├── _config.yml ├── README.md ├── _layouts └── default.html ├── index.md └── LICENSE /_config.yml: -------------------------------------------------------------------------------- 1 | theme: jekyll-theme-architect 2 | gems: [jekyll-mermaid] 3 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # dataEng: Como começar em Engenharia de Dados 2 | 3 | Este projeto tem o objetivo de organizar conteúdos sobre engenharia de dados, principalmente em português, para facilitar o aprendizado de quem está entrando na área. 4 | 5 | # www.dataeng.com.br 6 | 7 | 8 | ## Contributors ✨ 9 | 10 | Thanks goes to these incredible people: 11 | 12 | 13 | 14 | 15 | 16 | Made with [contrib.rocks](https://contrib.rocks). 17 | -------------------------------------------------------------------------------- /_layouts/default.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 13 | 14 | {% seo %} 15 | 16 | {% include head-custom.html %} 17 | 18 | 19 | 20 |
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{{ site.title | default: site.github.repository_name }}

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{{ site.description | default: site.github.project_tagline }}

26 | {% if site.github.is_project_page %} 27 | View project on GitHub 28 | {% endif %} 29 | {% if site.github.is_user_page %} 30 | Follow me on GitHub 31 | {% endif %} 32 |
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38 | {{ content }} 39 |
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61 | 62 | 63 | {%- if content contains 'mermaid' -%} 64 | 65 | 66 | 80 | {% endif %} 81 | 82 | 83 | -------------------------------------------------------------------------------- /index.md: -------------------------------------------------------------------------------- 1 | # Como começar em Engenharia de Dados 2 | Este projeto tem o objetivo de organizar conteúdos sobre engenharia de dados, principalmente em português, para facilitar o aprendizado de quem está entrando na área. 3 | 4 | Dividimos os recursos em 4 níveis 5 | 6 | ## Roadmap 7 | 8 | 9 | ### Nível 1 : Fundamentos <<<< Comece aqui! 10 | 11 | ```mermaid 12 | graph LR 13 | A[Fundamentos] 14 | B[Programação] 15 | B1[Python] 16 | B2[SQL] 17 | C[Banco de Dados Básico] 18 | C1[Bancos SQL] 19 | C1_1[Mysql] 20 | C1_2[Postgres] 21 | C1_3[SQL Server] 22 | C2[Bancos NoSQL] 23 | C2_1[MongoDB] 24 | C2_2[ElasticSearch] 25 | C2_3[Redis] 26 | D[Linux] 27 | D1[Terminal] 28 | D2[Shell Scripting] 29 | D3[SSH] 30 | D4[Services] 31 | D5[Resource/ Process Management] 32 | A-->B 33 | A-->C 34 | A-->D 35 | B-->B1 36 | B-->B2 37 | C-->C1 38 | C-->C2 39 | D-->D1 40 | D-->D2 41 | D-->D3 42 | D-->D4 43 | D-->D5 44 | C1-->C1_1 45 | C1-->C1_2 46 | C1-->C1_3 47 | C2-->C2_1 48 | C2-->C2_2 49 | C2-->C2_3 50 | 51 | click B "#programa%C3%A7%C3%A3o" "Programação" 52 | click B1 "#python" "Python" 53 | click B2 "#sql" "SQL" 54 | click C "#banco-de-dados-básico" 55 | 56 | 57 | ``` 58 | 59 | ## Programação 60 | 61 | - ### Python 62 | 63 | | Site | Título | Nível | 64 | 65 | |:--------|:-------:|--------:| 66 | |[Python](https://www.python.org//){:target="_blank"}|Python|Básico| 67 | |[devAnalytics/Youtube](https://www.youtube.com/watch?v=zC0X4CBui-I&list=PLQDFv3ddAPFSwwybX1t5XO7MIyJOTm_Pu){:target="_blank"}|Introdução à Linguagem Python|Básico| 68 | |[Pandas](https://pandas.pydata.org/){:target="_blank"}|Pandas|Básico| 69 | - ### SQL 70 | 71 | | Site | Título | Nível | 72 | 73 | |:--------|:-------:|--------:| 74 | |[TeoMeWhy](https://github.com/TeoCalvo/sql_gc){:target="_blank"}|Treinamento SQL|Básico ao avançado| 75 | 76 | |[sql-for-data-analysis](https://www.udacity.com/course/sql-for-data-analysis--ud198){:target="_blank"}|Treinamento SQL|Básico| 77 | 78 | 79 | 80 | 81 | ## Banco de dados (Básico) 82 | 83 | 84 | ### Bancos SQL 85 | 86 | - #### Mysql 87 | - [Curso de SQL Completo Gratuito (Softblue)](https://www.softblue.com.br/site/curso/id/3/CURSO+SQL+COMPLETO+BASICO+AO+AVANCADO+ON+LINE+BD03) 88 | 89 | - #### Postgres 90 | - [Treinamento PostgreSQL para DBAs (Ambiente Livre)](https://www.ambientelivre.com.br/treinamento/banco-de-dados/postgresql.html) 91 | - #### SQL Server 92 | 93 | ### Bancos NoSQL 94 | 95 | - #### MongoDB 96 | - [Treinamento MongoDB (Ambiente Livre)](https://www.ambientelivre.com.br/treinamento/banco-de-dados/mongodb.html) 97 | 98 | - #### ElasticSearch 99 | - [Treinamento ElasticSearch (Ambiente Livre)](https://www.ambientelivre.com.br/treinamento/big-data/elasticsearch.html) 100 | 101 | - #### Redis 102 | - [Treinamento Redis (Ambiente Livre)](https://www.ambientelivre.com.br/treinamento/big-data/redis.html) 103 | 104 | ## Linux 105 | 106 | 107 | - ### Terminal 108 | 109 | - ### Shell Scripting 110 | 111 | - ### SSH 112 | 113 | - ### Services 114 | 115 | - ### Resource/ Process Management 116 | 117 | 118 | **[⬆ Voltar ao início](#roadmap)** 119 | 120 | 121 | 122 | ### Nível 2 : Indo para as nuvens! 123 | 124 | ```mermaid 125 | graph LR 126 | P[Plataforma] 127 | A[Cloud] 128 | A1[AWS] 129 | A1_1[Amazon S3] 130 | A1_2[AWS VPC] 131 | A1_3[AWS EC2] 132 | A2[Azure] 133 | A2_1[Azure Storage] 134 | A2_2[Azure Virtual Machines] 135 | A2_3[Azure Virtual Networks] 136 | A3[GCP] 137 | A3_1[Google Cloud Storage] 138 | A3_2[Google Compute Engine] 139 | A3_3[Google VPC] 140 | B[Open Source] 141 | B1[Docker] 142 | B2[Apache Mesos] 143 | B3[OpenStack] 144 | P-->A 145 | P-->B 146 | A-->A1 147 | A-->A2 148 | A-->A3 149 | A1-->A1_1 150 | A1-->A1_2 151 | A1-->A1_3 152 | 153 | A2-->A2_1 154 | A2-->A2_2 155 | A2-->A2_3 156 | 157 | A3-->A3_1 158 | A3-->A3_2 159 | A3-->A3_3 160 | 161 | B-->B1 162 | B-->B2 163 | B-->B3 164 | 165 | click B "#open-source" 166 | click A1 "#aws" 167 | 168 | ``` 169 | 170 | 171 | ## Plataforma 172 | ### Cloud 173 | #### AWS 174 | - #### Amazon S3 175 | - [Um Inventor Qualquer](https://www.youtube.com/watch?v=ayu9xlQXCYs&list=PLOF5f9_x-OYUaqJar6EKRAonJNSHDFZUm&index=17) 176 | - #### AWS VPC 177 | - [Um Inventor Qualquer](https://www.youtube.com/watch?v=WMsADIgy4ms&list=PLOF5f9_x-OYUaqJar6EKRAonJNSHDFZUm&index=6) 178 | - #### AWS EC2 179 | - [Um Inventor Qualquer](https://www.youtube.com/watch?v=a6nU5NTHJDM&list=PLOF5f9_x-OYUaqJar6EKRAonJNSHDFZUm&index=8) 180 | 181 | #### Azure 182 | - #### Azure Storage 183 | - #### Azure Virtual Machines 184 | - #### Azure Virtual Networks 185 | 186 | #### GCP 187 | - #### Google Cloud Storage 188 | - #### Google Compute Engine 189 | - #### Google VPC 190 | 191 | ### Open Source 192 | - #### Docker 193 | - [Treinamento Docker (Ambiente Livre)](https://www.ambientelivre.com.br/treinamento/infraestrutura/docker.html) 194 | - #### Apache Mesos 195 | - [Treinamento Apache Mesos (Ambiente Livre)](https://www.ambientelivre.com.br/treinamento/hadoop/apache-mesos.html) 196 | - #### OpenStack 197 | 198 | 199 | 200 | 201 | ### Nível 3 : Escolha seu caminho 202 | 203 | ## Data Pipelines Engineer 204 | 205 | ```mermaid 206 | graph LR 207 | P[Data Pipelines Engineer] 208 | A[Arquitetura Serveless] 209 | A1[AWS Lambda] 210 | A1[Google Functions] 211 | A1[Azure Functions] 212 | 213 | B[Job Orquestration] 214 | B1[AWS Step Function] 215 | B2[Apache Airflow] 216 | B3[Luigi] 217 | B3[Prefect] 218 | B3[Dagster] 219 | C[Processing Frameworks] 220 | C1[Apache Spark] 221 | C2[Apache Arrow] 222 | C3[dbt] 223 | 224 | 225 | P-->A 226 | P-->B 227 | P-->C 228 | 229 | A-->A1 230 | A-->A2 231 | A-->A3 232 | 233 | B-->B1 234 | B-->B2 235 | B-->B3 236 | 237 | C-->C1 238 | C-->C2 239 | C-->C3 240 | 241 | click B "#open-source" 242 | click A1 "#aws" 243 | 244 | ``` 245 | 246 | ### Arquitetura Serveless 247 | - #### AWS Lambda 248 | - [Um Inventor Qualquer](https://www.youtube.com/watch?v=N5dtRX2PWHY&list=PLOF5f9_x-OYUaqJar6EKRAonJNSHDFZUm&index=19) 249 | - #### Google Functions 250 | - #### Azure Functions 251 | 252 | ### Job Orquestration 253 | - #### AWS Step Function 254 | - #### Apache Airflow 255 | - [Supletivo Airflow](https://www.youtube.com/watch?v=f_lnDBR3rFU) 256 | - https://www.udemy.com/course/the-ultimate-hands-on-course-to-master-apache-airflow 257 | - https://www.udemy.com/course/the-complete-hands-on-course-to-master-apache-airflow 258 | - https://www.udemy.com/course/apache-airflow-on-aws-eks-the-hands-on-guide 259 | - [Treinamento Apache Airflow (Ambiente Livre)](https://www.ambientelivre.com.br/treinamento/data-science/airflow.html) 260 | - #### Luigi 261 | - #### Prefect 262 | - #### Dagster 263 | 264 | ### Processing Frameworks 265 | - #### Apache Spark 266 | - [Supletivo Spark](https://www.youtube.com/watch?v=mrHnb8U4fX4) 267 | - #### Apache Arrow 268 | - #### dbt 269 | - [Supletivo dbt](https://www.youtube.com/watch?v=96gpDt-MGMM) 270 | - [ETL101 - Curso de ETL utilizando o Modern Analytics Stack (Big Query + Stitch + dbt)](https://www.youtube.com/watch?list=PLrJaJt2i__IxReStfKCl88VT4pQxVKRzF&v=1q1P1mP9III) 271 | - [Treinamento dbt - Analytics Engineering Workflow (Ambiente Livre)](https://www.ambientelivre.com.br/treinamento/data-science/dbt.html) 272 | 273 | 274 | 275 | ## Data Infraestructure Engineer 276 | 277 | ```mermaid 278 | graph LR 279 | P[Data Infraestructure Engineer] 280 | A[Kubernets] 281 | A1[Helm] 282 | 283 | B[Clustering] 284 | B1[Apache Spark - infra] 285 | C[Infra as Code] 286 | C1[Terraform] 287 | C2[Ansible] 288 | C3[AWS CDK] 289 | C4[Pulumi] 290 | D[Auto-Scaling] 291 | 292 | P-->A 293 | P-->B 294 | P-->C 295 | P-->D 296 | 297 | A-->A1 298 | 299 | B-->B1 300 | 301 | C-->C1 302 | C-->C2 303 | C-->C3 304 | C-->C4 305 | 306 | 307 | ``` 308 | ### Kubernets 309 | - Helm 310 | ### Clustering 311 | - Apache Spark - infra 312 | ### Infra as Code 313 | - Terraform 314 | - Ansible 315 | - AWS CDK 316 | - Pulumi 317 | ### Auto-Scaling 318 | 319 | 320 | ### Nível 4: Torne-se um Jedi 321 | 322 | ``` 323 | Aprofundamento Geral 324 | Recursos Computacionais 325 | Linguagens de Programação 326 | Data Warehousing 327 | * Arquiteturas de Schema de DWs; 328 | Monitoramento 329 | Segurança 330 | Data Lakes 331 | * Arquiteturas de DL; 332 | * Data Lakehouses; 333 | 334 | Arcabouço Teórico 335 | Algebra linear 336 | Cálculo numérico 337 | Recuperação de Informação 338 | Computação distribuída 339 | 340 | Data Governance 341 | Controle de Acesso SGBDs 342 | Catálogo de dados 343 | * Amundsen; 344 | * Datahub; 345 | * OpenMetadata; 346 | * Apache Atlas 347 | Testes de dados; 348 | * Great Expectations; 349 | Auditoria 350 | LGPD/GPDR 351 | 352 | Data Streaming 353 | Apache Kafka 354 | - [Treinamento Kafka Fundamental (Ambiente Livre)](https://www.ambientelivre.com.br/treinamento/big-data/kafka.html) 355 | AWS Kinesis 356 | CDC 357 | Apache Nifi 358 | - [Treinamento Apache NiFi (Ambiente Livre)](https://www.ambientelivre.com.br/treinamento/hadoop/apache-nifi.html) 359 | Apache Beam 360 | https://www.udemy.com/course/apache-beam-python 361 | 362 | Machine Learning Engineering 363 | Machine Learning 364 | Aprendizado Supervisionado 365 | Aprendizado Não-Supervisionado 366 | Estatística e Probabilidade 367 | Teste A/B 368 | 369 | ``` 370 | =========================== 371 | 372 | ## Trilhas Pagas: 373 | * Engenheiro de dados do Datacamp; 374 | * Curso de engenheiro de dados do Google (para Certificação); 375 | * Engenharia de dados da Udacity; https://www.udacity.com/course/data-engineer-nanodegree--nd027 376 | 377 | 378 | 379 | ## Datasets para estudar e criar projetos: 380 | * Google Bigquery public datasets - https://cloud.google.com/bigquery/public-data; 381 | * Kaggle Datasets - https://www.kaggle.com/; 382 | * Portais do Governo; 383 | * APIs; 384 | * Tools: 385 | * Postman; 386 | * Imnsonia; 387 | * CEP, CNPJs, DDD, FIPE, etc - https://brasilapi.com.br/docs 388 | 389 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | GNU AFFERO GENERAL PUBLIC LICENSE 2 | Version 3, 19 November 2007 3 | 4 | Copyright (C) 2007 Free Software Foundation, Inc. 5 | Everyone is permitted to copy and distribute verbatim copies 6 | of this license document, but changing it is not allowed. 7 | 8 | Preamble 9 | 10 | The GNU Affero General Public License is a free, copyleft license for 11 | software and other kinds of works, specifically designed to ensure 12 | cooperation with the community in the case of network server software. 13 | 14 | The licenses for most software and other practical works are designed 15 | to take away your freedom to share and change the works. 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Patents. 460 | 461 | A "contributor" is a copyright holder who authorizes use under this 462 | License of the Program or a work on which the Program is based. The 463 | work thus licensed is called the contributor's "contributor version". 464 | 465 | A contributor's "essential patent claims" are all patent claims 466 | owned or controlled by the contributor, whether already acquired or 467 | hereafter acquired, that would be infringed by some manner, permitted 468 | by this License, of making, using, or selling its contributor version, 469 | but do not include claims that would be infringed only as a 470 | consequence of further modification of the contributor version. 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You may not convey a covered 513 | work if you are a party to an arrangement with a third party that is 514 | in the business of distributing software, under which you make payment 515 | to the third party based on the extent of your activity of conveying 516 | the work, and under which the third party grants, to any of the 517 | parties who would receive the covered work from you, a discriminatory 518 | patent license (a) in connection with copies of the covered work 519 | conveyed by you (or copies made from those copies), or (b) primarily 520 | for and in connection with specific products or compilations that 521 | contain the covered work, unless you entered into that arrangement, 522 | or that patent license was granted, prior to 28 March 2007. 523 | 524 | Nothing in this License shall be construed as excluding or limiting 525 | any implied license or other defenses to infringement that may 526 | otherwise be available to you under applicable patent law. 527 | 528 | 12. No Surrender of Others' Freedom. 529 | 530 | If conditions are imposed on you (whether by court order, agreement or 531 | otherwise) that contradict the conditions of this License, they do not 532 | excuse you from the conditions of this License. If you cannot convey a 533 | covered work so as to satisfy simultaneously your obligations under this 534 | License and any other pertinent obligations, then as a consequence you may 535 | not convey it at all. For example, if you agree to terms that obligate you 536 | to collect a royalty for further conveying from those to whom you convey 537 | the Program, the only way you could satisfy both those terms and this 538 | License would be to refrain entirely from conveying the Program. 539 | 540 | 13. Remote Network Interaction; Use with the GNU General Public License. 541 | 542 | Notwithstanding any other provision of this License, if you modify the 543 | Program, your modified version must prominently offer all users 544 | interacting with it remotely through a computer network (if your version 545 | supports such interaction) an opportunity to receive the Corresponding 546 | Source of your version by providing access to the Corresponding Source 547 | from a network server at no charge, through some standard or customary 548 | means of facilitating copying of software. This Corresponding Source 549 | shall include the Corresponding Source for any work covered by version 3 550 | of the GNU General Public License that is incorporated pursuant to the 551 | following paragraph. 552 | 553 | Notwithstanding any other provision of this License, you have 554 | permission to link or combine any covered work with a work licensed 555 | under version 3 of the GNU General Public License into a single 556 | combined work, and to convey the resulting work. The terms of this 557 | License will continue to apply to the part which is the covered work, 558 | but the work with which it is combined will remain governed by version 559 | 3 of the GNU General Public License. 560 | 561 | 14. Revised Versions of this License. 562 | 563 | The Free Software Foundation may publish revised and/or new versions of 564 | the GNU Affero General Public License from time to time. Such new versions 565 | will be similar in spirit to the present version, but may differ in detail to 566 | address new problems or concerns. 567 | 568 | Each version is given a distinguishing version number. If the 569 | Program specifies that a certain numbered version of the GNU Affero General 570 | Public License "or any later version" applies to it, you have the 571 | option of following the terms and conditions either of that numbered 572 | version or of any later version published by the Free Software 573 | Foundation. If the Program does not specify a version number of the 574 | GNU Affero General Public License, you may choose any version ever published 575 | by the Free Software Foundation. 576 | 577 | If the Program specifies that a proxy can decide which future 578 | versions of the GNU Affero General Public License can be used, that proxy's 579 | public statement of acceptance of a version permanently authorizes you 580 | to choose that version for the Program. 581 | 582 | Later license versions may give you additional or different 583 | permissions. However, no additional obligations are imposed on any 584 | author or copyright holder as a result of your choosing to follow a 585 | later version. 586 | 587 | 15. Disclaimer of Warranty. 588 | 589 | THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY 590 | APPLICABLE LAW. EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT 591 | HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY 592 | OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO, 593 | THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR 594 | PURPOSE. THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE PROGRAM 595 | IS WITH YOU. SHOULD THE PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF 596 | ALL NECESSARY SERVICING, REPAIR OR CORRECTION. 597 | 598 | 16. Limitation of Liability. 599 | 600 | IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING 601 | WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS 602 | THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY 603 | GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE 604 | USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF 605 | DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD 606 | PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS), 607 | EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF 608 | SUCH DAMAGES. 609 | 610 | 17. Interpretation of Sections 15 and 16. 611 | 612 | If the disclaimer of warranty and limitation of liability provided 613 | above cannot be given local legal effect according to their terms, 614 | reviewing courts shall apply local law that most closely approximates 615 | an absolute waiver of all civil liability in connection with the 616 | Program, unless a warranty or assumption of liability accompanies a 617 | copy of the Program in return for a fee. 618 | 619 | END OF TERMS AND CONDITIONS 620 | 621 | How to Apply These Terms to Your New Programs 622 | 623 | If you develop a new program, and you want it to be of the greatest 624 | possible use to the public, the best way to achieve this is to make it 625 | free software which everyone can redistribute and change under these terms. 626 | 627 | To do so, attach the following notices to the program. It is safest 628 | to attach them to the start of each source file to most effectively 629 | state the exclusion of warranty; and each file should have at least 630 | the "copyright" line and a pointer to where the full notice is found. 631 | 632 | 633 | Copyright (C) 634 | 635 | This program is free software: you can redistribute it and/or modify 636 | it under the terms of the GNU Affero General Public License as published 637 | by the Free Software Foundation, either version 3 of the License, or 638 | (at your option) any later version. 639 | 640 | This program is distributed in the hope that it will be useful, 641 | but WITHOUT ANY WARRANTY; without even the implied warranty of 642 | MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the 643 | GNU Affero General Public License for more details. 644 | 645 | You should have received a copy of the GNU Affero General Public License 646 | along with this program. If not, see . 647 | 648 | Also add information on how to contact you by electronic and paper mail. 649 | 650 | If your software can interact with users remotely through a computer 651 | network, you should also make sure that it provides a way for users to 652 | get its source. For example, if your program is a web application, its 653 | interface could display a "Source" link that leads users to an archive 654 | of the code. There are many ways you could offer source, and different 655 | solutions will be better for different programs; see section 13 for the 656 | specific requirements. 657 | 658 | You should also get your employer (if you work as a programmer) or school, 659 | if any, to sign a "copyright disclaimer" for the program, if necessary. 660 | For more information on this, and how to apply and follow the GNU AGPL, see 661 | . 662 | --------------------------------------------------------------------------------