From a7a563fa3bc1cd5a271b2ee4cc2f36ab2663fa2e Mon Sep 17 00:00:00 2001 From: Thomas SCHWENDER Date: Thu, 15 Sep 2022 09:33:19 +0200 Subject: [PATCH] 20220914 : add notes on SFEIR talk on Modern Data stack --- 20220914_SFEIR_modern-data-stack.adoc | 153 ++++++++++++++++++++++++++ images/20220914_sfeir_mds_01.jpg | Bin 0 -> 479485 bytes images/20220914_sfeir_mds_02.jpg | Bin 0 -> 372594 bytes images/20220914_sfeir_mds_03.jpg | Bin 0 -> 565383 bytes 4 files changed, 153 insertions(+) create mode 100644 20220914_SFEIR_modern-data-stack.adoc create mode 100644 images/20220914_sfeir_mds_01.jpg create mode 100644 images/20220914_sfeir_mds_02.jpg create mode 100644 images/20220914_sfeir_mds_03.jpg diff --git a/20220914_SFEIR_modern-data-stack.adoc b/20220914_SFEIR_modern-data-stack.adoc new file mode 100644 index 0000000..4fea49a --- /dev/null +++ b/20220914_SFEIR_modern-data-stack.adoc @@ -0,0 +1,153 @@ += 2022/09/14 - SFEIR - What is a Modern Data Stack ? +Thomas SCHWENDER +// Handling GitHub admonition blocks icons +ifndef::env-github[:icons: font] +ifdef::env-github[] +:status: +:outfilesuffix: .adoc +:caution-caption: :fire: +:important-caption: :exclamation: +:note-caption: :paperclip: +:tip-caption: :bulb: +:warning-caption: :warning: +endif::[] +:imagesdir: ./images +:source-highlighter: highlightjs +:highlightjs-languages: asciidoc +// We must enable experimental attribute to display Keyboard, button, and menu macros +:experimental: +// Next 2 ones are to handle line breaks in some particular elements (list, footnotes, etc.) +:lb: pass:[
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] +// check https://github.com/Ardemius/personal-wiki/wiki/AsciiDoctor-tips for tips on table of content in GitHub +:toc: macro +:toclevels: 4 +// To number the sections of the table of contents +//:sectnums: +// Add an anchor with hyperlink before the section title +:sectanchors: +// To turn off figure caption labels and numbers +:figure-caption!: +// Same for examples +//:example-caption!: +// To turn off ALL captions +// :caption: + +toc::[] + +Talk organisé par *SFEIR*, dans ses locaux du 48 rue Jacques DULUD, 92200 Neuilly-sur-Seine + +== Abstract + +Septembre pointe déjà le bout de son nez et pour être au top à la rentrée, nous vous invitions à léévènement sur “Modern Data Stack”, sujet démystifié par *Michaël SCHERDING*. + +Nous souhaitons, à travers cet event, parcourir le contenu de cette boîte à outils. + +Au programme : + + * Qu'est-ce qu'une Modern Data Stack ? + * Revue du parcours de la donnée + * Introduction au High Level Design de l'Analytics Stack by SFEIR + * Revue de l'ensemble des services proposés + +== Notes + +SFEIR Paris : + + * ~400 consultants + * ~70 clients réguliers + * 2 directeurs en binôme sur Paris : Cyril BALIT et Arnaud WALLER (recrutement) + * SFEIR propose eux aussi 2 types de carrière : managériale et individual contributor + ** individual contributor + *** temps dédié pour de la création de contenu ou du mentoring + * importance de la certification pour le parcours associé + ** ces certifications sont suivies et accompagnées par SFEIR + * intercontrat : "Activ'IT" chez SFEIR + ** cérémonial organisé en sprint d'1 semaine + *** kick off + *** daily par groupe tous les jours + *** le vendredi : restit / démos / rapport à l'EM + +* MDS : *Modern Data Stack* is a suite of tools grouped like below + ** *ingestion* : fully managed ELT data pipeline + ** *storage* : cloud-based columnar warehouse + ** *transformation* : data transformation tool + ** *analysis and output* : business intelligence or data visualization platform + +* Diff avec une legacy stack : MDS is *hosted in tech cloud* and requires *little technical configuration* by the user. + ** Exemple : Looker et maintenant managé par Google, qu'on ait 500 users ou 50 000, "ça passe" 😉 + +NOTE: *Sfeir labs* is an incubator where we test promising solutions which we think can be part of the future's state of the art. + +image:20220914_sfeir_mds_01.jpg[] + +.The SFEIR stack +image:20220914_sfeir_mds_02.jpg[] + +* *Ingestion* : Airbyte et Fivetran + ** Airbyte solution préférée car communauté hyper réactive + *** Airbyte : open-source, runs on Kubernetes, has more then 100 connectors, can also handle Change Data Capture + ** Fivetran : the reference solution on the market for a licence tool. No-code and user friendly UI. + ** 2 outils pour de l'ingestion "pure et dure" + +* *Storage* : Bigquery et Snowflake + ** pour ces solutions, il faut avant tout vérifier que des connecteurs sont bien présents + ** à regarder combo Trino + avalanche pour faire et manager sa propre solution de DWH + +* *Transformation* : dbt et dataform, 2 outils qui font exactement la même chose, mais a des niveaux de maturité différents + ** dbt : commence à être très connu, grosse communauté + ** dataform : racheté depuis 2 ans par Google, et vient tout juste (en preview) d'être ajouté à Big Query + +* *Data quality* : + + ** *Great Expectations* : permet de définir des expectations et des tests + *** supporte dbt + ** *Elementary data* + *** supporte dbt + ** *Anomalo* + *** Anomalo permet une autodétection de failures + *** supporte dbt + ** *Spectacles* (fonctionne Looker) + *** supporte dbt + +* *Analysis and distribution* + ** Data studio : outil Google + ** Lightdash : très récent, à utiliser avec dbt + ** Looker : tout sauf gratuit... + *** tellement puissant que rapidement tout le monde fait n'importe quoi avec... + + DONC SURVEILLER LES USAGES ! 😀 + +image::20220914_sfeir_mds_03.jpg[] + +* *Data Catalog* : Atlan et Acryl Data sont des *Data Catalog* managés + +* *Data orchestration* : *Astronomer* surcouche managée d'Airflow + ** très bon retour de Michaël + +* *"Advanced BI"* : Kausa et Transform + ** Kausa très récent (6 mois) : on paye en fonction du nombre de KPI qu'on souhaite appeler, et de leur profondeur + +* *API BI* : pour se créer un endpoint sur un KPI + ** outil "Cube" + +* *Reverse ETL* : Census ou Hightouch ++ +[NOTE] +==== +*Reverse ETL* is the process of copying data from a warehouse into business applications like CRM, analytics, and marketing automation software. You perform this process by using a reverse ETL tool that integrates with your data source and your business SaaS tools. +==== + +NOTE: Dans l'absolu, encore une fois, *DBT* en force ! 👍 + + +*En conclusion* : + + * énormément de questions à se poser + * donc toujours commencer par les basics ! + * dans 70 à 80%, les problèmes se résolvent via la modélisation + ** ce qui implique d'aider les différentes équipes à communiquer + + * le rôle du Data stewart est maintenant "bien installé" + + + + diff --git a/images/20220914_sfeir_mds_01.jpg b/images/20220914_sfeir_mds_01.jpg new file mode 100644 index 0000000000000000000000000000000000000000..2c18eb0c4c8df41c7771f5a5d8d1b81805c6f0eb GIT binary patch literal 479485 zcmbTd2UJr{*FSn_A}U}B3J3&6gn;y311h}-L`146O=;4U77ziYN=JGNp$LM4bU|8Z zf^?)qs3N^4B;g(&eZTklulucg@46@JzFOdA|Pj3lex6=M%O7LHU3)_E60 z{-^&UVnFo2aLm6jkoi|eAwfa1%>T{^`CojZ6%>E*iB?c${+XRmVEb3H|Jw($9O{4M zI++@>+<&$67lXwB#lJ9R?jP9$z;>wqmNSBNPW`LS>3?CGf8jI#!sq_tlerVg{WBMD z!8S!fd>t%%2V#rAbwK#fA?OYO3b*Nj6Rmv=p8uP+{BLEvf}m0f0{`a)4@!K}$fv)J zUH$tR{0N--S9v?ACCgwBl9~Tp$N$#N4k)_pBb}LJVC(kX}#rY+L930rK1%&t| z#Q<_}eE-ZRLP`=u|DCs!zdF$>a_|KJ+TckJPyr{>YJ=)a@wZ$F{7m_`+!`!D8UK^n zIyp}L^9ca_z;f!pb%H^B{_k(Kz&aQH)=3A;S;6wNU|AlBPYyxwJZVex?==_Hl*b@G z>CZ_ys6_u<^*|LpDeq_dbG`7l{KO`l)D!u89r=6x?<@c`V2wX&MFMO7$58o$nBs5w z$!Py?#)*UKzs89d#Q!!bRAR#FsaSS#>Mn^}-dYSPiE0jx;kNcL4q?DATq_niOl%$ljjJ&Ljw2Z8* zEL=`jMpjNl@rNyl?ct*y`~U zYa3fTdsjDi56>4by#ikc1&6$O8yXWE7oU)r^gcN|Cl{56&MzqZ^trs^OJ!AcO;dAA zYa6D$qqBctaA@9Cm(TacOzw*VgvV?%w{vAr5~c7a2J1|2h6wxh{ZmkyBDq zP*R`BMMmy>CY-2x61r(eu7Dmv4y9a&Dc7 z_K#%$-voR0|4Xv}5$wNmjREHjvy11 zTgD70gx(^zn&^x2GUhI&iSp9)g$?RiTn$`Prmv6=y+z^d%l&N^t*7MgBp)2rIFO&+ zD6x~BrgWL1O;0Ch6Jo?K9ExOn6&t0f6f7R-Lb~sdBYB!T&GZ%YQq|uv|ld+x*XmSxYL$>pN zhmd@3AvXeamVWddG6PYaUygxHhbZDU?5oyCB1Q2pdv0?2>%F9aj$^=A;&8yP*X9_I z|Ad@Y{?Mm-rop;mxAqwL+JGO-cv5i;q}PNHci~MXdYWh8j{`}58%UkaJYozSe|iEr zEtaJO*!aFf{&>)^5k;z(_#JT!C~_k=k_WQ=g}-)45J;nbQpdm1^ItHHOWJ{Gyk7YV{S5TRJQ-c zs76Ge0?pwWIGJ{~|JB1YW^z<~5MY8{T@W^iAgf~AwOZBA4g)5Z$7@g`<_d+17E+^JQzLxvLV77%9Dp(9dzA+mT&6+Nb&4;t* z+)_Oo?vt5%50|Cea2_FbP1CN%gz>I!Nsm`*_|aCNNk@$96Dy{g=WjVal~7aF48^*? z=(m^Iqj{4sH<>$H$cXb5bomAu5Q>-Z?OL5When&9|jm*7AS6uMt`y#m~EDqeDlOz;z zttFa|?P$&0p(0Z)+Xnor+EnC_%*9vsmT&7nGHyP*GJXDM&O4m3_U^Yf#&jMHZ>HSR zvUk6deQv9Ds?-VbtFQ(%_A-glRy2mvUnuD3Lp{h+vgo-VBsCLSOP7i0rzEvhk0o9d zy)A>*%8K;(BEQMD$I}+GINYlIxt<2)^X2u|lKpW-sRv}sFWTt!I_A=E34|v$uQ8uK z>-D3+?$uiscbZh2epF>cjAWf&O=Ek%nP^{`Q}s1Uo7C8EduxcX>9%C;SeEEjWKC6c zT33^axo~L|pLFjIb z__uGETf(P&Tg4Zb)p8zOi`+r(ckfh7V!jVVFUtiP@3>iiK76@o&%7zVers}Jgu3c#3l4~@VUljL3u30(729O?d%Wf)Mv^C1??K= z;`q`cXWaG*nstbQv%NB{$x7ek#Ve@#6*>#)eqWyPKC%v@u6UZ&_ShyLRgy4=lu$if zW?RyE5~d&44sde_Ux??3jUFj>HApV|!0DWw5UTW630xI%Crjl&fQs{^q+IV`YYk@m z&zd>|v(2PLWhcD*Q&&Gf^HiTUD)Uso{&MCiy_038rjvV8mYYeLosi(q?1j*e(rHUk z3pbXtvt3gI^fZ)oga3XV3OGQ1NsS*oEC$3w&D%l&^^?}YE&)CW9oD_n=t*hm*jGH> zVJX#*$_&NT-z>aRVZ7Jz%UNc~n7bRG-$DuKDI8GfN(7vt~6KeltF3QgKaecLVarYGze zn}!gRr9vL%(Px20Voz<33~H$ha*}QteA~@oaI!xJJR*vY0omcO&{h*)J7;9g&{OE| zP$6|}*?l|gf~bR}EM5HL$kfoM^pok{`c(||c08JTQTCK7Y6z>bSV-d&PWhOBhAr<} z2ueIxj!HO|@t59MLY$k^fo1hq3R@nbO~d{R#2A=gzOfsJFpUn|4K z1KzPs7uZlNoEA))uh0KR!n*I~$Jg8p{y3=4ot`z>dlhQW5@8m(bMI=OiiLTaJDkke6+M;W0e-umPhrS(+{ z+E-d7*arQd$Q(XCnxukk%sNsVU#H+kBlOA2^$Y&owyr8k$M|22NmBwBg*zv}2`Sel z2UiUsp6WH>g72H~wS{kwulwSweqSs9T8J`yq1U}{zsR3_CVkPaURBnCO4xH3ELt$hZl=jmF&zWe@?Ychbl&@W z`K`;ByI|G_P!PRtG7P+SH)o-D!tZOjo{AuK7p9$fG!P55{jzWj;CIJju94n9-OC;2 zu%OzGUGxjA(9CpzijWL`$g3W*@>s~5#fMqvhX-IbsLj=_Pr-);)Keqt^o2%3@1H#% z{S7yQl2VyokjD2%ucA^fvYTG|sr&k+|_^|}07Z>U7ZCG8go^@kf; 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