Ukuguqula isiphelo sedatha ekrwada ibe ngamava amnandi abathengi okanye amaphulo okuthengisa asebenzayo akukho lula. Amashishini afuna iqonga ledatha ukuthutha idatha ukusuka kwindawo enye ukuya kwenye kwaye yenze ukuba ifumaneke kubahlalutyi, amaqela amashishini kunye namaqela okuthengisa.
Ezi ziinkqubo ezintsonkothileyo ezisebenzisa iintlobo ngeentlobo zetekhnoloji, ezona mva nje yi-ETL ebuyela umva (i-extract, transform, load).
Kwesi siqwenga, siza kujongisisa i-ETL ebuyela umva, kubandakanywa nokuba kutheni ungayifuna, ezona zixhobo zibalaseleyo zokusebenzisa, kunye nokunye.
Yintoni i-Reverse ETL?
Idatha ithathwa kwimithombo yedatha equka i-SQL yolwazi kunye nezixhobo zeSoftware-as-a-Service (SaaS), ziguqulelwe, kwaye zifakwe kwindawo yokugcina idatha kwinkqubo ye-ETL eqhelekileyo.
I-Fitran, i-Airbyte, kunye nezisombululo ezininzi zenza kube lula kwinkampani yakho ukuphuhlisa imibhobho ye-ETL.
Kwelinye icala, i-Reverse ETL yenza ukuba amashishini akwazi ukuthutha idatha eguqukileyo esuka kwindawo yokugcina ilifu ukuya kwizixhobo zokusebenza zoshishino kwicala elichasene ne-ETL (evumela iinkampani ukuba zifake idatha kwindawo yazo yokugcina idatha ukuze iguqulwe kwaye imodeli).
Yindlela entsha yokwenza idatha isebenze kunye nokujongana nengxaki "yemayile yokugqibela" kuhlalutyo ngokwenza amaqela amashishini afikelele kwaye asebenze kwiidatha eziguquliweyo ngokuthe ngqo kwiiplatifti ze-SaaS esele zizisebenzisa imihla ngemihla.
Ngokufikelela kwidemokhrasi yokufikelela kwedatha ngale ndlela, i-Reverse ETL yenza i-paradigm entsha eyaziwa ngokuba yi-analytics yokusebenza - umkhuba wokuhambisa ulwazi oluvela kumaqela edatha ukuya kumaqela amashishini ekuhambeni kwawo okuqhelekileyo komsebenzi, ukuze bakwazi ukwenza ukhetho olungcono lwedatha.
Kutheni ufuna uReverse ETL?
Ezona zicelo ziqhelekileyo zedatha egcinwe koovimba bubukrelekrele beshishini kunye nengxelo yohlalutyo.
Ukusebenzisa izixhobo ezifana neMicrosoft Power BI, iTableau, kunye ne-SAS Business Intelligence, amashishini anokudala iingxelo ezibonelela ngolwazi lwedatha kunye nokunceda ekuphuhliseni izicwangciso ezinkulu zentlangano.
Ngendlela efanayo ukubuyisela umva i-ETL inokufumana idatha yakho yangoku kwizandla zamaqela asebenzayo afana noThengiso, iNtengiso, kunye neNkxaso yoMthengi ukuze isetyenziswe kwizigqibo zemihla ngemihla, ukubuyisela i-ETL kwakhona kwenza ukuba idatha isebenze.
Ukubuyisela umva izisombululo ze-ETL zivumelanisa idatha yexesha lokwenyani ukusuka kwindawo yakho yokugcina idatha ukuya kwizixhobo zokusebenza ezinje ngeCRM, iiNkqubo zeNkxaso, iiProjekthi zoLawulo lweProjekthi, kunye neeNkqubo zeNtengiso, ukuqinisekisa ukuba abasebenzi bakho bahlala behlaziyiwe kwaye bekulungele ukwenza okuthile.
Nantsi imizekelo embalwa yendlela yokwenza ngayo Uhlalutyo lokuSebenza anganceda amaqela amashishini ahlukeneyo:
- Uhlalutyo lokuSebenza luvumela abathengisi ukuba bayile iinkqubo zokuthengisa ezilungiselelweyo. Kunokuba ukwabelana ngephulo elinye nabo bonke abasebenzisi, imikhankaso esekelwe kwintengiso, iNkxaso, kunye nedatha yeMveliso inokwenziwa kumsebenzisi ngamnye ngokuxhomekeke kwiimfuno zabo.
- Amaqela eMveliso anokubona abathengi abasengozini ngokudibanisa idatha yokusetyenziswa kwemveliso yexesha langempela kunye nezixhobo zoLawulo loBudlelwane babathengi (CRM). Indlela inokubekwa ukuze ilumkise amaqela xa ukusetyenziswa kuwela ngaphantsi komda onikiweyo, ukuvumela iQela leNtengiso ukuba lithathe inyathelo lokuthintela umthengi ukuba ahambe.
- Abathengi banokubonwa ngendlela efanayo kuzo zonke iinkqubo, ezinceda ukuthengisa kunye namaqela eenkonzo zabathengi. Bafumana ukufikelela kuluhlu lwangoku lweXabiso loBomi bomxhasi ngamnye, iMveliso eQinisekisiweyo yokuKhokela (i-PQL) kunye nolwazi lweNtengiso eQinisekisiweyo (MQL), iMpilo yabaThengi, kunye nolunye ulwazi olunokusetyenziswa ukucwangcisa amanyathelo azayo.
Izixhobo ze-ETL zokubuyisela umva
Ukuba umtsha kuHlahlo lokuSebenza kunye neqamza le-ETL elibuyela umva, uya kukhubeka kwaye uqwalasele okuninzi ngaphambi kokuba uthathe isigqibo malunga nokukhetha kwakho okuphezulu.
Ukukunceda wenze isigqibo esinolwazi, siqulunqe uluhlu lwezona zixhobo zibalaseleyo zoReverse ETL kwimarike:
1. Grouparoo
I-Grouparoo yinkqubo yexesha langempela lokufuduka kwedatha evumela amashishini ukuba afuduke idatha phakathi kweendawo zabo zokugcina idatha okanye i-database kunye nezixhobo zokusebenza ezisekelwe kwi-Cloud.
Enye into eyahlula iGrouparoo kwezinye iimveliso kukuba ibonelela ngoHlelo loLuntu lwasimahla, oluvulelekileyo.
Oku kuthetha ukuba amashishini anokwenza ikhowudi ihambelane neemeko zabo zokusetyenziswa kunye neemfuno. Ngelixa iGrouparoo ilungile kwi-ETL ebuyela umva, inemithombo embalwa kunye neendawo zokuya kuyo.
Idatha evela kwiindawo zokugcina idatha ezintlanu (I-Snowflake, i-Postgres, i-MySQL, i-Redshift, kunye ne-BigQuery) inokuhanjiswa kuphela kwiindawo ezilinganiselweyo, kuquka i-Marketo, i-Facebook, kunye ne-MailChimp. Nangona kunjalo, isimahla kwaye iyasebenza.
eziluncedo
- Ingumthombo ovulekileyo
- Imitsi esele icwangciswe kwangaphambili.
- Ihlala isimahla ukusebenzisa ifu yabucala/uhlelo loluntu.
- Ivumela amafu asekhaya nawabucala ukuba amiselwe uvavanyo kunye nemveliso.
- Ivumela ukusetyenziswa kwemithombo yolwazi ngaphandle kwendawo yokugcina idatha.
- Inani lemithombo kunye neendawo ekusingwa kuzo alithintelwanga.
neengozi
- Kuphela luhlelo lwasimahla loluntu olunoncedo olusekwe kwitikiti.
- Kukho imithombo embalwa kunye neendawo ekusingwa kuzo, kodwa ziyanda (i-29 ngexesha lokubhala).
- I-UI yoShishino luseto olusebenziseka lula oluhlawulelayo. Kungenjalo, i-Command Line Interface yenye indlela (CLI)
namaxabiso
Ungaqala ukusebenzisa iqonga ngohlelo lwayo lwasekuhlaleni, olusimahla kuye wonke umntu kwaye luvuleleke nomthombo nalo. Ikwabonelela nge-premium editions, eqala ukusuka kwi-150 yeedola / ngenyanga.
2. Hlanganisa.io
Nokuba ufuna ukwenza i-ETL eqhelekileyo okanye ujike le nkqubo ukwenza idatha isebenze ngakumbi, ujongano lomsebenzisi olulula kakhulu lwe-Integrate.io lwenza ukuba kube lula ukwakha umbhobho wedatha.
Ngoqhagamshelo olwakhiwe kwangaphambili oluhambisa idatha phakathi kweendawo zokugcina iimpahla kunye nee -apps ze-SaaS, esi sisombululo sinekhowudi ephantsi/akukho khowudi senza uhlalutyo olusebenzayo lube yingcinga enomtsalane ngakumbi.
Integrate.io's inani elipheleleyo leziqhagamshelo liyamangalisa ingqondo, kodwa iqonga likwafumana amanqaku aphezulu obunzima kunye nokhuseleko.
Unokuhambisa inani elikhulu ledatha ukusuka kwindawo yokugcina impahla ukuya kwiqonga le-SaaS lohlalutyo olusebenzayo ngelixa uhlala uhambelana nemithetho yolawulo lwedatha efana ne-HIPAA, GDPR, kunye ne-CCPA.
eziluncedo
- Egqwesileyo, ekhawulezayo, kunye nenkonzo yabathengi ephendulayo. Ibhokisi yesanti iyafumaneka simahla kangangexesha elingenasiphelo.
- Ujongano lomsebenzisi luyamangalisa. Ngokungafaniyo nezinye izisombululo ze-ETL zeshishini, yonke imisebenzi kunye nokusebenziseka yenziwe lula.
- Bubuchule obuhle bokudibanisa ngokukhawuleza idatha esuka kwimithombo emininzi kwindawo yokugcina impahla.
- Iiplagi, kunye nokusebenzisa i-API ukuqala imisebenzi. Ukuqhagamshela kwimithombo eyahlukeneyo kunye nokudibanisa kumthombo omnye wedatha.
neengozi
- Iilogi zempazamo azisoloko ziluncedo.
- Ukulinda ixesha elide uncedo oluvela kwinkxaso
namaxabiso
Unokuzama iqonga leentsuku ezi-7, akukho khadi letyala elifunekayo. Ngexabiso layo, kufuneka uqhagamshelane ngokuthe ngqo neentengiso.
3. Kubalo
Ubalo-bantu liqonga lohlalutyo olusebenzayo. Ikwayenye yeenkampani zokuqala ukubonelela nge-ETL ebuyela umva njengenkonzo. ICanva, iDigitalOcean, kunye neLoom ziphakathi kwabathengi babo.
Ngoku sisixhobo esisebenza ngokupheleleyo esinohlanganiso oluninzi (i-41 ukuba ibe ngqo, kubandakanywa zonke iindawo zokugcina idatha kunye nemithombo). Ubalo bantu lusebenza ngesiseko sedatha osele unaso.
Oku kuthetha ukuba akusayi kufuneka uchithe nayiphi na imali okanye ixesha lokuseta izixhobo ezintsha.
Ubalo-bantu sisisombululo sokuya kwi-data-savvy imibutho efana ne-dbt, i-Fitran, i-Mode, kunye ne-Metabase, ngoko akumangalisi. Yeyona ithembekileyo nesebenzayo ekujonganeni nezixa ezikhulu zedatha (ngelixa ibonelela ngomthombo omnye wenyaniso).
eziluncedo
- Qala ngendawo yokugcina idatha kunye neendawo ezilishumi simahla.
- Ungqamaniso olusondele kwixesha lokwenyani;
- Imitsi ecwangcisiweyo.
- Ukuqhubekeka ngokukhawuleza kunye nongqamaniso.
- Izaziso zokungaphumeleli kongqamaniso kunye neelog ezibanzi.
neengozi
- Ubungcali beSQL bufuneka kwimithombo yokubuza.
- Kukho imithombo embalwa kunye neendawo ekusingwa kuzo, kodwa ziyanda (i-49 ngexesha lokubhala).
namaxabiso
Unokuvavanya iqonga kunye nepakethi yayo yomzila. Ibonelela ngezicwangciso ezihlawulelwayo eziqala kwi-300 yeedola / ngenyanga.
4. Polytomic
I-Polytomic sesinye isisombululo se-ETL esinengeniso esenza ukuba imibutho ikwazi ukwakha ngokukhawuleza imbono ephilayo yazo zonke iinkcukacha zabathengi eMarketo, Salesforce, HubSpot, kunye namanye amaqonga oshishino.
Sisisombululo esingenakhowudi, ngoko sifanelekile kubantu abafuna ukufunda malunga nohlalutyo olusebenzayo kodwa abanayo nayiphi na imvelaphi yobunjineli bedatha.
Esi sicelo siluncedo kakhulu kwiiprojekthi ezisebenzisanayo kuba inomsebenzi wokucofa okukodwa okukuvumela ukuba umeme abanye abantu eqongeni ukujongana nemisebenzi ye-ETL ebuyela umva.
Inabathengi abambalwa kunye nokudityaniswa kuba iseyinkampani encinci, kodwa ibonelela ngeAirtable, Azure, kunye neMongoDB njengemithombo.
eziluncedo
- Ithumela izaziso zokungaphumeleli kongqamaniso.
- Imitsi ecwangcisiweyo.
- Umthombo wedatha ukhangelo ngaphandle okanye ikhowudi encinci.
- I-smart job queuing ivumela ukusetyenziswa kwe-API encinci.
- Vumela ii-Webhooks ukuba zisetyenziswe njengendawo yokufikela yedatha ethunyelwe kusetyenziso lwesiko olwenzileyo.
neengozi
- Kukho imithombo embalwa kunye neendawo zokuya.
- Akukho silingo sasimahla okanye ulwazi kwisicwangciso esisisiseko kwiwebhusayithi yabo.
namaxabiso
Ixabiso liqala kwi-$ 500 / ngenyanga, kodwa ngolwazi olungakumbi, kufuneka uqhagamshelane nomthengisi.
5. Hightouch
I-Hightouch yitekhnoloji ye-ETL ebuyela umva eyenza ukuba amashishini alungelelanise ngokulula idatha esuka kwiindawo zokugcina idatha ukuya kwiSicelo seQela elijongene noMthengi.
IiNkqubo zokuLawulwa koBudlelwane boMthengi (CRMs), ukuThengisa, kunye nezisombululo zeNkxaso ezifana ne-Salesforce, i-HubSpot, i-Marketo, i-Gainsight, i-Zendesk, kunye nezinye zibandakanyiwe.
Ikwavumela iinkampani ukuba zisebenzise indawo yazo yokugcina idatha njengeziko elisebenzayo kunye nohlalutyo.
Oku kubenza bakwazi ukusebenzisa uhlalutyo ukunika amandla iinkqubo zabo zokusebenza. Yenye inkonzo ye-ETL SaaS engasemva.
Umakhi wabaphulaphuli yintoni eyahlula i-Hightouch. Ngokusisiseko iguqula indawo yokugcina idatha yakho ibe yiPlatform yeDatha yoMthengi (CDP).
eziluncedo
- Idebugger ikwixesha lokwenyani.
- Umakhi wabaphulaphuli.
- Ungqamaniso lwexesha lokwenyani.
- Izaziso zokungaphumeleli kongqamaniso
- Imitsi ecwangcisiweyo.
- Ngoku kukho unxibelelwano lwe-93 kwaye inani liyenyuka.
neengozi
- Uncedo lwe-imeyile ifumaneka kuphela kwisicwangciso sasimahla.
- Imithombo yokubuza ifuna ukuqonda kweSQL.
- Ngokuxhomekeke kwisicwangciso, kukho iinketho ezimbalwa zeendawo.
namaxabiso
Ungaqala ukusebenzisa iqonga ngesicwangciso salo somntu, esisimahla ngonaphakade. Ikwabonelela ngezicwangciso ezihlawulwayo eziqala kwi-350 yeedola / ngenyanga.
isiphelo
Imibutho ingasebenzisa ubuchwepheshe be-ETL ukulungelelanisa nokugcina inkqubo yedatha yombhobho, ulawulo lwedatha, kunye nokubeka iliso kwansuku zonke kule misebenzi.
Ukukhetha ukusebenzisa isixhobo esichanekileyo se-ETL kwishishini lakho kuxhomekeke kwinani lezinto eziguquguqukayo, kubandakanya iimeko zokusetyenziswa kombutho, uqhagamshelo kwimithombo yedatha, iiseti zezakhono ezifunekayo ekusebenzeni le nkqubo, amandla okunika ukufikelela okusekwe kwindima, kunye nolawulo lwedatha, uhlahlo lwabiwo-mali, njalo njalo.
Shiya iMpendulo