{"id":954,"date":"2024-12-12T22:35:06","date_gmt":"2024-12-13T06:35:06","guid":{"rendered":"https:\/\/www.couchbase.com\/\/concepts\/resources-concepts-zero-etl\/"},"modified":"2026-07-23T02:59:46","modified_gmt":"2026-07-23T09:59:46","slug":"resources-concepts-zero-etl","status":"publish","type":"concepts","link":"https:\/\/www.couchbase.com\/pt\/resources\/concepts\/zero-etl\/","title":{"rendered":"O que \u00e9 Zero-ETL?"},"content":{"rendered":"<div class=\"wp-block-group alignfull wp-block-basic-hero is-layout-constrained wp-container-core-group-is-layout-525d65ca wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--2-xl);padding-right:0;padding-bottom:var(--wp--preset--spacing--2-xl);padding-left:0\">\n<h1 id=\"h-what-is-zero-etl\" class=\"wp-block-heading has-heading-xl-font-size\">O que \u00e9 Zero-ETL?<\/h1>\n\n\n\n<p class=\"has-large-font-size wp-block-paragraph\">Zero-ETL \u00e9 um tipo de integra\u00e7\u00e3o que n\u00e3o depende de processos tradicionais de ETL, permitindo que os dados sejam analisados em tempo real<\/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--md)\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.couchbase.com\/pt\/products\/analytics\/\" title=\"Analisar Dados em Tempo Real\" target=\"\">Analisar Dados em Tempo Real<\/a><\/div>\n\n\n\n<div class=\"wp-block-button is-style-outline is-style-outline--1\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/docs.couchbase.com\/columnar\/intro\/intro.html\" title=\"Saiba mais\" target=\"\">Saiba mais<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group basic-content is-layout-constrained wp-container-core-group-is-layout-b43783bd wp-block-group-is-layout-constrained\" style=\"margin-top:var(--wp--preset--spacing--xl);margin-bottom:var(--wp--preset--spacing--2-xl);padding-bottom:0\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<h2 id=\"h-what-is-zero-etl-0\" class=\"wp-block-heading\">O que \u00e9 zero-ETL?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Zero-ETL (extra\u00e7\u00e3o, transforma\u00e7\u00e3o e carga) elimina a necessidade de processos de ETL tradicionais e dispendiosos, permitindo que os dados sejam transferidos e analisados de forma integrada entre sistemas em tempo real. Ele possibilita consultas diretas entre plataformas sem depender de pipelines de dados complexos e armazenamento intermedi\u00e1rio.<br><br>Continue lendo este recurso para saber mais sobre como o zero-ETL funciona, seus componentes e fun\u00e7\u00f5es, e como ele se compara aos m\u00e9todos tradicionais de ETL. Voc\u00ea tamb\u00e9m aprender\u00e1 sobre os benef\u00edcios e casos de uso do zero-ETL. Al\u00e9m disso, voc\u00ea encontrar\u00e1 uma lista de ferramentas que viabilizam o zero-ETL.<\/p>\n\n\n\n<ul style=\"line-height:1\" class=\"wp-block-list\">\n<li><a href=\"#work\" class=\"scrollToHash\">Como o zero-ETL funciona<\/a><\/li>\n\n\n\n<li><a href=\"#components\" class=\"scrollToHash\">Componentes de zero-ETL<\/a><\/li>\n\n\n\n<li><a href=\"#versus\" class=\"scrollToHash\">ETL tradicional vs. zero-ETL<\/a><\/li>\n\n\n\n<li><a href=\"#benefits\" class=\"scrollToHash\">Benef\u00edcios do zero-ETL<\/a><\/li>\n\n\n\n<li><a href=\"#challenges\" class=\"scrollToHash\">Desafios de ETL (e como o zero-ETL os resolve)<\/a><\/li>\n\n\n\n<li><a href=\"#use-cases\" class=\"scrollToHash\">Casos de uso para zero-ETL<\/a><\/li>\n\n\n\n<li><a href=\"#tools\" class=\"scrollToHash\">Ferramentas Zero-ETL<\/a><\/li>\n\n\n\n<li><a href=\"#resources\" class=\"scrollToHash\">Principais pontos e recursos<br><\/a><\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--sm);padding-bottom:var(--wp--preset--spacing--sm)\">\n<h2 id=\"work\" class=\"wp-block-heading\">Como o zero-ETL funciona<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Imagine uma plataforma de com\u00e9rcio eletr\u00f4nico usando um banco de dados em nuvem (por exemplo, <a href=\"https:\/\/www.couchbase.com\/pt\/products\/capella\/\">Couchbase Capella<\/a>\u2122) para <a href=\"https:\/\/www.couchbase.com\/pt\/blog\/transactional-databases\/\">dados transacionais<\/a> e um data warehouse em nuvem (por exemplo, Amazon Redshift) para an\u00e1lises. Veja como os dados fluem com o zero-ETL:<\/p>\n\n\n\n<h3 id=\"h-user-transaction-occurs\" class=\"wp-block-heading\">A transa\u00e7\u00e3o do usu\u00e1rio ocorre<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Um cliente compra um item na plataforma de e-commerce. Esta a\u00e7\u00e3o gera um registro de transa\u00e7\u00e3o no banco de dados operacional (Couchbase Capella).<\/p>\n\n\n\n<h3 id=\"h-automatic-synchronization\" class=\"wp-block-heading\">Sincroniza\u00e7\u00e3o autom\u00e1tica<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Sem ETL tradicional, o banco de dados operacional automaticamente <a href=\"https:\/\/www.couchbase.com\/pt\/resources\/concepts\/data-replication\/\">replica<\/a> esses dados de transa\u00e7\u00e3o para o data warehouse em nuvem (Amazon Redshift) em tempo quase real por meio do Kafka Connect. Isso ocorre por meio de uma integra\u00e7\u00e3o nativa fornecida pelo servi\u00e7o em nuvem (por exemplo, integra\u00e7\u00e3o zero-ETL do Couchbase Capella com o Kafka).<\/p>\n\n\n\n<h3 id=\"h-data-compatibility\" class=\"wp-block-heading\">Compatibilidade de dados<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Os dados chegam ao data warehouse sem exigir transforma\u00e7\u00f5es complexas, j\u00e1 que os sistemas est\u00e3o configurados para compartilhar formatos compat\u00edveis (por exemplo, <a href=\"https:\/\/www.couchbase.com\/pt\/blog\/columnar-store-vs-row-store\/\">armazenamento colunar<\/a> ou <a href=\"https:\/\/www.couchbase.com\/pt\/resources\/concepts\/json-vs-bson\/\">JSON<\/a>). Quaisquer transforma\u00e7\u00f5es leves necess\u00e1rias, como renomea\u00e7\u00e3o de colunas, s\u00e3o tratadas embutidas.<\/p>\n\n\n\n<h3 id=\"h-instant-availability-for-analytics\" class=\"wp-block-heading\">Disponibilidade instant\u00e2nea para an\u00e1lises<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Assim que os dados chegam ao armaz\u00e9m, eles se tornam dispon\u00edveis para consultas, an\u00e1lises e relat\u00f3rios. Os analistas podem acessar imediatamente pain\u00e9is atualizados ou executar consultas ad hoc usando ferramentas como <a href=\"https:\/\/docs.couchbase.com\/tableau-connector\/current\/index.html\">Tableau<\/a> ou <a href=\"https:\/\/www.couchbase.com\/pt\/blog\/couchbase-power-bi-connector\/\">Microsoft Power BI<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Esse fluxo de dados cont\u00ednuo do sistema de origem para o sistema de destino elimina a necessidade de processos de ETL em lote, reduz a lat\u00eancia e simplifica a manuten\u00e7\u00e3o, tornando o zero-ETL uma abordagem poderosa para ecossistemas de dados modernos.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--sm);padding-bottom:var(--wp--preset--spacing--sm)\">\n<h2 id=\"components\" class=\"wp-block-heading\">Componentes de zero-ETL<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">O Zero-ETL depende de uma combina\u00e7\u00e3o de tecnologias e abordagens para otimizar a integra\u00e7\u00e3o de dados sem os processos tradicionais de ETL. Aqui est\u00e3o os principais componentes:<\/p>\n\n\n\n<h3 id=\"h-source-systems\" class=\"wp-block-heading\">Sistemas de origem<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Os sistemas de origem incluem aplica\u00e7\u00f5es, sistemas transacionais e bancos de dados operacionais. Exemplos s\u00e3o Couchbase Capella, Microsoft SQL Server, Amazon Aurora e MongoDB Atlas. Os sistemas de origem produzem dados e fornecem mecanismos (como fluxos de eventos ou captura de dados de altera\u00e7\u00e3o) para <a href=\"https:\/\/www.couchbase.com\/pt\/blog\/couchbase-replication-and-sync\/\">sincronizando dados em tempo real<\/a>.<\/p>\n\n\n\n<h3 id=\"h-change-data-capture-cdc-and-data-streaming\" class=\"wp-block-heading\">Captura de dados modificados (CDC) e streaming de dados<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">O CDC e o streaming de dados identificam e registram altera\u00e7\u00f5es no sistema de origem, como exclus\u00f5es, atualiza\u00e7\u00f5es e inser\u00e7\u00f5es, em tempo real.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">O CDC captura altera\u00e7\u00f5es incrementais em um banco de dados e as encaminha para o sistema de destino. Exemplos de ferramentas que facilitam o processo de CDC incluem Kafka Connect, Debezium e o Amazon Web Services (AWS) Database Migration Service (DMS), que inclui recursos propriet\u00e1rios de CDC.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Os mecanismos de streaming de dados garantem que os dados sejam entregues em tempo real \u00e0 medida que s\u00e3o alterados. Exemplos de ferramentas de streaming de dados incluem o Apache Kafka e o Amazon Kinesis.<\/p>\n\n\n\n<h3 id=\"h-target-systems\" class=\"wp-block-heading\">Sistemas de destino<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Sistemas de destino, como data warehouses, plataformas de an\u00e1lise e bancos de dados, recebem e armazenam dados para uso posterior. Os exemplos incluem Amazon Redshift, Snowflake e Google Cloud BigQuery. Os sistemas de destino consomem dados diretamente, sem exigir transforma\u00e7\u00f5es significativas de pr\u00e9-processamento.<\/p>\n\n\n\n<h3 id=\"h-real-time-integration-tools-and-connectors\" class=\"wp-block-heading\">Ferramentas e conectores de integra\u00e7\u00e3o em tempo real<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Ferramentas de integra\u00e7\u00e3o em tempo real e conectores atuam como middleware, facilitando o fluxo direto de dados entre sistemas de origem e de destino. Eles geralmente s\u00e3o integrados aos ecossistemas modernos de nuvem. Exemplos de ferramentas de integra\u00e7\u00e3o nativas incluem:<\/p>\n\n\n\n<ul style=\"line-height:1\" class=\"wp-block-list\">\n<li><a href=\"https:\/\/aws.amazon.com\/rds\/aurora\/zero-etl\/\">Integra\u00e7\u00e3o zero-ETL do Amazon Aurora com o Amazon Redshift<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/cloud.google.com\/bigquery\/docs\/dts-introduction\">BigQuery Data Transfer Service<\/a><\/li>\n\n\n\n<li>Kafka Connect para streaming de dados diretamente para warehouses<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">As ferramentas de integra\u00e7\u00e3o em tempo real e os conectores gerenciam eficientemente o movimento de dados sem exigir dutos de ETL separados.<\/p>\n\n\n\n<h3 id=\"h-data-format-and-compatibility\" class=\"wp-block-heading\">Formato de dados e compatibilidade<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">O Zero-ETL depende de formatos de dados padronizados ou compat\u00edveis para minimizar a necessidade de transforma\u00e7\u00f5es e garantir uma integra\u00e7\u00e3o perfeita. Exemplos de formatos incluem:<\/p>\n\n\n\n<ul style=\"line-height:1\" class=\"wp-block-list\">\n<li><strong>Formatos estruturados:<\/strong> Apache Parquet, Apache Avro e valores separados por v\u00edrgula (CSV)<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/www.couchbase.com\/pt\/resources\/concepts\/semi-structured-data\/\">Semiestruturado<\/a> formatos<\/strong> JSON (JavaScript Object Notation) e XML (Extensible Markup Language)<\/li>\n\n\n\n<li><strong>Formatos bin\u00e1rios:<\/strong> Protocol Buffers (Protobuf) e MessagePack<\/li>\n<\/ul>\n\n\n\n<h3 id=\"h-real-time-query-engines\" class=\"wp-block-heading\">Motores de consulta em tempo real<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Mecanismos e ferramentas de consulta em tempo real permitem que os dados sejam analisados diretamente no sistema de destino, sem exigir etapas intermedi\u00e1rias. Exemplos incluem o Amazon Athena e ferramentas de BI como Tableau ou Power BI. Essas ferramentas permitem a consulta em tempo real de dados integrados, dispensando a necessidade de fluxos de trabalho de prepara\u00e7\u00e3o de dados.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--sm);padding-bottom:var(--wp--preset--spacing--sm)\">\n<h2 id=\"versus\" class=\"wp-block-heading\">ETL tradicional vs. zero-ETL<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A tabela abaixo destaca as principais diferen\u00e7as entre as duas abordagens em rela\u00e7\u00e3o \u00e0 complexidade, infraestrutura, custo e outros aspectos.<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes is-style-stripes--2\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>Aspecto<\/strong><\/th><th><strong>ETL tradicional<\/strong><\/th><th><strong>Zero-ETL<\/strong><\/th><\/tr><\/thead><tbody><tr><td>Processo<\/td><td>Extrair dados, transform\u00e1-los na \u00e1rea de staging, carreg\u00e1-los no sistema de destino<\/td><td>A sincroniza\u00e7\u00e3o de dados direta entre sistemas ocorre em tempo real<\/td><\/tr><tr><td>Lat\u00eancia<\/td><td>O processamento em lote causa atrasos<\/td><td>Atualiza\u00e7\u00f5es em tempo quase real ou instant\u00e2neas<\/td><\/tr><tr><td>Complexidade<\/td><td>Envolve m\u00faltiplos est\u00e1gios e ferramentas, aumentando a complexidade<\/td><td>Simplifica a integra\u00e7\u00e3o com menos etapas e ferramentas<\/td><\/tr><tr><td>Infraestrutura<\/td><td>Exige ferramentas de ETL e infraestrutura separadas para os pipelines<\/td><td>Frequentemente integrado a plataformas de nuvem modernas ou APIs<\/td><\/tr><tr><td>Disponibilidade de dados<\/td><td>Os dados s\u00f3 est\u00e3o dispon\u00edveis ap\u00f3s a conclus\u00e3o dos trabalhos de ETL<\/td><td>Os dados s\u00e3o continuamente atualizados e est\u00e3o sempre dispon\u00edveis<\/td><\/tr><tr><td>Transforma\u00e7\u00e3o<\/td><td>As transforma\u00e7\u00f5es s\u00e3o tratadas em ferramentas de staging ou ETL<\/td><td>Transforma\u00e7\u00f5es embutidas ou m\u00ednimas ocorrem durante a sincroniza\u00e7\u00e3o<\/td><\/tr><tr><td>Adequa\u00e7\u00e3o ao caso de uso<\/td><td>Ideal para opera\u00e7\u00f5es em lote em grande escala<\/td><td>Melhor para an\u00e1lises em tempo real e casos de uso operacionais<\/td><\/tr><tr><td>Custo<\/td><td>Mais alto devido a requisitos de manuten\u00e7\u00e3o de ferramentas, computa\u00e7\u00e3o e armazenamento<\/td><td>Reduza, pois isso diminui a manuten\u00e7\u00e3o do pipeline e o uso de recursos<\/td><\/tr><tr><td>Escalabilidade<\/td><td>Desafiador de escalar com fontes de dados crescentes<\/td><td>Facilmente escal\u00e1vel com infraestrutura em nuvem moderna<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--sm);padding-bottom:var(--wp--preset--spacing--sm)\">\n<h2 id=\"benefits\" class=\"wp-block-heading\">Benef\u00edcios do zero-ETL<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">O Zero-ETL oferece uma s\u00e9rie de vantagens que melhoram significativamente os processos de integra\u00e7\u00e3o de dados e a tomada de decis\u00f5es. Entre elas, destacam-se:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Tempo acelerado at\u00e9 o insight (TTI):<\/strong> O Zero-ETL acelera o TTI ao habilitar a ingest\u00e3o e o processamento de dados em tempo real ou quase real, minimizando as etapas de transforma\u00e7\u00e3o e reduzindo significativamente a lat\u00eancia dos dados.<\/li>\n\n\n\n<li><strong>Qualidade de dados aprimorada:<\/strong> Zero-ETL melhora a qualidade dos dados ao automatizar a valida\u00e7\u00e3o de dados e minimizar a interven\u00e7\u00e3o manual para reduzir o erro humano e as inconsist\u00eancias de dados.<\/li>\n\n\n\n<li><strong>Maior agilidade e escalabilidade:<\/strong> Zero-ETL oferece flexibilidade e escalabilidade ao permitir a f\u00e1cil integra\u00e7\u00e3o de novas fontes de dados sem mudan\u00e7as significativas no pipeline de dados.<\/li>\n\n\n\n<li><strong>Custos operacionais reduzidos:<\/strong> Zero-ETL <a href=\"https:\/\/www.couchbase.com\/pt\/use-cases\/operational-cost-reduction\/\">reduz os custos operacionais<\/a> ao minimizar a necessidade de data warehouses caros e servidores ETL e automatizar os processos de integra\u00e7\u00e3o de dados para reduzir o envolvimento de engenheiros e analistas de dados.<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--sm);padding-bottom:var(--wp--preset--spacing--sm)\">\n<h2 id=\"challenges\" class=\"wp-block-heading\">Desafios de ETL (e como o zero-ETL os resolve)<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Processos ETL tradicionais, embora fundamentais, trazem sua cota de dores de cabe\u00e7a com as quais as empresas lutam. Aqui est\u00e1 uma an\u00e1lise mais detalhada de alguns desafios comuns e de como o zero-ETL simplifica as coisas:<\/p>\n\n\n\n<h3 id=\"h-etl-jobs-are-time-consuming-and-slow\" class=\"wp-block-heading\">Os trabalhos de ETL s\u00e3o demorados e lentos<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Os processos de ETL costumam ser executados em hor\u00e1rios programados, todas as noites ou a cada hora, o que significa que sempre h\u00e1 um atraso entre o momento em que os dados s\u00e3o criados e quando est\u00e3o prontos para uso. Em ambientes din\u00e2micos, essa defasagem \u00e9 frustrante e potencialmente custosa.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">O Zero-ETL permite a sincroniza\u00e7\u00e3o de dados em tempo real, para que os dados fluam instantaneamente de um sistema para outro. Com o zero-ETL, n\u00e3o \u00e9 necess\u00e1rio esperar a conclus\u00e3o de trabalhos em lote.<\/p>\n\n\n\n<h3 id=\"h-etl-pipelines-are-complex\" class=\"wp-block-heading\">Os pipelines de ETL s\u00e3o complexos<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Os pipelines de ETL envolvem v\u00e1rias etapas: extrair dados de fontes, transform\u00e1-los para se ajustarem ao esquema de destino e carreg\u00e1-los no sistema de destino. Gerenciar e solucionar problemas nesses pipelines pode parecer como fazer malabarismo com uma d\u00fazia de pratos girat\u00f3rios.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">O Zero-ETL simplifica o processo ao eliminar a necessidade de etapas separadas de extra\u00e7\u00e3o e transforma\u00e7\u00e3o. Ferramentas modernas gerenciam a movimenta\u00e7\u00e3o direta de dados, removendo a complexidade.<\/p>\n\n\n\n<h3 id=\"h-etl-pipelines-are-high-maintenance\" class=\"wp-block-heading\">Os pipelines de ETL exigem muita manuten\u00e7\u00e3o<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Os pipelines de ETL s\u00e3o fr\u00e1geis. Cada vez que suas fontes de dados ou esquemas mudam, seu processo de ETL tamb\u00e9m precisa de atualiza\u00e7\u00f5es. Isso leva a uma manuten\u00e7\u00e3o constante, consumindo o tempo da sua equipe que poderia ser gasto em tarefas de maior prioridade.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">O Zero-ETL aproveita integra\u00e7\u00f5es nativas entre sistemas ou APIs que se adaptam mais facilmente \u00e0s mudan\u00e7as. As integra\u00e7\u00f5es nativas ajudam a reduzir o trabalho manual necess\u00e1rio para manter os pipelines de dados em execu\u00e7\u00e3o.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--sm);padding-bottom:var(--wp--preset--spacing--sm)\">\n<h2 id=\"use-cases\" class=\"wp-block-heading\">Casos de uso para zero-ETL<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">O Zero-ETL n\u00e3o \u00e9 apenas uma teoria; ele resolve problemas reais em cen\u00e1rios onde os pipelines de dados tradicionais falham. Aqui est\u00e3o alguns casos de uso pr\u00e1ticos para o zero-ETL.<\/p>\n\n\n\n<h3 id=\"h-real-time-analytics-for-e-commerce\" class=\"wp-block-heading\">An\u00e1lise em tempo real para com\u00e9rcio eletr\u00f4nico<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">No mundo das compras online, as empresas precisam <a href=\"https:\/\/www.couchbase.com\/pt\/use-cases\/real-time-analytics\/\">insights em tempo real<\/a>. Por exemplo, rastrear o comportamento do cliente ou os n\u00edveis de estoque em tempo real pode definir o sucesso ou o fracasso de uma venda.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Com o zero-ETL, os dadosfluem diretamente do banco de dados operacional para a plataforma de an\u00e1lise, garantindo que os pain\u00e9is sempre transmitam dados precisos. Voc\u00ea pode identificar tend\u00eancias ou rupturas de estoque imediatamente, em vez de esperar que os processos de ETL noturnos sejam conclu\u00eddos.<\/p>\n\n\n\n<h3 id=\"h-fraud-detection-in-banking\" class=\"wp-block-heading\">Detec\u00e7\u00e3o de fraudes no setor banc\u00e1rio<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.couchbase.com\/pt\/customers\/fico\/\">Sistemas de preven\u00e7\u00e3o contra fraudes<\/a> deve analisar as transa\u00e7\u00f5es \u00e0 medida que acontecem. Um atraso na identifica\u00e7\u00e3o de atividades suspeitas pode levar a perdas financeiras ou danos \u00e0 reputa\u00e7\u00e3o.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">O Zero-ETL ajuda na sincroniza\u00e7\u00e3o em tempo real entre bancos de dados transacionais e sistemas de monitoramento, para que poss\u00edveis fraudes possam ser sinalizadas e interrompidas em segundos.\n<\/p>\n\n\n\n<h3 id=\"h-personalized-customer-experiences\" class=\"wp-block-heading\">Experi\u00eancias de cliente personalizadas<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Plataformas de streaming, redes sociais e aplicativos de varejo prosperam porque conseguem adaptar conte\u00fado e recomenda\u00e7\u00f5es a usu\u00e1rios individuais em tempo real. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Com o zero-ETL, os dados dos clientes fluem continuamente para sistemas de an\u00e1lise, permitindo <a href=\"https:\/\/www.couchbase.com\/pt\/use-cases\/smart-personalization\/\">personaliza\u00e7\u00e3o instant\u00e2nea<\/a>. Isso permite que os servi\u00e7os de streaming recomendem programas com base no que o usu\u00e1rio acabou de assistir, sem demora.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--sm);padding-bottom:var(--wp--preset--spacing--sm)\">\n<h2 id=\"tools\" class=\"wp-block-heading\">Ferramentas Zero-ETL<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">As ferramentas Zero-ETL simplificam e automatizam a movimenta\u00e7\u00e3o de dados em tempo real entre sistemas. Essas ferramentas frequentemente dependem de integra\u00e7\u00f5es nativas, arquiteturas orientadas a eventos e infraestrutura moderna em nuvem para permitir a sincroniza\u00e7\u00e3o cont\u00ednua de dados. Aqui est\u00e1 uma vis\u00e3o de algumas ferramentas e plataformas poderosas de zero-ETL:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Analytics do Couchbase<\/strong> O <a href=\"https:\/\/docs.couchbase.com\/columnar\/intro\/intro.html\">servi\u00e7o de an\u00e1lise<\/a> elimina as complexidades de ETL ao unificar os armazenamentos de dados operacionais e anal\u00edticos em uma \u00fanica plataforma, permitindo zero-ETL, reduzindo custos e melhorando o TTI.<\/li>\n\n\n\n<li><strong>Integra\u00e7\u00e3o zero-ETL do Amazon Aurora com o Amazon Redshift:<\/strong> A AWS oferece integra\u00e7\u00e3o nativa zero-ETL entre o Aurora (um banco de dados relacional) e o Redshift (um data warehouse). As altera\u00e7\u00f5es no Aurora s\u00e3o transmitidas automaticamente para o Redshift para an\u00e1lise.<\/li>\n\n\n\n<li><strong>BigQuery Data Transfer Service:<\/strong> Este servi\u00e7o gerenciado do Google permite a transfer\u00eancia nativa de dados de fontes como Google Cloud Storage, Google Ads e outros servi\u00e7os do Google diretamente para o BigQuery.<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--sm);padding-bottom:var(--wp--preset--spacing--sm)\">\n<h2 id=\"resources\" class=\"wp-block-heading\">Principais pontos e recursos<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Ao comparar zero-ETL com o ETL tradicional, fica claro que cada abordagem tem seus pontos fortes; no entanto, uma delas est\u00e1 reformulando a forma como as empresas pensam sobre a integra\u00e7\u00e3o de dados. Embora o ETL tradicional tenha nos servido bem no passado, o zero-ETL oferece vantagens significativas para empresas que buscam simplificar opera\u00e7\u00f5es e obter insights mais r\u00e1pidos de seus dados.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Confira nosso <a href=\"https:\/\/www.couchbase.com\/pt\/blog\/tag\/data-analytics\/\">blog<\/a> e <a href=\"https:\/\/www.couchbase.com\/pt\/resources\/concepts\/\">centro de conceitos<\/a> para continuar aprendendo sobre t\u00f3picos relacionados \u00e0 transfer\u00eancia e an\u00e1lise de dados.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignfull wp-custom-prefooter has-peach-background-color has-background is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group wp-custom-prefooter__inner is-layout-constrained wp-container-core-group-is-layout-32cc56da wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-a91057ef 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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--5\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.couchbase.com\/pt\/contact\/\" title=\"Entre em contato conosco\" target=\"\">Entre em contato conosco<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>What Is Zero-ETL? Zero-ETL is a type of integration that doesn&#8217;t rely on traditional ETL processes, allowing data to be analyzed in real time What is zero-ETL? Zero-ETL (extract, transform, and load) eliminates the need for traditional, costly ETL processes by allowing data to be seamlessly transferred and analyzed across systems in real time. It [&hellip;]<\/p>\n","protected":false},"author":15093,"featured_media":0,"menu_order":0,"template":"page-no-prefooter","meta":{"_acf_changed":false,"inline_featured_image":false,"_acf":"","footnotes":""},"couchbase_category":[22,23,37,18,19],"class_list":["post-954","concepts","type-concepts","status-publish","hentry","couchbase_category-analytics-use-case","couchbase_category-analytics-product-key-feature","couchbase_category-analytics-products","couchbase_category-performance","couchbase_category-technology-software-saas"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.3 (Yoast SEO v28.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>What Is Zero-ETL? | Concepts | Couchbase<\/title>\n<meta name=\"description\" content=\"Zero-ETL eliminates the need for traditional ETL processes by allowing data to be transferred and analyzed across systems in real time. 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