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Search.setIndex({docnames:["chapters/01/01/por_que_analytics","chapters/01/02/carreiras_atuais","chapters/01/03/responsabilidades","chapters/01/04/northwind","chapters/01/05/para_quem","chapters/01/06/como_organizado","chapters/01/intro","chapters/01/leia_mais","chapters/02/01/5_vs","chapters/02/02/volume","chapters/02/03/velocidade","chapters/02/04/variedade","chapters/02/05/veracidade","chapters/02/06/valor","chapters/02/intro","chapters/02/leia_mais","chapters/03/01/pensamento_analitico","chapters/03/02/tecnicas_problemas","chapters/03/03/pareto","chapters/03/04/5_porques","chapters/03/intro","chapters/03/leia_mais","chapters/04/01/tipos_de_bd","chapters/04/02/tipos_de_dados","chapters/04/03/modelo_relacional","chapters/04/04/indices","chapters/04/05/modelagem_bd","chapters/04/06/normalizacao","chapters/04/07/dimensional","chapters/04/08/outros_modelos","chapters/04/09/planilhas_bd","chapters/04/intro","chapters/04/leia_mais","chapters/05/01/select","chapters/05/02/join","chapters/05/03/agregadas","chapters/05/04/group_by","chapters/05/05/case_when","chapters/05/06/sub","chapters/05/intro","chapters/05/leia_mais","chapters/06/01/boas_praticas_prog","chapters/06/02/boas_praticas_dev","chapters/06/03/intro_git","chapters/06/04/git_pratica","chapters/06/intro","chapters/06/leia_mais","chapters/07/01/principios","chapters/07/02/arq_referencia","chapters/07/intro","chapters/07/leia_mais","chapters/08/01/papel_mas_dw","chapters/08/02/modelagem_dimensional","chapters/08/03/esquema_estrela","chapters/08/intro","chapters/08/leia_mais","chapters/09/01/medidas","chapters/09/02/tipos_fato","chapters/09/intro","chapters/09/leia_mais","chapters/10/01/chaves","chapters/10/02/scd","chapters/10/03/degeneradas","chapters/10/04/junk","chapters/10/intro","chapters/10/leia_mais","chapters/11/01/etapas","chapters/11/02/planejando_marts","chapters/11/03/planejando_dimensoes","chapters/11/04/criando_modelos","chapters/11/05/mapeamento_chaves","chapters/11/06/tabela_fato","chapters/11/07/agregadas_derivadas","chapters/11/intro","chapters/11/leia_mais","chapters/12/intro","chapters/13/01/etl","chapters/13/02/elt","chapters/13/03/processo_elt","chapters/13/intro","chapters/14/01/acessando_dados","chapters/14/02/tipos_de_ingestao","chapters/14/03/exemplo_pratico","chapters/14/intro","chapters/15/01/processos_transformacao","chapters/15/02/arquiteturas_transformacao","chapters/15/03/dbt","chapters/15/intro","intro"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":5,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":3,"sphinx.domains.rst":2,"sphinx.domains.std":2,"sphinx.ext.intersphinx":1,"sphinxcontrib.bibtex":9,sphinx:56},filenames:["chapters/01/01/por_que_analytics.md","chapters/01/02/carreiras_atuais.md","chapters/01/03/responsabilidades.md","chapters/01/04/northwind.md","chapters/01/05/para_quem.md","chapters/01/06/como_organizado.md","chapters/01/intro.md","chapters/01/leia_mais.md","chapters/02/01/5_vs.md","chapters/02/02/volume.md","chapters/02/03/velocidade.md","chapters/02/04/variedade.md","chapters/02/05/veracidade.md","chapters/02/06/valor.md","chapters/02/intro.md","chapters/02/leia_mais.md","chapters/03/01/pensamento_analitico.md","chapters/03/02/tecnicas_problemas.md","chapters/03/03/pareto.md","chapters/03/04/5_porques.md","chapters/03/intro.md","chapters/03/leia_mais.md","chapters/04/01/tipos_de_bd.md","chapters/04/02/tipos_de_dados.md","chapters/04/03/modelo_relacional.md","chapters/04/04/indices.md","chapters/04/05/modelagem_bd.md","chapters/04/06/normalizacao.md","chapters/04/07/dimensional.md","chapters/04/08/outros_modelos.md","chapters/04/09/planilhas_bd.md","chapters/04/intro.md","chapters/04/leia_mais.md","chapters/05/01/select.ipynb","chapters/05/02/join.ipynb","chapters/05/03/agregadas.ipynb","chapters/05/04/group_by.ipynb","chapters/05/05/case_when.ipynb","chapters/05/06/sub.ipynb","chapters/05/intro.md","chapters/05/leia_mais.md","chapters/06/01/boas_praticas_prog.md","chapters/06/02/boas_praticas_dev.md","chapters/06/03/intro_git.md","chapters/06/04/git_pratica.md","chapters/06/intro.md","chapters/06/leia_mais.md","chapters/07/01/principios.md","chapters/07/02/arq_referencia.md","chapters/07/intro.md","chapters/07/leia_mais.md","chapters/08/01/papel_mas_dw.md","chapters/08/02/modelagem_dimensional.md","chapters/08/03/esquema_estrela.md","chapters/08/intro.md","chapters/08/leia_mais.md","chapters/09/01/medidas.md","chapters/09/02/tipos_fato.md","chapters/09/intro.md","chapters/09/leia_mais.md","chapters/10/01/chaves.md","chapters/10/02/scd.md","chapters/10/03/degeneradas.md","chapters/10/04/junk.md","chapters/10/intro.md","chapters/10/leia_mais.md","chapters/11/01/etapas.md","chapters/11/02/planejando_marts.md","chapters/11/03/planejando_dimensoes.md","chapters/11/04/criando_modelos.md","chapters/11/05/mapeamento_chaves.md","chapters/11/06/tabela_fato.md","chapters/11/07/agregadas_derivadas.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Por qu\u00ea Engenharia de Analytics?","1.2 Redefinindo equipes de Dados","1.3 As responsabilidades do Engenheiro de Analytics","1.4 Estudo de caso: Northwind Traders","1.5 Para quem \u00e9 este livro","1.6 Como este livro est\u00e1 organizado","Cap\u00edtulo 1 - Introdu\u00e7\u00e3o","1.7 Leia Mais","2.1 Os 5 Vs do big data","2.2 Volume","2.3 Velocidade","2.4 Variedade","2.5 Veracidade","2.6 Valor","Cap\u00edtulo 2 - Fundamentos de Analytics","2.7 Leia Mais","3.1 O pensamento anal\u00edtico","3.2 T\u00e9cnicas para resolu\u00e7\u00e3o de problemas","3.3 Diagrama de Pareto","3.4 Os 5 porqu\u00eas","Cap\u00edtulo 3 - Pensando de forma anal\u00edtica","3.5 Leia Mais","4.1 Tipos de Bancos de Dados","4.2 Tipos de Dados","4.3 Modelo Relacional","4.4 Trabalhando com \u00edndices","4.5 Modelagem de Banco de Dados","4.6 ER e Normaliza\u00e7\u00e3o de dados","4.7 O modelo dimensional e o esquema estrela","4.8 Outras classifica\u00e7\u00f5es de modelagem de bancos de dados","4.9 Planilhas vs Bancos de Dados SQL: Quais as diferen\u00e7as?","Cap\u00edtulo 4 - Bancos de dados","4.10 Leia Mais","5.1 Consultando dados com SELECT, WHERE e ORDER BY","5.2 Juntando dados com JOIN e UNION","5.3 Fun\u00e7\u00f5es Agregadas","5.4 Trabalhando com agrupamentos GROUP BY","5.5 L\u00f3gica condicional com CASE WHEN","5.6 Subqueries e CTE","Cap\u00edtulo 5 - SQL para An\u00e1lise de Dados","Leia Mais","6.1 Boas pr\u00e1ticas de programa\u00e7\u00e3o","6.2 Boas pr\u00e1ticas de desenvolvimento","6.3 Introdu\u00e7\u00e3o ao controle de Vers\u00e3o e Git","6.4 Git na pr\u00e1tica","Cap\u00edtulo 6 - Boas pr\u00e1ticas de desenvolvimento","6.4 Leia mais","7.1 Construindo o Modern Data Stack","7.2 Arquitetura de Refer\u00eancia","Cap\u00edtulo 7 - O Modern Data Stack","7.3 Leia Mais","8.1 O papel do Data Warehouse no Modern Data Stack","8.2 O Modelo dimensional","8.3 O esquema estrela","Cap\u00edtulo 8 - Data Warehouses","8.4 Leia Mais","9.1 Tipos de Medidas","9.2 Tipos de Tabelas Fato","Cap\u00edtulo 9 - Fatos","9.3 Leia Mais","10.1 Tipo de Chaves","10.2 Dimens\u00e3o de Altera\u00e7\u00e3o Lenta (SCD)","10.3 Dimens\u00f5es degeneradas","7.4 Dimens\u00f5es Junk","Cap\u00edtulo 10 - Dimens\u00f5es","10.4 Leia Mais","11.1 Etapas de Modelagem do DW","11.2 Planejando os Data Marts","11.3 Planejando as dimens\u00f5es","11.4 Criando os modelos conceituais","11.5 Mapeamento de Chaves","11.6 Modelando a Tabela Fato","11.7 Tabelas Agregadas e Derivadas","Cap\u00edtulo 11 - Modelando um Data Warehouse","11.8 Leia Mais","Cap\u00edtulo 12 - Configurando um Data Warehouse com Big Query","13.1 O Precursor: ETL","13.2 O ELT","13.3 O Processo de ELT","Cap\u00edtulo 13 - Introdu\u00e7\u00e3o ao ELT","14.1 Acessando dados","14.2 Tipos de Ingest\u00e3o","14.3 Ingest\u00e3o de dados na pr\u00e1tica","Cap\u00edtulo 14 - Ingest\u00e3o de dados","15.1 Os Processos de Transforma\u00e7\u00e3o","15.2 Alternativas de Arquitetura de ETL/ELT","15.3 Transforma\u00e7\u00e3o de dados com dbt","Cap\u00edtulo 15 - Transforma\u00e7\u00e3o de dados","Engenharia de Analytics"],titleterms:{"0":61,"01":81,"1":[0,1,2,3,4,5,6,7,8,16,22,33,41,47,51,56,60,61,62,66,76,80,84],"10":[32,60,61,62,64,65,81],"11":[66,67,68,69,70,71,72,73,74,81],"12":75,"13":[76,77,78,79],"14":[80,81,82,83],"15":[84,85,86,87],"2":[1,8,9,10,11,12,13,14,15,17,23,34,42,47,48,52,57,61,62,67,77,81,85],"20":61,"3":[2,10,16,17,18,19,20,21,24,35,43,47,50,53,59,62,68,78,82,86],"4":[3,11,19,22,23,24,25,26,27,28,29,30,31,32,36,44,46,47,55,63,65,69],"5":[4,8,12,19,21,26,33,34,35,36,37,38,39,47,70],"6":[5,13,27,38,41,42,43,44,45,46,47,71],"7":[7,15,28,47,48,49,50,63,72],"8":[29,51,52,53,54,55,74],"9":[30,56,57,58,59],"\u00e9":[4,17,43,60,61,81],"\u00edndice":[25,44],"a\u00e7\u00e3o":17,"altera\u00e7\u00e3o":61,"altera\u00e7\u00f5":[44,86],"an\u00e1lis":39,"anal\u00edtica":20,"anal\u00edtico":16,"aten\u00e7\u00e3o":[44,66,75,86],"aus\u00eancia":30,"c\u00f3digo":85,"cap\u00edtulo":[6,14,20,31,39,45,49,54,58,64,73,75,79,83,87],"case":37,"classifica\u00e7\u00e3o":9,"classifica\u00e7\u00f5":29,"come\u00e7ando":86,"conclus\u00e3o":86,"conex\u00e3o":86,"consist\u00eancia":30,"cont\u00ednua":42,"depend\u00eancia":86,"diferen\u00e7a":30,"dimens\u00e3o":[60,61,62],"dimens\u00f5":[62,63,64,68],"disponibiliza\u00e7\u00e3o":48,"do":[2,8,9,43,47,51,66,78,81],"elabora\u00e7\u00e3o":78,"endere\u00e7o":61,"est\u00e1":5,"est\u00e3o":81,"execu\u00e7\u00e3o":17,"f\u00edsica":29,"final":78,"fun\u00e7\u00f5":35,"governan\u00e7a":[47,48],"h\u00edbrida":61,"hist\u00f3ria":43,"ingest\u00e3o":[48,78,81,82,83],"instru\u00e7\u00f5":86,"introdu\u00e7\u00e3o":[6,43,79],"l\u00f3gica":[29,37],"m\u00e9todo":9,"m\u00faltipla":62,"n\u00e3o":[61,81],"neg\u00f3cio":60,"normaliza\u00e7\u00e3o":27,"opera\u00e7\u00f5":48,"orquestra\u00e7\u00e3o":[48,86],"porqu\u00ea":19,"pr\u00e1tica":[41,42,44,45,82],"pr\u00e9":4,"prim\u00e1ria":60,"princ\u00edpio":47,"programa\u00e7\u00e3o":41,"qu\u00ea":[0,43],"r\u00e1pida":42,"refer\u00eancia":48,"reposit\u00f3rio":44,"resolu\u00e7\u00e3o":17,"s\u00e3o":81,"separa\u00e7\u00e3o":[42,47],"sum\u00e1rio":88,"t\u00e9cnica":17,"tr\u00ea":[43,81],"transforma\u00e7\u00e3o":[48,78,84,86,87],"vers\u00e3o":43,"voc\u00ea":[43,44,45],A:[60,61],As:2,BY:[33,36],No:81,abordagem:85,acessando:80,adicionando:44,agregada:[35,72],agrupamento:36,ainda:81,airbyt:82,altera:61,alterada:61,alternativa:[60,62,85],ambient:[42,47],analyt:[0,2,14,88],anterior:[61,81],ao:[43,44,79],armazenamento:9,arquitetura:[48,85],ativando:82,atualizada:61,banco:[22,26,29,30,31],base:47,baseado:85,big:[8,75],boa:[41,42,45],branch:[44,86],breve:43,camada:48,cancelado:81,candidata:60,capturado:81,carga:81,caso:3,cd:42,chave:[30,60,70],checagem:17,ci:42,ciclo:17,cidad:61,client:61,cloud:47,coluna:60,com:[25,33,34,36,37,44,75,86],coment:41,commit:44,como:[5,18,43,44],component:48,conceitu:[29,78],conceituai:69,condicion:37,configurando:[75,82,86],conflito:44,construindo:47,consultando:33,contexto:3,control:43,criada:60,criando:[69,86],criar:18,cte:38,curiosidad:43,dado:[1,9,22,23,26,27,29,30,31,33,34,39,48,78,80,82,83,86,87,88],data:[8,47,49,51,54,67,73,75,86],dbt:86,de:[0,1,2,3,9,14,17,18,20,22,23,26,27,29,30,31,39,41,42,43,45,47,48,56,57,60,61,62,66,68,70,78,81,82,83,84,85,86,87,88],debug:42,degenerada:62,derivada:72,desenvolvimento:[42,45],destino:82,detalhada:62,dia:81,diagrama:18,dica:86,dim:61,dimension:[28,52],documentando:86,doi:81,dry:41,dw:[66,78],e:[27,28,33,34,38,43,61,72,81,86],elt:[77,78,79,85],em:[81,85],engenharia:[0,88],engenheiro:2,entendimento:78,entrega:[42,78],equip:1,er:27,escrevendo:86,esquema:[28,53],est:[4,5],estado:43,estrangeira:60,estrela:[28,53],estrutura:9,estudo:3,etapa:66,etl:[76,81,85],exemplo:[68,81,86],fato:[57,58,62,71],ferramenta:85,fk:60,font:[48,61,82,86],forma:20,full:81,funciona:43,fundamento:[14,88],git:[43,44],group:36,id:60,important:[43,44,72,86],increment:81,infra:48,iniciando:44,instalando:82,instalar:44,join:34,junk:63,juntando:34,kiss:41,leia:[7,15,21,32,40,46,50,55,59,65,74],lenta:61,lidando:44,livro:[4,5],ma:81,mai:[7,15,21,32,40,46,50,55,59,65,74,85,86],manter:61,mapeamento:[70,78],mart:67,md:47,medida:56,merg:44,modelagem:[26,29,66],modelando:[71,73,88],modelo:[24,28,52,69,78,86],modern:[47,49,51],moderna:85,modularidad:47,muda:61,na:[44,60,61,82],natur:60,northwind:3,nossa:86,nosso:86,nota:43,nova:[60,86],novo:81,o:[16,17,28,43,44,47,49,51,52,53,61,76,77,78,82,86],order:33,organizado:5,os:[8,19,43,47,67,69,84],ou:60,outra:29,papel:51,para:[4,17,39,86],pareto:18,pdca:17,pedido:81,pendent:81,pensamento:16,pensando:20,pipelin:86,planejamento:[17,68,78],planejando:[67,68],planilha:30,por:[0,43],portabilidad:41,precisamo:43,precursor:76,primeira:86,primeiro:86,problema:[17,78],processo:[78,84],produto:48,projeto:[44,86],pronto:82,quai:30,que:[17,43,81],quem:4,queri:75,realizando:44,redefinindo:1,registrado:81,registro:61,relacion:24,remoto:44,reprodutibilidad:30,requisito:4,responsabilidad:2,rodando:86,saber:86,sabia:[43,44,45],salvando:86,scd:61,se:61,select:33,sem:61,sendo:81,simplicidad:47,sincronizando:44,sk: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