Azure SQL Data Warehouse – Minha opinião – Parte 1
Olá pessoal, tudo bem?
Vou escrever algo aqui que pode contrariar a muitos ou aqueles que “vendem” a solução, mas que nunca a utilizaram de fato em casos reais de produção.
De imediato alerto que o artigo não é uma crítica, mas algumas ressalvas que você deve considerar antes de investir tão pesado nesta solução e não sair implantando porque disseram que é legal.
Introdução
O Azure Data Warehouse é um banco de dados SQL que roda em arquitetura MPP – Multi Parallel Processing, a seguir um esquema de como isso funciona:
Basicamente, você tem um único ponto de conexão, aqui chamado de Control Node, todavia, as requisições que são realizadas elas operam paralelamente em diversos nós computacionais, algo fantástico não é mesmo? As informações podem estar distribuídas por esses nós dando assim maior poder de processamento paralelo.
Até aí tudo lindo, mas vamos a alguns fatos sobre esta tecnologia.
Fatos sobre o Azure DW
Fato 1 – Ausência de comandos T-SQL
Alguns comandos e tipos de dados que eu entendo que seriam fundamentais e que não existem no Azure Data Warehouse e que para os meus projetos, foram prejudiciais a certo ponto, mas que contornei de outras formas:
Função FORMAT
Maiores informações sobre o comando https://docs.microsoft.com/pt-br/sql/t-sql/functions/format-transact-sql?view=sql-server-2017
Precisa montar um relatório para mostrar o nome do mês ou o dia da semana em Português?
Esquece, você terá que fazer um monte de CASE como era antes de ter surgido este comando no SQL Server tradicional ou recorrer ao SET LANGUAGE Portuguese, para definir em sua sessão o idioma corrente.
MERGE
Maiores informações sobre o MERGE https://docs.microsoft.com/pt-br/sql/t-sql/statements/merge-transact-sql?view=sql-server-2017
Ao meu ver, é um absurdo um comando tão clássico de ser utilizado em ambientes de DW para carregamento de dados em tabelas fatos, não ser suportado.
Ou seja, se você tem a seguinte lógica de carregamento:
- Possuo dados a serem carregados;
- Se já existir, eles devem ser atualizados;
- Se não existirem, eles devem ser carregados;
- Se não existirem mais na origem e tem no destino, deverão ser excluídos.
Esqueça o MERGE, você não poderá utilizá-lo mais. Recorra as comandos CTAS – Create Table As SELECT, conforme recomendação a seguir:
UPDATE com JOIN
Esquece, não tem. Você deverá adotar a estratégia de utilizar o CTAS, semelhante ao caso do MERGE.
Saiba como fazer em https://docs.microsoft.com/pt-br/azure/sql-data-warehouse/sql-data-warehouse-develop-ctas#ansi-join-replacement-for-update-statements
DELETE com JOIN
Esquece, não tem. Você deverá adotar a estratégia de utilizar o CTAS, semelhante ao caso do MERGE.
Saiba como fazer em https://docs.microsoft.com/pt-br/azure/sql-data-warehouse/sql-data-warehouse-develop-ctas#ansi-join-replacement-for-delete-statements
Fato 2 – Ausência de tipos ou objetos T-SQL
Geography
Sobre o tipo de dados https://docs.microsoft.com/pt-br/sql/t-sql/spatial-geography/spatial-types-geography?view=sql-server-2017
Sim, quem hoje em pleno século XXI guarda dados do tipo geográfico em formato DECIMAL?! Pois você optando pelo Azure DW, deverá guardar, pois os dados geográficos não são suportados. Então, se você tem dois pontos geográficos e quer analisar a distância entre eles, você não poderá faze-lo. Existem alternativas, mas todas elas passam por armazenar os dados em outro local e pelo Azure DW External Tables fazer a leitura, saiba mais em Using Elastic Query to Support SQL Spatial in Azure SQL DW.
JSON
Sobre o tipo de dados https://docs.microsoft.com/pt-br/sql/relational-databases/json/json-data-sql-server?view=sql-server-2017
Vou forçar a barra, pois eu sei que informações não estruturadas como JSON, poderiam ser armazenadas em um Blob Storage do Azure, mas e se você quisesse armazenar dentro do DW? Não seria possível também, pois este tipo de dado não é suportado.
Outros tipos não suportados
São eles geometry, hierarchyid, image, xml e outros que realmente não precisariam ter ao meu ver, veja a lista completa em https://docs.microsoft.com/pt-br/azure/sql-data-warehouse/sql-data-warehouse-tables-data-types.
Views Indexadas
Existe algo tão clássico em um Data Warehouse que a utilização de views indexadas? Pois, é não consigo entender porque este recurso não está disponível. Saiba mais sobre isto em https://docs.microsoft.com/pt-br/sql/relational-databases/views/create-indexed-views?view=sql-server-2017.
Computed Columns
Um recurso tão fantástico e simples de utilizar são as colunas computadas, ao qual, possibilitam você persistir certas operações no banco de dados. Exemplo, se você sempre faz um determinado calculo “DATEDIFF(HH, [DataInicio], [DataChegada]) TempoHoras_ViagemReal”, você poderia persistir esta informação no banco de dados para que o SQL Server não necessite processar tal expressão. Exemplo:
ALTER TABLE dbo.Products ADD RetailValue AS (QtyAvailable * UnitPrice * 1.5) PERSISTED
Maiores informações em https://docs.microsoft.com/pt-br/sql/relational-databases/tables/specify-computed-columns-in-a-table?view=sql-server-2017, mas o fato é que no Azure SQL DW este recurso não está disponível.
Conclusão
Tudo isto foi o que eu senti falta, este artigo irá ser sempre atualizado que eu perceber algo importante e comum no ambiente de Data Warehouse e que o Azure SQL DW não suportar.
Eu iria escrever neste artigo, mas deixarei em uma parte 2 minha opinião sobre o Sistema de Armazenamento (Distribuições) que são possíveis de serem implementadas no Azure DW.
Portanto, fique atento ao decidir implementar o Azure SQL DW, não quero dizer que é ruim, pelo contrário é uma solução fantástica, mas talvez você precisará adaptar muitos processos que antes você realizava no banco de dados em outras camadas.
Gostou do artigo? Tem uma opinião diferente? Comente aí!
Vithor da Silva e Silva | Consultor e Instrutor | SQL Server e Power BI
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Dandruff while bringing out the natural oils in the dog’s fur. Move out of his space. It is important to get the maximum out of each massage session that you get. The CBD used in our massage is sourced from Colorado, Organic and THC free. Undercover officers offered masseuses money in exchange for sexual acts at a West 103rd Street massage parlor. Instead, it is a highly formal exchange where profanity is verboten. U.S. News. World Report. S. News. World Report. To borrow from John Lennon, you may say I’m a dreamer, but I’m not the only one, and I write for the dreamers of the world. In some instances, however, heat may aggravate a joint that’s already “hot” from inflammation, as is sometimes the case with rheumatoid arthritis. What most people don’t realize, however, is that there are natural herbal remedies that help relieve the pain of arthritis associated with getting older. A deficiency of essential mineralsmay be one of the causes of arthritis. What was one drop rule?
We adamantly refused the idea at first but Jonas was the one that convinced us it was right. Add eliminated foods back into your diet, one at a time, every four days. Others believe that foods from the nightshade family, such as tomatoes, potatoes, and peppers, aggravate their condition, although others don’t notice any connection. If you think certain foods play a role in your arthritis symptoms, it is important to put them to the test. Ample amounts of tissue-building minerals in your daily diet will keep bones healthy and may help prevent bone spurs, a common complication of arthritis. This painful and debilitating joint disease is usually either classified as osteoarthritis (OA) or rheumatoid arthritis (RA). Horsetail’s cornucopia of minerals, including silicon, may nourish joint cartilage. For a more contemporary twist on Halloween, give a nod to NASCAR and continue to the next page to outfit your little Dale or Danica in full racing style — including a customized car to trick-or-treat in! Daily Mail. “How a little too much cleavage can cost you a job interview.” Sept. It took 5 months to build at a cost of $1 million and is equipped with waterfalls, fountains and a 15-foot (4.5-meter) waterslide.
Some employers want to get the basics out of the way quickly. You might also want to consult your physician before undergoing reflexology. They don’t want to waste anyone’s time. People will tell you that you are wasting your time. The job interview is your time to shine. Try to use appropriate terminology in the interview. Although coconut oil is recommended by some people for ringworm, the treatment you use will depend on its location on your body and how serious it is, per the CDC. Reducing muscle tension will result to both physical and mental relaxation because it reduces the negative health effects of chronic stress, enabling the body to heal and relax. This treatment improves posture, relaxation, and releases muscle tension and stress. This gives you a variety of treatment options at the touch of a button. Asking about perks in the wrong way could prove disastrous. Don’t clam up. Everyone has varying degrees of shyness, but you need to talk about your employment experiences concisely and in an interesting way. The key is to learn from both experiences.
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Dandruff while bringing out the natural oils in the dog’s fur. Move out of his space. It is important to get the maximum out of each massage session that you get. The CBD used in our massage is sourced from Colorado, Organic and THC free. Undercover officers offered masseuses money in exchange for sexual acts at a West 103rd Street massage parlor. Instead, it is a highly formal exchange where profanity is verboten. U.S. News. World Report. S. News. World Report. To borrow from John Lennon, you may say I’m a dreamer, but I’m not the only one, and I write for the dreamers of the world. In some instances, however, heat may aggravate a joint that’s already “hot” from inflammation, as is sometimes the case with rheumatoid arthritis. What most people don’t realize, however, is that there are natural herbal remedies that help relieve the pain of arthritis associated with getting older. A deficiency of essential mineralsmay be one of the causes of arthritis. What was one drop rule?
We adamantly refused the idea at first but Jonas was the one that convinced us it was right. Add eliminated foods back into your diet, one at a time, every four days. Others believe that foods from the nightshade family, such as tomatoes, potatoes, and peppers, aggravate their condition, although others don’t notice any connection. If you think certain foods play a role in your arthritis symptoms, it is important to put them to the test. Ample amounts of tissue-building minerals in your daily diet will keep bones healthy and may help prevent bone spurs, a common complication of arthritis. This painful and debilitating joint disease is usually either classified as osteoarthritis (OA) or rheumatoid arthritis (RA). Horsetail’s cornucopia of minerals, including silicon, may nourish joint cartilage. For a more contemporary twist on Halloween, give a nod to NASCAR and continue to the next page to outfit your little Dale or Danica in full racing style — including a customized car to trick-or-treat in! Daily Mail. “How a little too much cleavage can cost you a job interview.” Sept. It took 5 months to build at a cost of $1 million and is equipped with waterfalls, fountains and a 15-foot (4.5-meter) waterslide.
Some employers want to get the basics out of the way quickly. You might also want to consult your physician before undergoing reflexology. They don’t want to waste anyone’s time. People will tell you that you are wasting your time. The job interview is your time to shine. Try to use appropriate terminology in the interview. Although coconut oil is recommended by some people for ringworm, the treatment you use will depend on its location on your body and how serious it is, per the CDC. Reducing muscle tension will result to both physical and mental relaxation because it reduces the negative health effects of chronic stress, enabling the body to heal and relax. This treatment improves posture, relaxation, and releases muscle tension and stress. This gives you a variety of treatment options at the touch of a button. Asking about perks in the wrong way could prove disastrous. Don’t clam up. Everyone has varying degrees of shyness, but you need to talk about your employment experiences concisely and in an interesting way. The key is to learn from both experiences.
Nightshades for several months. As a result, the interviewee starts talking because they figure there’s something wrong with the answer they have just given. Some interviews have been painful and disastrous. These can help him or her determine if you have a kidney problem. It can also help you in court should that situation arise. Women who wear tight tops that accentuate their cleavage to a job interview can kiss the job goodbye, according to a survey. A job interview is not a casual conversation between friends in bar. Conversely, don’t ramble, even when there’s a pause in the conversation. Even if your interviewer swears, don’t get comfortable and swear, too. Rubbing your nose, even if it itches, could mean you’re dishonest. If the interviewer gives you the silent treatment after you answered a question, shut your pie hole and show confidence in your previous answer. Just give enough detail to answer the question.
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