{"id":13658,"date":"2022-08-15T11:13:01","date_gmt":"2022-08-15T18:13:01","guid":{"rendered":"https:\/\/www.couchbase.com\/blog\/?p=13658"},"modified":"2025-06-13T23:00:11","modified_gmt":"2025-06-14T06:00:11","slug":"how-multimodel-databases-can-reduce-data-sprawl","status":"publish","type":"post","link":"https:\/\/www.couchbase.com\/blog\/pt\/how-multimodel-databases-can-reduce-data-sprawl\/","title":{"rendered":"Como os bancos de dados multimodelos podem reduzir a dispers\u00e3o de dados"},"content":{"rendered":"

N\u00e3o faz muito tempo, os aplicativos eram criados quase que exclusivamente como uma unidade \u00fanica e indivis\u00edvel. Esse estilo monol\u00edtico era um legado de uma \u00e9poca em que a capacidade de dados era limitada, os bancos de dados eram projetados para uma \u00fanica unidade e o aplicativo era usado por um \u00fanico dispositivo.<\/span><\/p>\n

As equipes de desenvolvimento que criavam aplicativos usando uma abordagem linear e sequencial em cascata funcionavam bem... at\u00e9 que n\u00e3o funcionavam mais. Com essa abordagem, era mais dif\u00edcil fazer altera\u00e7\u00f5es em aplicativos grandes e complexos com forte acoplamento. Dimensionar os componentes de forma independente n\u00e3o era uma op\u00e7\u00e3o, e as altera\u00e7\u00f5es no c\u00f3digo podiam afetar todo o sistema, de modo que cada altera\u00e7\u00e3o precisava ser cuidadosamente coordenada. Muitas vezes, isso prolongava o processo geral de desenvolvimento e dificultava a implementa\u00e7\u00e3o de uma nova tecnologia, pois exigia que todo o aplicativo fosse reescrito.<\/span><\/p>\n

A necessidade de um novo paradigma<\/b><\/h2>\n

\u00c0 medida que mais e mais aplicativos eram criados para a Web para acesso em navegadores e, eventualmente, em telefones celulares, um n\u00famero exponencialmente maior de usu\u00e1rios usava aplicativos com mais frequ\u00eancia e em mais lugares. Estava ficando claro que era necess\u00e1rio um novo paradigma para armazenar e acessar dados. O que veio em seguida foi uma demanda crescente desses usu\u00e1rios para que tivessem uma experi\u00eancia mais rica com seus aplicativos. Em resposta, as empresas queriam oferecer experi\u00eancias melhores tanto digitalmente quanto na vida real. Mais aplicativos foram criados para interagir com usu\u00e1rios e clientes. Ao mesmo tempo, o armazenamento e a capacidade de processamento tornaram-se muito mais acess\u00edveis. Isso resultou em uma explos\u00e3o de dados.<\/span><\/p>\n

As equipes de desenvolvimento tiveram que se adaptar rapidamente, e novas abordagens para o desenvolvimento de aplicativos come\u00e7aram a surgir e a crescer em popularidade. Metodologias como \u00e1gil, scrum, kanban, produto m\u00ednimo vi\u00e1vel, entre outras, entraram em nosso vocabul\u00e1rio. Isso levou a uma tend\u00eancia macro do que hoje chamamos de desenvolvimento de microsservi\u00e7os, que divide os aplicativos em uma cole\u00e7\u00e3o de unidades independentes menores. Essas unidades executam cada processo do aplicativo como um servi\u00e7o separado. Portanto, todos os servi\u00e7os t\u00eam sua pr\u00f3pria fun\u00e7\u00e3o espec\u00edfica, l\u00f3gica e, em muitos casos, seu pr\u00f3prio banco de dados.<\/span><\/p>\n

Consequentemente, as equipes de desenvolvimento agora podem criar aplicativos mais rapidamente. Os servi\u00e7os podem ser implantados e atualizados de forma independente, proporcionando mais flexibilidade aos desenvolvedores. Um bug descoberto em um microsservi\u00e7o tem impacto apenas em um servi\u00e7o espec\u00edfico e n\u00e3o influencia o aplicativo inteiro. Tamb\u00e9m \u00e9 muito mais f\u00e1cil adicionar novos recursos a um aplicativo de microsservi\u00e7o do que a um aplicativo monol\u00edtico. Ao separar um aplicativo em componentes menores e mais simples, os microsservi\u00e7os s\u00e3o mais f\u00e1ceis de entender e gerenciar. Al\u00e9m disso, a abordagem de microsservi\u00e7os oferece a vantagem de cada elemento poder ser dimensionado de forma independente. Muitas vezes, o processo \u00e9 mais econ\u00f4mico e eficiente do que dimensionar o aplicativo monol\u00edtico inteiro.<\/span><\/p>\n

Os desafios da dispers\u00e3o de dados<\/b><\/h2>\n

No entanto, os microsservi\u00e7os n\u00e3o s\u00e3o perfeitos e trazem seus pr\u00f3prios desafios. As conex\u00f5es entre v\u00e1rios m\u00f3dulos e bancos de dados criam preocupa\u00e7\u00f5es transversais com registro, m\u00e9tricas, observabilidade e muito mais. E o teste\/solu\u00e7\u00e3o de problemas pode ser dif\u00edcil em todos os servi\u00e7os. E o mais importante \u00e9 que esse tipo de arquitetura pode levar a grandes desafios com a prolifera\u00e7\u00e3o de dados.<\/span><\/p>\n

A expans\u00e3o do banco de dados pode resultar em problemas de movimenta\u00e7\u00e3o de dados, duplica\u00e7\u00e3o de dados, seguran\u00e7a, integra\u00e7\u00e3o de dados, lat\u00eancia, inconsist\u00eancia de informa\u00e7\u00f5es e aumento de custos. As equipes precisam ter conhecimento do dom\u00ednio e habilidades de programa\u00e7\u00e3o em v\u00e1rios idiomas. Diferentes licen\u00e7as precisam ser garantidas, todas com diferentes modelos e termos de conformidade que complicam a compatibilidade. O suporte a mais tipos de bancos de dados gera desafios t\u00e9cnicos e operacionais que atrasam o desenvolvimento.<\/span><\/p>\n

A promessa do multimodelo<\/b><\/h2>\n

\u00a0A forma como v\u00e1rios bancos de dados estavam sendo tratados estava se tornando insustent\u00e1vel. Nesse ponto, algumas empresas de banco de dados decidiram consolidar v\u00e1rios m\u00e9todos de acesso a dados e outros servi\u00e7os integrados em seus bancos de dados para reduzir os efeitos negativos da prolifera\u00e7\u00e3o de dados. Entra em cena o multimodelo, um sistema de gerenciamento de banco de dados projetado para suportar v\u00e1rios modelos de dados em um \u00fanico backend integrado. Esse sistema oferece gerenciamento, acesso e governan\u00e7a de dados unificados, entre outros recursos importantes. Observa\u00e7\u00e3o: Hacks, como a inclus\u00e3o de um banco de dados em outro, n\u00e3o s\u00e3o verdadeiros multimodelos.\u00a0<\/span><\/p>\n

O multimodal traz todos os benef\u00edcios de <\/span>persist\u00eancia poliglota<\/span><\/a>sem as suas desvantagens. Essencialmente, ele faz isso oferecendo suporte a um armazenamento de documentos (documentos JSON), um armazenamento de chave\/valor e outros modelos de armazenamento de dados (v\u00e1rios bancos de dados) em um mecanismo de banco de dados que tem uma linguagem de consulta comum e uma API \u00fanica para acesso posterior. Isso permite que voc\u00ea, por exemplo, use uma \u00fanica consulta onde antes eram necess\u00e1rias v\u00e1rias, o que melhora a efici\u00eancia e o desempenho da mem\u00f3ria.<\/span><\/p>\n

Couchbase: Reduzindo o tempo gasto antes, durante e depois do desenvolvimento de aplicativos<\/b><\/h2>\n

Os recursos de v\u00e1rios modelos s\u00e3o necess\u00e1rios em todos os casos de aplicativos? N\u00e3o, \u00e9 claro que n\u00e3o, mas eles s\u00e3o aplic\u00e1veis em muitos casos, e t\u00ea-los implementados ajuda a preparar um aplicativo para o futuro. Portanto, agora as organiza\u00e7\u00f5es podem obter o melhor das abordagens monol\u00edticas e de microsservi\u00e7os com suporte de um \u00fanico banco de dados.<\/span><\/p>\n

Saiba mais sobre o banco de dados multimodelo do Couchbase <\/span>aqui<\/span><\/a> e experimente o Couchbase hoje mesmo com nosso <\/span>julgamento<\/span><\/a>.<\/span><\/p>","protected":false},"excerpt":{"rendered":"

Not so long ago applications were built almost exclusively as a single and indivisible unit. This monolithic style was a legacy of a time when data capacity was limited, databases were designed for a single unit and the application was […]<\/p>","protected":false},"author":81028,"featured_media":12541,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[2225,1819],"tags":[9337,9271,9600,1725],"ppma_author":[9551],"class_list":["post-13658","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cloud","category-data-modeling","tag-application-development","tag-multi-dimensional-scaling","tag-multimodel","tag-nosql-database"],"acf":[],"yoast_head":"\nHow Multimodel Databases Can Reduce Data Sprawl - The Couchbase Blog<\/title>\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.couchbase.com\/blog\/pt\/how-multimodel-databases-can-reduce-data-sprawl\/\" \/>\n<meta property=\"og:locale\" content=\"pt_BR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How Multimodel Databases Can Reduce Data Sprawl\" \/>\n<meta property=\"og:description\" content=\"Not so long ago applications were built almost exclusively as a single and indivisible unit. 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