{"id":9133,"date":"2026-06-04T11:17:31","date_gmt":"2026-06-04T15:17:31","guid":{"rendered":"https:\/\/www.softwareag.com\/?p=9133"},"modified":"2026-07-30T12:19:31","modified_gmt":"2026-07-30T16:19:31","slug":"analytics-real-time-mainframe-data","status":"publish","type":"post","link":"https:\/\/www.softwareag.com\/br\/blog\/data-integration\/analytics-real-time-mainframe-data\/","title":{"rendered":"O elo que faltava nas suas an\u00e1lises: dados cr\u00edticos do mainframe em tempo real\u00a0"},"content":{"rendered":"<p class=\"wp-block-paragraph\">Atualmente, a maioria das empresas investe significativamente em plataformas de analytics, como Power BI, Tableau, Snowflake, entre outras. No entanto, apesar desses investimentos, muitas organiza\u00e7\u00f5es ainda t\u00eam uma vis\u00e3o incompleta de seus neg\u00f3cios nessas ferramentas por um motivo simples: falta de acesso a dados de mainframe em tempo real.&nbsp;&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Os dados operacionais mais confi\u00e1veis de uma grande organiza\u00e7\u00e3o geralmente est\u00e3o armazenados em sistemas de mainframe. Mas, historicamente, conectar esses dados \u00e0s modernas plataformas de analytics tem sido um processo complexo e trabalhoso. Como resultado, plataformas anal\u00edticas como o Power BI n\u00e3o t\u00eam acesso em tempo real a uma parte cr\u00edtica do contexto de neg\u00f3cios, limitando casos de uso que dependem de dados operacionais atualizados. Em \u00faltima an\u00e1lise, isso leva a uma tomada de decis\u00e3o mais lenta e a oportunidades perdidas.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-x-large-font-size\" id=\"h-why-mainframe-data-matters-nbsp\" style=\"font-style:normal;font-weight:700\">Por que os dados cr\u00edticos do mainframe s\u00e3o importantes&nbsp;<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Acessar dados de mainframe pode ser um desafio devido aos seus formatos e estruturas exclusivos.Tradicionalmente, conect\u00e1-los a plataformas anal\u00edticas modernas exigia pr\u00e1ticas demoradas de engenharia de dados, como o desenvolvimento de pipelines ETL (extrair, transformar, carregar) personalizados para converter os dados em formatos que as ferramentas de BI possam compreender.&nbsp;&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Este \u00e9 um processo demorado e trabalhoso que n\u00e3o apenas atrasa a disponibiliza\u00e7\u00e3o dos dados de mainframe aos sistemas anal\u00edticos, mas tamb\u00e9m sobrecarrega as equipes de engenharia com a tarefa de manter e atualizar constantemente essas conex\u00f5es. Eventualmente, as equipes de engenharia de dados gastam mais tempo mantendo pipelines de mainframe em funcionamento do que entregando novos recursos de valor agregado. Para muitas organiza\u00e7\u00f5es, essa carga de trabalho, por si s\u00f3, torna-se motivo suficiente para deixar os dados do mainframe completamente fora da an\u00e1lise. Consequentemente, a diferen\u00e7a entre o que as ferramentas de analytics mostram e o que realmente est\u00e1 acontecendo no neg\u00f3cio aumenta gradualmente.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-seamless-nbsp-access-nbsp-to-nbsp-real-time-mainframe-data-nbsp\">Acesso cont\u00ednuo a dados de mainframe em tempo real&nbsp;<\/h4>\n\n\n\n<p class=\"wp-block-paragraph translation-block\">Para a maioria das organiza\u00e7\u00f5es, sempre houve a percep\u00e7\u00e3o de que a integra\u00e7\u00e3o de dados de mainframe \u00e0s ferramentas anal\u00edticas requer projetos demorados, habilidades especializadas ou a necessidade de trabalhar com dados desatualizados. Com o <a href=\"https:\/\/www.softwareag.com\/br\/connx\/\" target=\"_blank\" rel=\"noreferrer noopener\">CONNX<\/a>, isso n\u00e3o precisa ser assim. Existem duas maneiras principais de acessar dados de mainframe em tempo real, ambas sem realizar altera\u00e7\u00f5es nos sistemas de origem:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"translation-block\"><strong>Acesso direto<\/strong> conecta ferramentas de analytics como o Power BI, diretamente ao mainframe usando SQL padr\u00e3o por meio de interfaces ODBC, JDBC ou .NET. As consultas s\u00e3o executadas no sistema de origem ativo em tempo real, sem c\u00f3pias, prepara\u00e7\u00e3o ou atrasos. Os analistas podem usar as ferramentas e fluxos de trabalho existentes sem a necessidade de conhecimentos especializados em mainframe.<\/li>\n\n\n\n<li class=\"translation-block\"><strong>Virtualiza\u00e7\u00e3o de dados<\/strong> vai al\u00e9m ao criar uma vis\u00e3o unificada e em tempo real tanto das fontes mainframe quanto das que residem em outras plataformas. O CONNX cria um modelo de metadados que mapeia as estruturas nativas de cada fonte para um \u00fanico modelo relacional coerente. Para qualquer ferramenta de consulta, esses diferentes sistemas aparecem como um \u00fanico banco de dados federado. Os dados permanecem em seu sistema de origem, enquanto o Power BI e outras ferramentas consultam a camada virtual como se estivessem acessando um data warehouse unificado.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Essa flexibilidade torna os dados do mainframe acess\u00edveis em tempo real a qualquer ambiente de analytics, permitindo que ferramentas como o Power BI aproveitem todo o seu potencial.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-real-time-mainframe-data-in-power-bi-nbsp\">Dados de mainframe em tempo real no Power BI&nbsp;<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">O Power BI j\u00e1 \u00e9 a principal ferramenta de dashboards para muitas organiza\u00e7\u00f5es. No entanto, mesmo o dashboard mais bem desenvolvido apresenta uma vis\u00e3o incompleta quando n\u00e3o tem acesso a dados cr\u00edticos do mainframe. Para opera\u00e7\u00f5es que exigem agilidade e em ambientes de neg\u00f3cios onde os segundos s\u00e3o importantes, isso pode significar conquistar ou perder clientes de alto valor.&nbsp;&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph translation-block\">O impacto se torna mais evidente quando observado na pr\u00e1tica, <a href=\"https:\/\/www.softwareag.com\/br\/resources\/data-integration\/wealth-management\/\" target=\"_blank\" rel=\"noreferrer noopener\">como demonstra um dos maiores bancos do Canad\u00e1<\/a> em primeira m\u00e3o. Com mais de 1,1 trilh\u00e3o de d\u00f3lares canadenses em ativos sob gest\u00e3o, os consultores do banco se depararam com uma vers\u00e3o espec\u00edfica deste problema: durante liga\u00e7\u00f5es com clientes de alto patrim\u00f4nio, seus dashboards exibiam dados do fechamento do dia que \u00e0s vezes estavam horas atr\u00e1s da realidade. Ao implementar o <a href=\"https:\/\/www.softwareag.com\/br\/connx\/connx-db-adapters\/\" target=\"_blank\" rel=\"noreferrer noopener\">CONNX<\/a> em todo o seu ambiente de mainframe, que inclu\u00eda Adabas, Sybase, AS400 e Oracle, o banco criou uma vis\u00e3o unificada e em tempo real de cada portf\u00f3lio de cliente. Nenhum dado precisou ser movido e nenhum sistema de produ\u00e7\u00e3o foi alterado. Com isso, os consultores passaram a responder \u00e0s d\u00favidas dos clientes com mais seguran\u00e7ae informa\u00e7\u00f5es realmente atualizadas. A confian\u00e7a dos clientes aumentou e novos clientes foram conquistados.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-powering-an-ai-first-analytics-strategy-nbsp-nbsp\"><strong>Impulsionando uma estrat\u00e9gia de analytics orientada por IA&nbsp;&nbsp;<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">A rela\u00e7\u00e3o entre analytics e IA est\u00e1 mudando. Durante anos, a conversa se concentrou em IA para analytics e no uso de aprendizado de m\u00e1quina (ML) para tornar os dashboards mais inteligentes. Hoje o quadro est\u00e1 se invertendo, \u00e0 medida que a an\u00e1lises para IA se torna a prioridade. Analytics para IA significa usar os mesmos pipelines, processos de governan\u00e7a e integra\u00e7\u00f5es que sustentam seus relat\u00f3rios para fornecer os dados que treinam e alimentam modelos de IA, copilots e fluxos de trabalho baseados em agentes. A qualidade, a atualiza\u00e7\u00e3o e a integridade dos dados que alimentam seus dashboards hoje s\u00e3o os mesmos dados que alimentar\u00e3o suas iniciativas de IA amanh\u00e3.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00c9 nesse ponto que os dados de mainframe se tornam um fator determinante. As organiza\u00e7\u00f5es que n\u00e3o resolveram o problema de acesso a dados de mainframe para fins de an\u00e1lises v\u00e3o esbarrar no mesmo obst\u00e1culo quando passarem a adotar a IA em grande escala. Quaisquer lacunas em analytics se transformam em lacunas sist\u00eamicas na IA. Essa lacuna n\u00e3o desaparece em um mundo que prioriza a IA; ela se agrava \u00e0 medida que mais decis\u00f5es e fluxos de trabalho dependem desses dados que faltam.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">As organiza\u00e7\u00f5es que investem hoje no acesso a dados de mainframe em tempo real n\u00e3o est\u00e3o apenas aprimorando seus dashboards. Elas est\u00e3o construindo a infraestrutura de dados da qual depender\u00e1 cada caso de uso de IA que vir\u00e1 a seguir.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-how-connx-bridges-the-gap-nbsp\">Como o CONNX elimina essa lacuna&nbsp;<\/h4>\n\n\n\n<p class=\"wp-block-paragraph translation-block\">O <a href=\"https:\/\/www.softwareag.com\/br\/connx\/\" target=\"_blank\" rel=\"noreferrer noopener\">CONNX<\/a> foi desenvolvido especificamente para organiza\u00e7\u00f5es que precisam de acesso em tempo real a dados de mainframe sem a complexidade da integra\u00e7\u00e3o tradicional. A solu\u00e7\u00e3o oferece acesso SQL em tempo real a fontes de dados de mainframe e legadas, incluindo Adabas, VSAM, IMS e RMS, dentre outras. A implementa\u00e7\u00e3o pode ser realizada em poucos dias, em vez de meses, e sua manuten\u00e7\u00e3o n\u00e3o exige conhecimentos especializados em mainframe.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Para as equipes de analytics, isso significa que ferramentas como o Power BI podem consultar diretamente dados de mainframe em tempo real. Esses dados podem ser integrados com fontes de plataformas em nuvem, bancos de dados relacionais e outros sistemas corporativos em uma vis\u00e3o unificada.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph translation-block\">Saiba como o <a href=\"https:\/\/www.softwareag.com\/br\/connx\/\" target=\"_blank\" rel=\"noreferrer noopener\">CONNX<\/a> pode conectar de forma simples e integrada seus dados de mainframe \u00e0s suas ferramentas de analytics em dias, e n\u00e3o em meses.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n    <section\n        class=\"o-related-posts alignwide\"\n        aria-label=\"\"\n        style=\"--related-posts-columns: 3;\"\n    >\n        <div class=\"o-related-posts__inner\">\n            <div class=\"o-related-posts__header\">\n                <div class=\"o-related-posts__header-text\">\n                    <h6 class=\"o-related-posts__eyebrow\"><\/h6>\n                                            <h2 class=\"o-related-posts__heading\">Voc\u00ea tamb\u00e9m pode se interessar:<\/h2>\n                                                        <\/div>\n                            <\/div>\n\n            <div class=\"o-related-posts__grid\">\n                                                                                                                        <a href=\"https:\/\/www.softwareag.com\/br\/connx\/connx-db-adapters\/\" class=\"m-card-post o-related-posts__card\">\n                            <div class=\"m-card-post__image\">\n                                                                    <img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"1080\" src=\"https:\/\/www.softwareag.com\/app\/uploads\/2025\/08\/webinar-02.svg\" class=\"attachment-large size-large wp-post-image\" alt=\"connx adapters\" \/>\n                                                            <\/div>\n                            <div\n                                class=\"o-related-posts__top-meta\"\n                                                            >\n                                                                    <span class=\"m-card-post__category\">CONNX<\/span>\n                                                                                            <\/div>\n                            <h3 class=\"m-card-post__title\">Adaptadores para Bancos de Dados (DB Adapters) da Plataforma CONNX<\/h3>\n                                                            <p class=\"m-card-post__excerpt\">\n                                    Os adaptadores de banco de dados da plataforma CONNX oferecem acesso integrado a mais de 150 fontes de dados, ampliando a conectividade entre diferentes plataformas e aplica\u00e7\u00f5es.\n                                <\/p>\n                                                    <\/a>\n                                                                                                                                            <a href=\"https:\/\/www.softwareag.com\/br\/resources\/data-integration\/data-integration-bloor-report\/\" class=\"m-card-post o-related-posts__card\">\n                            <div class=\"m-card-post__image\">\n                                                                    <img loading=\"lazy\" decoding=\"async\" width=\"780\" height=\"440\" src=\"https:\/\/www.softwareag.com\/app\/uploads\/2025\/09\/bloor.jpg\" class=\"attachment-large size-large wp-post-image\" alt=\"\" srcset=\"https:\/\/www.softwareag.com\/app\/uploads\/2025\/09\/bloor.jpg 780w, https:\/\/www.softwareag.com\/app\/uploads\/2025\/09\/bloor-300x169.jpg 300w, https:\/\/www.softwareag.com\/app\/uploads\/2025\/09\/bloor-768x433.jpg 768w, https:\/\/www.softwareag.com\/app\/uploads\/2025\/09\/bloor-18x10.jpg 18w\" sizes=\"auto, (max-width: 780px) 100vw, 780px\" \/>\n                                                            <\/div>\n                            <div\n                                class=\"o-related-posts__top-meta\"\n                                                            >\n                                                                    <span class=\"m-card-post__category\">Recursos<\/span>\n                                                                                                    <span\n                                        class=\"m-card-post__time o-related-posts__time-inline sag-readtime-label\"\n                                    >\n                                        <span\n                                            class=\"material-symbols-outlined o-related-posts__time-icon\"\n                                            aria-hidden=\"true\" data-no-translation=\"\"\n                                        >\n                                            schedule\n                                        <\/span>\n                                        1 MIN leitura\n                                    <\/span>\n                                                            <\/div>\n                            <h3 class=\"m-card-post__title\">Relat\u00f3rio Bloor InDetail: CONNX da  Software AG<\/h3>\n                                                            <p class=\"m-card-post__excerpt\">\n                                    Descubra como a solu\u00e7\u00e3o de integra\u00e7\u00e3o de dados da Software AG, CONNX, ajuda a conectar bancos de dados e arquivos \u00e0 nuvem, al\u00e9m de estender os dados tanto para aplica\u00e7\u00f5es quanto para dispositivos baseados em IoT e gateways.\n                                <\/p>\n                                                    <\/a>\n                                                                                                                                            <a href=\"https:\/\/www.softwareag.com\/br\/resources\/data-integration\/data-access-virtualization\/\" class=\"m-card-post o-related-posts__card\">\n                            <div class=\"m-card-post__image\">\n                                                                    <img loading=\"lazy\" decoding=\"async\" width=\"780\" height=\"440\" src=\"https:\/\/www.softwareag.com\/app\/uploads\/2025\/09\/sec-flow-core-light-on-core-dark-05.jpg\" class=\"attachment-large size-large wp-post-image\" alt=\"\" srcset=\"https:\/\/www.softwareag.com\/app\/uploads\/2025\/09\/sec-flow-core-light-on-core-dark-05.jpg 780w, https:\/\/www.softwareag.com\/app\/uploads\/2025\/09\/sec-flow-core-light-on-core-dark-05-300x169.jpg 300w, https:\/\/www.softwareag.com\/app\/uploads\/2025\/09\/sec-flow-core-light-on-core-dark-05-768x433.jpg 768w, https:\/\/www.softwareag.com\/app\/uploads\/2025\/09\/sec-flow-core-light-on-core-dark-05-18x10.jpg 18w\" sizes=\"auto, (max-width: 780px) 100vw, 780px\" \/>\n                                                            <\/div>\n                            <div\n                                class=\"o-related-posts__top-meta\"\n                                                            >\n                                                                    <span class=\"m-card-post__category\">Recursos<\/span>\n                                                                                                    <span\n                                        class=\"m-card-post__time o-related-posts__time-inline sag-readtime-label\"\n                                    >\n                                        <span\n                                            class=\"material-symbols-outlined o-related-posts__time-icon\"\n                                            aria-hidden=\"true\" data-no-translation=\"\"\n                                        >\n                                            schedule\n                                        <\/span>\n                                        3 MIN leitura\n                                    <\/span>\n                                                            <\/div>\n                            <h3 class=\"m-card-post__title\">Acesso e virtualiza\u00e7\u00e3o de dados com o CONNX<\/h3>\n                                                            <p class=\"m-card-post__excerpt\">\n                                    O CONNX ajuda a integrar dados de forma cont\u00ednua entre mainframes, sistemas legados, mid-tier, big data e nuvem, permitindo que voc\u00ea visualize, decida, aja e prospere de maneira livre e segura, em tempo real.\n                                <\/p>\n                                                    <\/a>\n                                                <\/div>\n        <\/div>\n    <\/section>","protected":false},"excerpt":{"rendered":"<p>Apesar dos altos investimentos em plataformas de an\u00e1lises de dados como o Power BI, muitas organiza\u00e7\u00f5es ainda enfrentam dificuldades para tomar decis\u00f5es \u00e1geis e eficazes. Muitas vezes, o problema est\u00e1 na falta de acesso aos dados cr\u00edticos do mainframe em tempo real. Saiba como preencher essa lacuna, capacitar as equipes de analytics e preparar o caminho para inova\u00e7\u00f5es futuras. <\/p>","protected":false},"author":27,"featured_media":10398,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[45],"tags":[61],"product":[48],"class_list":["post-9133","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-integration","tag-mainframe","product-connx"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.5 (Yoast SEO v28.5) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Analytics and Real-Time Mainframe Data Explained | Software AG<\/title>\n<meta name=\"description\" content=\"Unlock the power of analytics and real-time mainframe data for better business insights and faster decision-making.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.softwareag.com\/br\/blog\/data-integration\/analytics-real-time-mainframe-data\/\" \/>\n<meta property=\"og:locale\" content=\"pt_BR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Mainframe Capacity Crisis: Managing Workload Peaks | Software AG\" \/>\n<meta property=\"og:description\" content=\"Explore the Mainframe Capacity Crisis and how to manage high-volume workloads for efficiency and cost control.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.softwareag.com\/br\/blog\/data-integration\/analytics-real-time-mainframe-data\/\" \/>\n<meta property=\"og:site_name\" content=\"Software AG\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/SoftwareAG\" \/>\n<meta property=\"article:published_time\" content=\"2026-06-04T15:17:31+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-07-30T16:19:31+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.softwareag.com\/app\/uploads\/2026\/06\/connection-chain-02.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1672\" \/>\n\t<meta property=\"og:image:height\" content=\"941\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Sean Ryan\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Mainframe Capacity Crisis: Understanding Contention | Software AG\" \/>\n<meta name=\"twitter:description\" content=\"Overcome the Mainframe Capacity Crisis with JOPAZ. 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