58,25.16c.28,0,.57,0,.85,0,.02,0,.03,0,.05,0,.27.02.54.05.81.09.7.11,1.38.32,2.02.61.78.35,1.48.82,2.11,1.39.58.53,1.08,1.14,1.49,1.81.35.59.63,1.2.82,1.86.2.68.32,1.36.32,2.07,0,.03,0,.06,0,.09v.36s0,.06,0,.1c0,.07,0,.14,0,.21-.02.34-.07.68-.13,1.01-.12.63-.32,1.24-.59,1.83-.37.79-.85,1.51-1.45,2.14-.4.43-.85.81-1.34,1.15-.52.35-1.07.64-1.65.87-.53.2-1.08.35-1.64.44-.26.04-.53.07-.79.08-.08,0-.15,0-.23.02h-.45s-.05,0-.08-.01c-.23-.01-.45-.03-.67-.05-.32-.04-.65-.1-.96-.18-.93-.23-1.78-.61-2.57-1.14-.61-.41-1.15-.9-1.63-1.46-.67-.79-1.17-1.68-1.5-2.66-.22-.66-.36-1.34-.4-2.03,0-.04,0-.08-.02-.12v-.86s.02-.08.02-.13c0-.18.03-.37.06-.55.13-.92.41-1.79.84-2.61.49-.93,1.14-1.74,1.94-2.42.6-.51,1.26-.92,1.97-1.23.52-.23,1.06-.4,1.62-.52.32-.07.65-.11.98-.14.07,0,.15,0,.22-.02ZM29.96,32.91c-.31,0-.68.02-1.06.03-.19,0-.38,0-.57.01-.34.01-.68.01-1.02.02-.11,0-.12.02-.12-.12,0-.67,0-1.33,0-2,0-.03,0-.07,0-.1,0-.22-.15-.36-.37-.36-.17,0-.34,0-.52.01-.25.01-.51.03-.76.06-.1.01-.19.02-.28.06-.4.14-.69.54-.69.97,0,1.04,0,2.09,0,3.13,0,.05,0,.11.01.16.05.44.34.76.78.85.32.06.65.1.97.13.19.02.39.03.58.04.24.02.48.03.72.05.2.01.39.02.59.03.3.01.61.02.91.03.34,0,.67,0,1.01,0,.27,0,.54,0,.81,0,.34,0,.68-.02,1.02-.03.14,0,.29,0,.43-.02.09,0,.17,0,.26-.01.17-.01.34-.02.51-.03.13,0,.27-.02.4-.03.2-.02.39-.04.59-.06.17-.02.34-.04.51-.08.41-.09.66-.34.76-.75.02-.09.02-.18.02-.28,0-.53,0-1.05,0-1.58,0-.49,0-.99.02-1.48,0-.16-.02-.32-.09-.46-.15-.32-.39-.52-.74-.59-.15-.03-.31-.04-.46-.05-.19-.02-.39-.03-.59-.04-.05,0-.11,0-.16,0-.08,0-.15,0-.23,0-.18,0-.3.11-.34.29,0,.04,0,.09,0,.13,0,.68,0,1.36,0,2.04,0,.03,0,.05,0,.08,0,.03-.01.04-.04.04-.02,0-.04,0-.06,0-.39,0-.77-.01-1.16-.02-.2,0-.41,0-.61-.01-.32-.01-.64-.01-1.01-.02Z\"\/><path d=\"M30,11.93c-6.48,0-17.45,1.15-17.45,5.47s10.97,5.47,17.45,5.47c4.55,0,11.3-.57,14.93-2.4v22.1c-.33,1.04-5.75,2.98-14.93,2.98s-14.6-1.94-14.93-2.95v-18.9c-.87-.34-1.74-.76-2.52-1.28v20.18c0,4.32,10.97,5.47,17.45,5.47s17.45-1.15,17.45-5.47v-25.2c0-4.32-10.97-5.47-17.45-5.47ZM30,20.35c-9.09,0-14.49-1.9-14.92-2.95.42-1.05,5.83-2.95,14.92-2.95s14.49,1.9,14.92,2.95c-.42,1.05-5.83,2.95-14.92,2.95Z\"\/><\/svg><\/div>\n\n\n<h2 id=\"h-zero-etl-ingestion\" class=\"wp-block-heading has-heading-xl-font-size\">Inger\u00e7\u00e3o de dados sem ETL<\/h2>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">Streama dados de Couchbase, MongoDB, DynamoDB, PostgreSQL, MySQL, Oracle e SQL Server via Kafka e l\u00ea arquivos no S3, GCS e Azure.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n\n<\/div><div class=\"tabs-block__panel\" id=\"tabs-block-7-panel-1\" role=\"tabpanel\" aria-labelledby=\"tabs-block-7-tab-1\" hidden>\n\n<p class=\"has-white-color has-text-color has-link-color wp-elements-13 wp-block-paragraph\">Consultar JSON aninhado diretamente no SQL++, juntando dados operacionais atuais com fontes hist\u00f3ricas e externas em uma \u00fanica consulta.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-white-color has-text-color has-link-color wp-elements-14\" id=\"h-operational-insights-capabilities-0\" style=\"padding-top:var(--wp--preset--spacing--sm);padding-bottom:var(--wp--preset--spacing--sm)\">Capacidades da fun\u00e7\u00e3o Insights Operacionais<\/h2>\n\n\n\n<section class=\"wp-block-group alignfull wp-block-featured-content has-white-color has-black-background-color has-text-color has-background is-layout-constrained wp-container-core-group-is-layout-a98bda09 wp-block-group-is-layout-constrained\" style=\"margin-top:var(--wp--preset--spacing--2-xs);margin-bottom:var(--wp--preset--spacing--2-xs);padding-top:var(--wp--preset--spacing--xs);padding-bottom:var(--wp--preset--spacing--xs)\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-e9181e3d wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-group wp-block-featured-content__card has-black-color has-white-background-color has-text-color has-background is-vertical is-layout-flex wp-container-core-group-is-layout-fd44e563 wp-block-group-is-layout-flex is-linked\"><a class=\"wp-block-group__link\" href=\"https:\/\/docs.couchbase.com\/server\/current\/learn\/services-and-indexes\/services\/continuous-backup.html\" target=\"_self\" rel=\"follow\" aria-hidden=\"true\" tabindex=\"-1\">&nbsp;<\/a><div class=\"is-size-large wp-block-couchbase-com-2026-icon\"><svg viewbox=\"13 14 34 31\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"currentColor\" aria-hidden=\"true\" focusable=\"false\"><polygon points=\"44.85 43.06 44.85 24.38 41.85 24.38 41.85 43.06 40.37 43.06 40.37 32.63 37.37 32.63 37.37 43.06 35.88 43.06 35.88 34.4 32.88 34.4 32.88 43.06 31.4 43.06 31.4 32.63 28.4 32.63 28.4 43.06 26.92 43.06 26.92 29.34 23.92 29.34 23.92 43.06 22.44 43.06 22.44 37.16 19.44 37.16 19.44 43.06 17.96 43.06 17.96 38.93 14.96 38.93 14.96 43.06 12.48 43.06 12.48 45.46 47.52 45.46 47.52 43.06 44.85 43.06\"\/><path d=\"M16.46,35.06c1.6,0,2.9-1.3,2.9-2.9,0-.52-.15-1-.38-1.42.05-.04.09-.08.14-.13l4.79-5.57s.02-.03.03-.04c.42.24.9.38,1.41.38.79,0,1.51-.32,2.03-.83.03.02.05.04.08.06l3.58,2.08c.14.08.3.12.45.12.01,0,.03,0,.04,0-.02.14-.04.29-.04.43,0,1.6,1.3,2.9,2.9,2.9s2.9-1.3,2.9-2.9c0-.48-.13-.93-.34-1.33.06-.05.12-.1.17-.16l4.59-5.6c.06-.08.11-.16.14-.25.44.26.94.43,1.49.43,1.6,0,2.9-1.3,2.9-2.9s-1.3-2.9-2.9-2.9-2.9,1.3-2.9,2.9c0,.47.12.9.32,1.29-.17.05-.32.15-.44.29l-4.59,5.6s-.02.04-.04.06c-.4-.2-.84-.33-1.31-.33-.88,0-1.66.4-2.19,1.02-.07-.09-.15-.17-.26-.23l-3.58-2.08c-.05-.03-.11-.06-.17-.08.03-.16.05-.32.05-.49,0-1.6-1.3-2.9-2.9-2.9s-2.9,1.3-2.9,2.9c0,.44.11.85.28,1.23-.07.04-.13.1-.19.16l-4.79,5.57s-.04.06-.07.09c-.37-.17-.78-.28-1.22-.28-1.6,0-2.9,1.3-2.9,2.9s1.3,2.9,2.9,2.9Z\"\/><\/svg><\/div>\n\n\n<h2 id=\"h-sql-on-json\" class=\"wp-block-heading has-heading-xl-font-size\">SQL em JSON<\/h2>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">Integra\u00e7\u00f5es e agrega\u00e7\u00f5es em JSON aninhado sem a necessidade de flattenamento. Em casos de autogest\u00e3o, adicione l\u00f3gica personalizada com UDFs Python e execute v\u00e1rios passos por solicita\u00e7\u00e3o.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n\n<\/div><div class=\"tabs-block__panel\" id=\"tabs-block-7-panel-2\" role=\"tabpanel\" aria-labelledby=\"tabs-block-7-tab-2\" hidden>\n\n<p class=\"has-white-color has-text-color has-link-color wp-elements-15 wp-block-paragraph\">Organize os dados por significado e campo com agrupamento sem\u00e2ntico e busca vetorial, e ent\u00e3o agregue-os na mesma consulta (gerenciada internamente).<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-white-color has-text-color has-link-color wp-elements-16\" id=\"h-operational-insights-capabilities-1\" style=\"padding-top:var(--wp--preset--spacing--sm);padding-bottom:var(--wp--preset--spacing--sm)\">Capacidades da fun\u00e7\u00e3o Insights Operacionais<\/h2>\n\n\n\n<section class=\"wp-block-group alignfull wp-block-featured-content has-white-color has-black-background-color has-text-color has-background is-layout-constrained wp-block-group-is-layout-constrained\" style=\"margin-top:var(--wp--preset--spacing--2-xs);margin-bottom:var(--wp--preset--spacing--2-xs);padding-top:var(--wp--preset--spacing--sm);padding-bottom:var(--wp--preset--spacing--sm)\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-e9181e3d wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-group wp-block-featured-content__card has-black-color has-white-background-color has-text-color has-background is-vertical is-layout-flex wp-container-core-group-is-layout-fd44e563 wp-block-group-is-layout-flex is-linked\"><a class=\"wp-block-group__link\" href=\"https:\/\/docs.couchbase.com\/server\/current\/vector-index\/vectors-and-indexes-overview.html\" target=\"_self\" rel=\"follow\" aria-hidden=\"true\" tabindex=\"-1\">&nbsp;<\/a><div class=\"is-size-large wp-block-couchbase-com-2026-icon\"><svg viewbox=\"7 12 46 36\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"currentColor\" aria-hidden=\"true\" focusable=\"false\"><path d=\"m30.47 14.84 1.6 1.6 1.58-1.58-2.4-2.4c-.44-.44-1.15-.44-1.58 0l-2.4 2.4 1.58 1.58 1.6-1.6ZM30.47 45.16l-1.6-1.6-1.58 1.58 2.4 2.4c.22.22.51.33.79.33s.57-.11.79-.33l2.4-2.4-1.58-1.58-1.6 1.6ZM44.5 19.21H15.5c-.62 0-1.12.5-1.12 1.12v19.34c0 .62.5 1.12 1.12 1.12h29c.62 0 1.12-.5 1.12-1.12v-12.08h-2.24v9.2l-7.16-7.81c-.21-.23-.5-.36-.8-.36-.3 0-.6.11-.82.33l-2.71 2.73 1.59 1.58 1.88-1.89 6.59 7.19h-6.61l-10.43-12.31c-.21-.25-.51-.39-.83-.4-.33.01-.63.13-.85.36l-6.61 7.22v-11.97h26.76v2.1h2.24v-3.22c0-.62-.5-1.12-1.12-1.12ZM18.81 34.34h4.74v-2.24h-2.69l3.16-3.45 8.38 9.89h-15.79v-1.81l2.19-2.4ZM9.85 27.14l-2.4 2.4c-.44.44-.44 1.15 0 1.58l2.4 2.4 1.58-1.58-1.6-1.6 1.6-1.6-1.58-1.58ZM52.54 29.54l-2.4-2.4-1.58 1.58 1.6 1.6-1.6 1.6 1.58 1.58 2.4-2.4c.44-.44.44-1.15 0-1.58Z\"\/><\/svg><\/div>\n\n\n<h2 id=\"h-semantic-clustering-and-vector-search\" class=\"wp-block-heading has-heading-xl-font-size\">Clustering sem\u00e2ntico e busca vetorial<\/h2>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">O recurso CLUSTER BY groups grava os registros por significado no SQL++. Executar busca vetorial exata (KNN) ou busca aproximada (ANN) no \u00edndice VTREE (gerenciado internamente).<\/p>\n\n\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n\n<\/div><div class=\"tabs-block__panel\" id=\"tabs-block-7-panel-3\" role=\"tabpanel\" aria-labelledby=\"tabs-block-7-tab-3\" hidden>\n\n<p class=\"has-white-color has-text-color has-link-color wp-elements-17 wp-block-paragraph\">Escrever os resultados diretamente na base de dados operacional, para que aplicativos e agentes atue com base nessas informa\u00e7\u00f5es na pr\u00f3xima leitura.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-white-color has-text-color has-link-color wp-elements-18\" id=\"h-operational-insights-capabilities-2\" style=\"padding-top:var(--wp--preset--spacing--sm);padding-bottom:var(--wp--preset--spacing--sm)\">Capacidades da fun\u00e7\u00e3o Insights Operacionais<\/h2>\n\n\n\n<section class=\"wp-block-group alignfull wp-block-featured-content has-white-color has-black-background-color has-text-color has-background is-layout-constrained wp-block-group-is-layout-constrained\" style=\"margin-top:var(--wp--preset--spacing--2-xs);margin-bottom:var(--wp--preset--spacing--2-xs);padding-top:var(--wp--preset--spacing--sm);padding-bottom:var(--wp--preset--spacing--sm)\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-e9181e3d wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-group wp-block-featured-content__card has-black-color has-white-background-color has-text-color has-background is-vertical is-layout-flex wp-container-core-group-is-layout-fd44e563 wp-block-group-is-layout-flex is-linked\"><a class=\"wp-block-group__link\" href=\"https:\/\/docs.couchbase.com\/operator\/current\/overview.html\" target=\"_self\" rel=\"follow\" aria-hidden=\"true\" tabindex=\"-1\">&nbsp;<\/a><div class=\"is-size-large wp-block-couchbase-com-2026-icon\"><svg viewbox=\"10 12 40 36\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"currentColor\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M30,34.4c-.2,0-.4-.05-.58-.14l-18.84-9.82c-.42-.22-.68-.65-.68-1.12s.26-.9.68-1.12l18.84-9.82c.37-.19.8-.19,1.16,0l18.84,9.82c.42.22.68.65.68,1.12s-.26.9-.68,1.12l-18.84,9.82c-.18.1-.38.14-.58.14ZM13.88,23.31l16.12,8.4,16.12-8.4-16.12-8.4-16.12,8.4Z\"\/><path d=\"M10.5,31.08l18.92,9.86c.18.1.38.14.58.14s.4-.05.58-.14l18.98-9.89v-2.84l-19.56,10.2-19.51-10.17v2.84Z\"\/><path d=\"M49.56,34.89l-19.56,10.2-19.51-10.17v2.84l18.92,9.86c.18.1.38.14.58.14s.4-.05.58-.14l18.98-9.89v-2.84Z\"\/><\/svg><\/div>\n\n\n<h2 id=\"h-real-time-write-back\" class=\"wp-block-heading has-heading-xl-font-size\">Write-back em tempo real<\/h2>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">Escreva os resultados de qualquer consulta do SQL++ no Couchbase Capella, no Couchbase Server ou em bancos de dados em nuvem. Sem ETL inverso.<\/p>\n\n\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n\n<\/div><\/div><\/div><\/section>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignfull is-layout-constrained wp-block-group-is-layout-constrained\"><div style=\"padding-top:var(--wp--preset--spacing--lg);padding-bottom:var(--wp--preset--spacing--lg);padding-left:var(--wp--preset--spacing--lg);padding-right:var(--wp--preset--spacing--lg);--tabs-accent-color: #EC1218;--tabs-edge-left: var(--wp--preset--spacing--lg);--tabs-edge-right: var(--wp--preset--spacing--lg)\" class=\"is-style-detached wp-block-couchbase-com-2026-tabs\" data-tabs-id=\"tabs-block-8\"><div class=\"tabs-block__nav-select-wrapper\"><div class=\"tabs-block__nav-select\"><button class=\"tabs-block__nav-select-trigger\" type=\"button\" aria-haspopup=\"listbox\" aria-expanded=\"false\"><span class=\"tabs-block__nav-select-trigger-content\"><span class=\"tabs-block__nav-select-label\">Fluxo de dados<\/span><\/span><svg class=\"tabs-block__nav-select-chevron\" width=\"16\" height=\"16\" viewbox=\"0 0 16 16\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M4 6l4 4 4-4\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg><\/button><ul class=\"tabs-block__nav-select-list\" role=\"listbox\" aria-label=\"Escolha a guia\"><li class=\"tabs-block__nav-select-option is-active\" id=\"tabs-block-8-option-0\" role=\"option\" aria-selected=\"true\" tabindex=\"0\" data-panel-id=\"tabs-block-8-panel-0\"><span class=\"tabs-block__nav-select-label\">Fluxo de dados<\/span><\/li><li class=\"tabs-block__nav-select-option\" id=\"tabs-block-8-option-1\" role=\"option\" aria-selected=\"false\" tabindex=\"-1\" data-panel-id=\"tabs-block-8-panel-1\"><span class=\"tabs-block__nav-select-label\">Indexa\u00e7\u00e3o vetorial<\/span><\/li><\/ul><\/div><\/div><div class=\"tabs-block__nav\" role=\"tablist\" aria-label=\"Naviga\u00e7\u00e3o por teclas de atalho\"><button class=\"tabs-block__tab is-active\" id=\"tabs-block-8-tab-0\" role=\"tab\" type=\"button\" aria-selected=\"true\" aria-controls=\"tabs-block-8-panel-0\" tabindex=\"0\"><span class=\"tabs-block__tab-label\">Fluxo de dados<\/span><span class=\"tabs-block__tab-caption\">Fontes para aplicativos e agentes<\/span><\/button><button class=\"tabs-block__tab\" id=\"tabs-block-8-tab-1\" role=\"tab\" type=\"button\" aria-selected=\"false\" aria-controls=\"tabs-block-8-panel-1\" tabindex=\"-1\"><span class=\"tabs-block__tab-label\">Indexa\u00e7\u00e3o vetorial<\/span><span class=\"tabs-block__tab-caption\">Pesquisa vetorial no SQL<\/span><\/button><\/div><div class=\"tabs-block__panels\"><div class=\"tabs-block__panel is-active\" id=\"tabs-block-8-panel-0\" role=\"tabpanel\" aria-labelledby=\"tabs-block-8-tab-0\">\n\n<p class=\"is-style-eyebrow has-black-color has-text-color has-link-color wp-elements-28 wp-block-paragraph\">ARQUITETURA<\/p>\n\n\n\n<h2 id=\"h-how-operational-insights-works\" class=\"wp-block-heading has-heading-xl-font-size\">Como o Operational Insights funciona<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"2400\" height=\"1224\" src=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/operational-insights_data-flow.png\" alt=\"\" class=\"wp-image-12388\" srcset=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/operational-insights_data-flow.png 2400w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/operational-insights_data-flow-300x153.png 300w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/operational-insights_data-flow-1024x522.png 1024w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/operational-insights_data-flow-768x392.png 768w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/operational-insights_data-flow-1536x783.png 1536w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/operational-insights_data-flow-2048x1044.png 2048w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/operational-insights_data-flow-18x9.png 18w\" sizes=\"auto, (max-width: 2400px) 100vw, 2400px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-columns are-vertically-aligned-top is-layout-flex wp-container-core-columns-is-layout-a91057ef wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>Ingest\u00e3o r\u00e1pida<\/strong><br>Fluxos em tempo real do Couchbase Capella e do Couchbase Server, feeds do Kafka do MongoDB, DynamoDB, PostgreSQL, MySQL, Oracle e SQL Server, al\u00e9m de arquivos no S3, GCS e Azure.<br><br><strong>Velocidade e escala<\/strong><br>Armazenamento por colunas, processamento paralelo e computa\u00e7\u00e3o que se adapta de acordo com o tamanho do armazenamento, de modo que a an\u00e1lise nunca compete com os seus aplicativos pelos recursos.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>An\u00e1lise em tempo real<\/strong><br>SQL++, busca vetorial e agrupamento sem\u00e2ntico para aplicativos e agentes por meio de SDKs e da Data API, al\u00e9m de Tableau, Power BI e Superset via JDBC e ODBC.<br><br><br><strong>Reenvio<\/strong><br>Os resultados s\u00e3o gerados a partir do Couchbase Capella, do Couchbase Server ou de bancos de dados em nuvem, prontos para serem utilizados por aplicativos e agentes na pr\u00f3xima leitura.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/docs.couchbase.com\/home\/operational-insights.html\">Saiba mais<\/a><\/div>\n<\/div>\n\n<\/div><div class=\"tabs-block__panel\" id=\"tabs-block-8-panel-1\" role=\"tabpanel\" aria-labelledby=\"tabs-block-8-tab-1\" hidden>\n\n<p class=\"is-style-eyebrow has-black-color has-text-color has-link-color wp-elements-29 wp-block-paragraph\">Pesquisa por vetor<\/p>\n\n\n\n<h2 id=\"h-how-vector-search-queries-work\" class=\"wp-block-heading\">Como funcionam as consultas de pesquisa vetoriais<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"470\" src=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/operational-insights_semantic-clustering-1024x470.png\" alt=\"\" class=\"wp-image-12389\" srcset=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/operational-insights_semantic-clustering-1024x470.png 1024w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/operational-insights_semantic-clustering-300x138.png 300w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/operational-insights_semantic-clustering-767x352.png 767w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/operational-insights_semantic-clustering-18x8.png 18w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/operational-insights_semantic-clustering-1536x705.png 1536w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/operational-insights_semantic-clustering-2048x940.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-a91057ef wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>Armazenamento de vetores<\/strong><br>As incorpora\u00e7\u00f5es est\u00e3o presentes nos documentos em formato JSON ao lado dos dados que descrevem, de modo que os vetores e os registros ficam no mesmo lugar.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u00cdndice VTREE<\/strong><br>Os grupos agrupam vetores semelhantes em grupos de folhas que podem ser explorados diretamente durante a busca. A quantiza\u00e7\u00e3o opcional SQ4 ou SQ8 compacta os vetores armazenados.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>Pesquisa exata (KNN)<\/strong><br>Compara a consulta com todos os vetores armazenados. Preciso, mas mais lento \u00e0 medida que os dados crescem.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Pesquisa aproximada (ANN)<\/strong><br>Utiliza o \u00edndice para restringir os resultados a poss\u00edveis correspond\u00eancias primeiro. \u00c9 muito mais r\u00e1pido em escala, com configura\u00e7\u00f5es que conciliam a capacidade de recall com o custo. Os mesmos vetores s\u00e3o usados no agrupamento sem\u00e2ntico.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/docs.couchbase.com\/home\/operational-insights.html\">Saiba mais<\/a><\/div>\n<\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-group alignfull is-layout-constrained wp-container-core-group-is-layout-eb09850c wp-block-group-is-layout-constrained\" style=\"margin-top:var(--wp--preset--spacing--2-xs);margin-bottom:var(--wp--preset--spacing--2-xs);padding-top:0;padding-bottom:0\">\n<div class=\"wp-block-media-text is-stacked-on-mobile is-vertically-aligned-center\" style=\"padding-right:var(--wp--preset--spacing--md);padding-left:var(--wp--preset--spacing--md)\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"820\" src=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/pro-front-r2-2048x1639-2-1024x820.jpg\" alt=\"\" class=\"wp-image-11499 size-full\" srcset=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/pro-front-r2-2048x1639-2-1024x820.jpg 1024w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/pro-front-r2-2048x1639-2-767x614.jpg 767w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/pro-front-r2-2048x1639-2-300x240.jpg 300w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/pro-front-r2-2048x1639-2-1536x1229.jpg 1536w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/pro-front-r2-2048x1639-2-15x12.jpg 15w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/pro-front-r2-2048x1639-2.jpg 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<p class=\"is-style-eyebrow has-black-color has-text-color has-link-color has-body-large-font-size wp-elements-32 wp-block-paragraph\">DEPOIS DA CAPA<\/p>\n\n\n\n<h2 id=\"h-built-for-constant-concurrent-questions\" class=\"wp-block-heading has-heading-2-xl-font-size\">Desenvolvido para perguntas constantes e simult\u00e2neas<\/h2>\n\n\n\n<p class=\"has-body-large-font-size wp-block-paragraph\">Os agentes de IA perguntam constantemente, muitas vezes de uma s\u00f3 vez. A agrega\u00e7\u00e3o baseada em hashes calcula os valores de DISTINCT em uma \u00fanica passagem. O armazenamento de planos de consulta reutiliza o plano mais adequado quando uma pergunta se repete. As estat\u00edsticas do otimizador amostradas ignoram as verifica\u00e7\u00f5es de toda a tabela, portanto a coleta de estat\u00edsticas se adapta \u00e0 sua base de dados. <\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\" style=\"margin-top:var(--wp--preset--spacing--lg)\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-custom-font-size wp-element-button\" href=\"https:\/\/docs.couchbase.com\/home\/operational-insights.html\" style=\"font-size:clamp(15.747px, 0.984rem + ((1vw - 3.2px) * 0.764), 24px);\">Leia os documentos<\/a><\/div>\n<\/div>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignfull has-black-background-color has-background is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group alignfull is-layout-constrained wp-block-group-is-layout-constrained\">\n<section class=\"wp-block-group alignfull wp-block-card-group wp-block-card-group--two-column has-black-background-color has-background is-layout-constrained wp-container-core-group-is-layout-46ec9448 wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--lg);padding-right:0;padding-bottom:0;padding-left:0\">\n<div class=\"wp-block-group wp-block-leading-content is-layout-constrained wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--md);padding-bottom:var(--wp--preset--spacing--md)\">\n<h2 class=\"wp-block-heading has-text-align-center has-white-color has-text-color has-link-color has-heading-2-xl-font-size wp-elements-33\" id=\"h-one-product-two-ways-to-run-it\">Um produto, duas formas de o utilizar<\/h2>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7e56aaf8 wp-block-columns-is-layout-flex\" style=\"padding-right:var(--wp--preset--spacing--xl);padding-left:var(--wp--preset--spacing--xl)\">\n<div class=\"wp-block-column wp-block-card-group__two-col-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:50%\">\n<div class=\"wp-block-group wp-custom-card is-full-height has-peach-background-color has-background is-vertical is-layout-flex wp-container-core-group-is-layout-69c03a74 wp-block-group-is-layout-flex\" style=\"box-shadow:var(--wp--preset--shadow--default)\">\n<h3 id=\"h-fully-managed\" class=\"wp-block-heading\" style=\"font-size:14px;font-style:normal;font-weight:800\">TOTALMENTE GESTIONADO<\/h3>\n\n\n\n<h2 id=\"h-on-couchbase-capella\" class=\"wp-block-heading has-heading-xl-font-size\">No Couchbase Capella<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.556), 20px);\">Executar o Run Operational Insights como um servi\u00e7o na AWS, no Google Cloud ou no Azure (em regi\u00f5es selecionadas). Fale com clareza nas perguntas com o Capella iQ, desative os clusters quando necess\u00e1rio ou de acordo com um cronograma e pague apenas pelo armazenamento quando estiver desativado, deixando a Couchbase cuidar do backup, do monitoramento e dos alertas.<\/p>\n\n\n\n<div class=\"wp-block-buttons card__buttons is-layout-flex wp-block-buttons-is-layout-flex\" style=\"margin-top:auto\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-custom-font-size wp-element-button\" href=\"https:\/\/docs.couchbase.com\/analytics\/intro\/intro.html\" style=\"font-size:clamp(15.747px, 0.984rem + ((1vw - 3.2px) * 0.764), 24px);\">Saiba mais<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column wp-block-card-group__two-col-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:50%\">\n<div class=\"wp-block-group wp-custom-card is-full-height has-peach-background-color has-background is-vertical is-layout-flex wp-container-core-group-is-layout-69c03a74 wp-block-group-is-layout-flex\" style=\"box-shadow:var(--wp--preset--shadow--default)\">\n<h3 id=\"h-self-managed\" class=\"wp-block-heading\" style=\"font-size:14px;font-style:normal;font-weight:800\">AUTOMA\u00c7\u00c3O<\/h3>\n\n\n\n<h2 id=\"h-wherever-you-run-it\" class=\"wp-block-heading has-heading-xl-font-size\">Onde voc\u00ea o executar<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.556), 20px);\">Implemente-o em ambiente local ou em sua pr\u00f3pria conta da AWS, do Azure, do Google Cloud ou do OCI, em x86 ou ARM e com armazenamento de objetos compat\u00edvel com o S3. Consulte tabelas do Apache Iceberg diretamente atrav\u00e9s de cat\u00e1logos REST abertos e envie m\u00e9tricas prontas para o Prometheus aos instrumentos de monitoramento que voc\u00ea j\u00e1 utiliza.<\/p>\n\n\n\n<div class=\"wp-block-buttons card__buttons is-layout-flex wp-block-buttons-is-layout-flex\" style=\"margin-top:auto\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-custom-font-size wp-element-button\" href=\"https:\/\/www.couchbase.com\/pt\/downloads\/?family=enterprise-analytics\" style=\"font-size:clamp(15.747px, 0.984rem + ((1vw - 3.2px) * 0.764), 24px);\">Baixar<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<section class=\"wp-block-group wp-block-faq-accordion has-black-background-color has-background is-layout-constrained wp-container-core-group-is-layout-27f5d516 wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--2-xl);padding-right:var(--wp--preset--spacing--lg);padding-bottom:var(--wp--preset--spacing--2-xl);padding-left:var(--wp--preset--spacing--lg)\">\n<h2 class=\"wp-block-heading has-text-align-center has-white-color has-text-color has-link-color has-heading-2-xl-font-size wp-elements-34\" id=\"h-operational-insights-formerly-analytics-faq\">FAQs sobre Insights Operacionais (antiga Analytics)<\/h2>\n\n\n\n<p class=\"has-text-align-center has-white-color has-text-color has-link-color has-body-large-font-size wp-elements-35 wp-block-paragraph\">Obtenha respostas r\u00e1pidas sobre an\u00e1lise em tempo real, ETL zero, escrita de dados, agentes de IA e op\u00e7\u00f5es de implanta\u00e7\u00e3o.<\/p>\n\n\n\n<div data-wp-context=\"{ &quot;autoclose&quot;: true, &quot;accordionItems&quot;: [] }\" data-wp-interactive=\"core\/accordion\" role=\"group\" class=\"wp-block-accordion is-timed is-layout-flow wp-block-accordion-is-layout-flow\" style=\"margin-top:var(--wp--preset--spacing--xl)\">\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-9&quot;, &quot;openByDefault&quot;: true }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-open has-peach-background-color has-background is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-icon has-icon-right\"><button aria-expanded=\"true\" aria-controls=\"accordion-item-9-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" id=\"accordion-item-9\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">O que \u00e9 o Couchbase Operational Insights?<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div aria-labelledby=\"accordion-item-9\" data-wp-bind--hidden=\"state.isHidden\" data-wp-on--beforematch=\"actions.handleBeforeMatch\" id=\"accordion-item-9-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p class=\"wp-block-paragraph\">O Couchbase Operational Insights \u00e9 uma an\u00e1lise em tempo real integrada \u00e0 plataforma Couchbase. Ele consulta dados operacionais em JSON em tempo real usando o SQL++ e retorna os resultados para que aplicativos e agentes de intelig\u00eancia artificial possam utiliz\u00e1-los.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-10&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item has-peach-background-color has-background is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-icon has-icon-right\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-10-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" id=\"accordion-item-10\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">O Analytics passou a ser chamado de Operational Insights?<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div aria-labelledby=\"accordion-item-10\" data-wp-bind--hidden=\"state.isHidden\" data-wp-on--beforematch=\"actions.handleBeforeMatch\" id=\"accordion-item-10-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Sim. Em outubro de 2026, o Couchbase Analytics passou a ser o Couchbase Operational Insights. O Capella Analytics e o Enterprise Analytics agora s\u00e3o o Operational Insights, totalmente gerenciados ou autogestionados.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-11&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item has-peach-background-color has-background is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-icon has-icon-right\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-11-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" id=\"accordion-item-11\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">O que aconteceu com a Coluna Capella?<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div aria-labelledby=\"accordion-item-11\" data-wp-bind--hidden=\"state.isHidden\" data-wp-on--beforematch=\"actions.handleBeforeMatch\" id=\"accordion-item-11-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p class=\"wp-block-paragraph\">A Capella Columnar foi renomeada para Capella Analytics em agosto de 2025, e a Capella Analytics se tornou a Couchbase Operational Insights em outubro de 2026. Trata-se do mesmo servi\u00e7o, portanto os v\u00eddeos, documentos e posts do blog que dizem \u201cColumnar\u201d ou \u201cAnalytics\u201d est\u00e3o descrevendo a Operational Insights.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-12&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item has-peach-background-color has-background is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-icon has-icon-right\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-12-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" id=\"accordion-item-12\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">O Operational Insights exige ETL?<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div aria-labelledby=\"accordion-item-12\" data-wp-bind--hidden=\"state.isHidden\" data-wp-on--beforematch=\"actions.handleBeforeMatch\" id=\"accordion-item-12-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p class=\"wp-block-paragraph\">N\u00e3o. Os dados s\u00e3o enviados continuamente da Couchbase, de outras bases de dados atrav\u00e9s do Kafka e de armazenamento de objetos na nuvem. O sistema est\u00e1 pronto para fazer consultas conforme as mudan\u00e7as, sem necessidade de pipeline de ETL ou esquema pr\u00e9-definido.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-13&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item has-peach-background-color has-background is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-icon has-icon-right\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-13-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" id=\"accordion-item-13\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">Is Operational Insights um data warehouse?<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div aria-labelledby=\"accordion-item-13\" data-wp-bind--hidden=\"state.isHidden\" data-wp-on--beforematch=\"actions.handleBeforeMatch\" id=\"accordion-item-13-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p class=\"wp-block-paragraph\">N\u00e3o. Um armaz\u00e9m relata o que aconteceu em toda a empresa. O Operational Insights analisa o que est\u00e1 acontecendo agora e envia a resposta de volta para o aplicativo. Muitas equipes utilizam ambos, cada um para sua fun\u00e7\u00e3o espec\u00edfica.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-14&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item has-peach-background-color has-background is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-icon has-icon-right\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-14-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" id=\"accordion-item-14\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">Como os agentes de IA utilizam as Insights Operacionais?<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div aria-labelledby=\"accordion-item-14\" data-wp-bind--hidden=\"state.isHidden\" data-wp-on--beforematch=\"actions.handleBeforeMatch\" id=\"accordion-item-14-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Os resultados escritos de volta ao banco de dados operacional tornam-se um contexto vivo que os agentes acessam atrav\u00e9s do Couchbase MCP Server. O agrupamento sem\u00e2ntico e a busca vetorial s\u00e3o executados no SQL++.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-15&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item has-peach-background-color has-background is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-icon has-icon-right\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-15-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" id=\"accordion-item-15\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">Posso usar o Operational Insights sem a assist\u00eancia de um administrador?<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div aria-labelledby=\"accordion-item-15\" data-wp-bind--hidden=\"state.isHidden\" data-wp-on--beforematch=\"actions.handleBeforeMatch\" id=\"accordion-item-15-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Sim. Executar o servi\u00e7o de forma aut\u00f4noma em sua pr\u00f3pria infraestrutura, no seu pr\u00f3prio cloud, ou totalmente gerenciado no Couchbase Capella, com o mesmo motor e o SQL++. O Apache Iceberg \u00e9 aut\u00f4nomo; o Capella iQ \u00e9 totalmente gerenciado apenas.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignfull has-peach-background-color has-background is-layout-constrained wp-container-core-group-is-layout-5052fb68 wp-block-group-is-layout-constrained\" style=\"margin-top:0;margin-bottom:0;padding-top:0;padding-bottom:0\">\n<div class=\"wp-block-group alignfull wp-custom-related-resources has-peach-background-color has-background is-layout-constrained wp-container-core-group-is-layout-f1ecbe03 wp-block-group-is-layout-constrained\" style=\"margin-top:0;padding-top:var(--wp--preset--spacing--2-xl);padding-right:var(--wp--preset--spacing--lg);padding-bottom:var(--wp--preset--spacing--2-xl);padding-left:var(--wp--preset--spacing--lg)\">\n<h2 class=\"wp-block-heading has-text-align-center has-heading-2-xl-font-size\" id=\"h-keep-exploring\">Continue explorando<\/h2>\n\n\n\n<section class=\"wp-block-couchbase-com-2026-slider alignfull splide\" data-slider=\"{}\"><div class=\"splide__track\"><ul class=\"splide__list\">\n<li class=\"wp-block-couchbase-com-2026-slider-card splide__slide\">\n<div class=\"wp-block-group wp-custom-card wp-custom-card--image is-full-height has-black-background-color has-background is-vertical is-layout-flex wp-container-core-group-is-layout-6bf216e4 wp-block-group-is-layout-flex\" style=\"padding-top:0;padding-right:0;padding-bottom:0;padding-left:0;box-shadow:var(--wp--preset--shadow--default)\">\n<figure class=\"wp-block-image size-large card-image__image\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"749\" src=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Home-1-1024x749.png\" alt=\"\" class=\"wp-image-11470\" srcset=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Home-1-1024x749.png 1024w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Home-1-300x219.png 300w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Home-1-768x562.png 768w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Home-1-1536x1124.png 1536w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Home-1-16x12.png 16w, https:\/\/www.couchbase.com\/wp-content\/uploads\/2026\/10\/Home-1.png 1914w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group card-image__content has-black-background-color has-background is-vertical is-layout-flex wp-container-core-group-is-layout-bc077ddb wp-block-group-is-layout-flex\" style=\"padding-top:var(--wp--preset--spacing--lg);padding-right:var(--wp--preset--spacing--lg);padding-bottom:var(--wp--preset--spacing--lg);padding-left:var(--wp--preset--spacing--lg)\">\n<h2 id=\"h-see-operational-insights-in-action\" class=\"wp-block-heading has-white-color has-text-color has-link-color has-heading-xl-font-size wp-elements-36\">Veja as Insights Operacionais em a\u00e7\u00e3o<\/h2>\n\n\n\n<p class=\"has-white-color has-text-color has-link-color has-body-font-size wp-elements-37 wp-block-paragraph\">Observe como a an\u00e1lise em tempo real e o retorno de dados fornecem contexto atual aos agentes de IA.<\/p>\n\n\n<div class=\"wp-block-couchbase-com-2026-modal\"><div class=\"wp-block-button is-style-outline\"><button class=\"modal__trigger wp-block-button__link wp-element-button\" data-modal-target=\"modal-16\" type=\"button\" aria-haspopup=\"dialog\" aria-controls=\"modal-16\">Assista ao v\u00eddeo<\/button><\/div><dialog id=\"modal-16\" class=\"modal__dialog modal__dialog--lightbox modal__dialog--large\">\n\t\t\t<button class=\"modal__close modal__close--bold\" type=\"button\" aria-label=\"Fechar a caixa de pop-up\" style=\"color:#000\"><svg viewbox=\"0 0 15 15\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\"><path d=\"M2 2L13 13\" stroke=\"currentColor\" stroke-width=\"4\" stroke-linecap=\"round\"\/><path d=\"M13 2L2 13\" stroke=\"currentColor\" stroke-width=\"4\" stroke-linecap=\"round\"\/><\/svg><\/button>\n\t\t\t<div class=\"modal__scroll\"><div class=\"modal__lightbox\">\n\t\t\t<span class=\"modal__lightbox-item-data\" data-item-url=\"https:\/\/www.youtube.com\/watch?v=gApDhxeRYjI\" hidden><\/span>\n\t\t\t<div class=\"modal__lightbox-display\" aria-live=\"polite\"><\/div>\n\t\t<\/div><\/div>\n\t\t<\/dialog><\/div><\/div>\n<\/div>\n<\/li>\n\n\n\n<li class=\"wp-block-couchbase-com-2026-slider-card splide__slide\">\n<div class=\"wp-block-group wp-custom-card wp-custom-card--image is-full-height has-black-background-color has-background is-vertical is-layout-flex wp-container-core-group-is-layout-6bf216e4 wp-block-group-is-layout-flex\" style=\"padding-top:0;padding-right:0;padding-bottom:0;padding-left:0;box-shadow:var(--wp--preset--shadow--default)\">\n<figure class=\"wp-block-image size-large card-image__image\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"820\" 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Deixe-nos ajudar<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\" style=\"margin-top:auto\">\n<div class=\"wp-block-button is-style-outline is-style-outline--21\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.couchbase.com\/pt\/contact\/\" title=\"Entre em contato conosco\">Entre em contato conosco<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>real-time analytics for apps and ai agents Couchbase Operational Insights Couchbase Analytics is now Couchbase Operational Insights: real-time analytics on live operational data, with results written straight back to the apps and AI agents that act on them. Where traditional analytics falls short Most analytics runs on a copy of yesterday&#8217;s data. Hand that answer [&hellip;]<\/p>\n","protected":false},"author":15093,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-no-prefooter","meta":{"_acf_changed":false,"inline_featured_image":false,"_acf":"","footnotes":""},"class_list":["post-12485","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.6 (Yoast SEO v28.8) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Couchbase Operational Insights (formerly Couchbase Analytics)<\/title>\n<meta name=\"description\" content=\"Couchbase Operational Insights (formerly Couchbase Analytics) runs real-time analytics on live operational data for apps and AI agents. 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