Zviri Mukati[Viga][Ratidza]
Munyika yekutarisira data, mabhizinesi anotarisana nedambudziko rakaoma rekutora data kubva kune akati wandei masosi, kurichenesa, uye nekuriunganidza asati aiisa mudura re data kana bhizinesi rehungwaru chishandiso.
Iri ibasa rakaoma munzvimbo yedata management.
Asi zvakadini kana chimwe chinhu chikatadza uye masayendisiti edata haakwanise kuziva chikonzero chedambudziko? Chishandiso chemutsara wedata chinogona kubatsira kuvhenekera network yakaoma yeakabatana data inoyerera.
Fungidzira segirazi rinokudza remutikitivha, richivhenekera zvinongedzo uye mazano anogona kubatsira mukupwanya nyaya.
Pasina iyo, mabhizinesi aizosara ari murima, asingakwanise kunzwisisa data ravo uye kuita mutongo wakachenjera.
Na mutsara wedata chishandiso, makambani anogona kutaurirana zvine chivimbo manejimendi ekugadzirisa data, achivimbisa kusarongeka kwedata uye huchokwadi uku achigonesa masayendisiti edata kuwana ruzivo rwakakosha kubva kune yavo data.
Zvakafanana nekuve nemubatsiri akavimbika padivi pako, achikutungamira kuburikidza neakanyanya kuoma data mazes.
Kuti ikubatsire pakusarudza chishandiso chakanakisa chezvinodiwa nekambani yako, isu tichaongorora akawanda maficha uye kugona kwedhata mutsara maturusi mune ino blog chinyorwa, kubva payakavhurika-sosi sarudzo kusvika kune bhizinesi-giredhi mhinduro.
Chii chinonzi data lineage?
Mutsara wedhata inzira yekutsvaga data mukati mesangano redatainfrastructure kubva kwayakabva kusvika kwairi kuenda.
Inobatsira masangano mukuongorora kuvimbika, kurongeka, uye kukwana kwedata ravo.
Mainjiniya edata uye vanoongorora vanogona kurekodha, kuyedza, uye kugadzira yavo data data vachishandisa maturusi seData Build Tool (DBT), iyo inovandudza dhata mutsara kugona uye inotungamira kune yakavandudzwa bhizinesi nekuita sarudzo.
Ndezvipi zvakanakira kushandisa data lineage zvishandiso?
- Masangano anopiwa ruzivo rwekupedzisira-kusvika-kumagumo pamusoro pese kuyerera kwedata nekuda kwemutsara wedata, izvo zvinoita kuti vanzwisise mhedzisiro yaro pazasi masystem uye zvimwe zvinhu.
- Chero ani anoshandisa iyo data anogona kuona kuvimbika kwayo nekuita midzi yekuongorora chikonzero, kunzwisisa kwainobva data, uye kutsvaga nhoroondo yayo.
- Dhata mutsara mhinduro dzinobatsira mabhizinesi mukunzwisisa chokwadi, kukwana, uye kuvimbika kwedata ravo, izvo zvakakosha mukudzikisa njodzi dzekutyorwa kwedata uye kusatevedzera mirairo seCCPA neGDPR.
- Masangano anogona kuvandudza avo data manejimendi maitiro uye ive nechokwadi chekuti data ravo rakakwana 100%, vachitungamira sarudzo dzadzo nekubatanidza nhoroondo yedata kuburikidza neshanduro kutonga..
- Masangano anogona kunzwisisa zvinoitika nedata ravo chero nguva nekuda kwekuonekwa kweiyo data lineage tekinoroji.
- Maturusi emutsara wedata anogona kubatsira mukuziva nekugadzirisa nyaya nemhando yedata uku uchichengetedza kuperera kwedata uye nekuvandudza kutarisika kwedata.
1. Azure Data Catalog & Lineage
Azure Data Catalog & Lineage, gore-yakavakirwa chigadzirwa kubva kuMicrosoft Azure, inopa mabhizinesi mhinduro yakazara yekuwana uye kurongedza zvinhu zvavo zve data.
Pamusoro pezvo, inopa data mutsara masimba ayo anoita kuti vashandisi vanzwisise mafambiro e data pakati pemasisitimu uye nzvimbo inotsamira data.
Azure Data Catalog inokupa iwe kugona kunyatso nzwisisa zvakanyoreswa data asset uye iwe unogona kuwana nzwisiso yeimwe neimwe asset chimiro, schema, uye kubatana kune mamwe masosi data nekuda kweruzivo rwakapfuma rwainopa nezve chimwe nechimwe.
Chekupedzisira asi chisiri chidiki, iyo catalog inoita kuti zvive nyore kushandisa data masosi nekupa inowirirana uye yakarongeka inomiririra yemidziyo inowanikwa.
Kune vanoongorora, data masayendisiti, uye vanogadzira data, izvi zvinorerutsa mashandisirwo edata.
Key zvinhu
- Inopa mukana kune imwechete repository yemetadata yezvinhu zvese zve data.
- Inobvumira kuwanikwa kwedata ine intuitive interface.
- Inotsigira yakasarudzika annotation uye kunyoreswa kwezvinhu zve data.
- Iyo inopa data mutsara maficha, senge kugona kuchengeta track yekuchinja kwedata uye nzvimbo inotsamira data.
- Inobatanidza kune mamwe maAzure masevhisi, akadai seAzure Data Factory, Azure Databricks, uye Azure Synapse Analytics.
zvayakanakira
- Iyo inopa mushandisi-inoshamwaridzika interface inoita kuti kutsvaga uye kurodha data assets kuve nyore.
- Maturusi ekutsvaga ane simba anosanganisirwa, achikutendera kuti uwane ruzivo rwaunoda nekukurumidza.
- Inopa huwandu hwakazara hwezvishandiso zvekugadzirisa metadata, senge tsika yekumaka uye zvirevo.
- Inogonesa vashandisi kuti vanzwisise kuti data rinofambiswa sei kune masisitimu nekupa data mutsara kugona.
- Nesimba rinobatanidza nemamwe masevhisi eAzure.
nezvayakaipira
- Kubatanidzwa neasiri-Azure data masosi ane mashoma.
- Mhando yemitengo inogona kudhura uye yakaoma kumasangano makuru ane akawanda data asset.
- Kugona kushoma kwekutarisa kubuda kweyakasarudzika data.
Pricing
Iyo Azure data catalog inopihwa mune maviri editions: Yemahara uye Standard.
2. Aggua
Aggua yakagadzira injini yedata yeBigQuery (ZetaSQL) uye Snowflake (ANSI SQL), ichipa mepu chaiyo yemutsara.
Iyo inotsigira iyo chaiyo "dialect" yedata, kusanganisira zvese zvinoshanda Snowflake uye BigQuery inopa.
Mutsara wayo unodarika kuyerera kwekuona.
Inotora zviitiko zvakakosha seshanduko uye inobvumira kuteedzera shanduko yeshanduro. Iyo inogona zvakare kuona PII pachikamu chechikamu, ichivimbisa kuvanzika kwedata uye kutevedzera.
Aggua's yekubatana data management platform yakavakirwa zvikwata zvinoshandisa Snowflake kana BigQuery.
Inopa maficha epamberi senge kukurumidza kufamba, kuwedzera / kudonha, kumusoro / kudzika kwemahombekombe, uye kunze / kugovera sarudzo, kuvandudza ruzivo rwemushandisi.
Key zvinhu
- Aggua's data lineage visualization tool inoita kuti vashandisi vakurumidze kutarisisa kwakabva uye mashandisirwo edata.
- Aggua ine zvinhu zvekutarisira metadata, zvichiita kuti vashandisi vagadzire uye vadzore metadata pamapuratifomu mazhinji uye masisitimu.
- Aggua inogona kuchengeta kuyerera kwedata munguva-chaiyo, ichipa vatengi ruzivo rwazvino rwekuti data iri kufambiswa sei pamapuratifomu akasiyana uye masisitimu.
- Aggua ine maficha ekutarisisa mhando yedata, inobvumira vashandisi kuti vatarise huchokwadi hwe data sezvainofamba nemasisitimu akasiyana siyana uye kuona chero matambudziko kana anomalies.
zvayakanakira
- Aggua inogona kukuzivisa nezve mashandisirwo edatha uye kwainotangira nekutarisa kuyerera kwayo mumapuratifomu akasiyana siyana uye masisitimu.
- Kugona kwaAggua kutsvaga kwakabva uye kushandisa data kunogona kubatsira masangano kutevedzera mitemo yedata.
- Kunyanya kuoneka pane kwakachengetwa data, mashandisirwo aanoitwa, uye kuti ndiani anogona kuwana ndiyo imwe nzira iyo Aggua inogona kubatsira masangano mukutonga zvirinani data ravo.
nezvayakaipira
- Aggua inogona kuda imwe nguva yekumisikidza uye kushandisa nemazvo senge yakazara data mutsara chishandiso sezvo zvichitora nguva yakawanda nesimba.
- Zvichienderana nekurongeka kwemitengo, kuita kweAggua nekuchengeta kunogona kudhurira masangano chaiwo.
- Kubatanidza Aggua nemapuratifomu agara aripo uye masisitimu zvinogona kutora nguva uye zvinoda ruzivo rwepamusoro rwehunyanzvi.
Pricing
Mushure meyedzo yemahara, uchafanirwa kubata timu yavo yekutengesa kuti uwane quote.
3. kylo
Kylo ndeye yakavhurika-sosi data dziva manejimendi software yakagadzirirwa yega-sevhisi data kupinza uye kugadzirira.
Iyo inobatanidza metadata manejimendi, hutongi, chengetedzo, uye akanakisa maitiro akafemerwa neFunga Big hunyanzvi mumapurojekiti makuru edata.
Iyo inomira kunze neayo mashanu akakosha maficha: kupinza, kugadzirira, kuwana, kutarisa, uye kugadzira data.
Iyo inoshanda sedhiza data chikuva, ichipa mashandiro ekuita metadata manejimendi, kutonga kwedata, uye kuchengetedza data. Yayo yakavhurika-sosi hunhu inoita kuti ive sarudzo yakasarudzika yevagadziri.
Iine mushandisi-ushamwari inotungamirwa interface, Kylo inova nechokwadi chekupinza data isina musono.
Iyo inotsigira gadziriro yedata nehunyanzvi hwekushandura uye inosimudzira Apache Spark yemazuva ano ekutarisa nzira.
Kylo inokupa simba rekuvaka uye kutonga mapaipi edata nemazvo.
Key Features
- Kylo inokupa iwe intuitive interface yekupinza uye kuongorora yakakura huwandu hwe data kubva kwakasiyana masosi.
- Inopa chimiro chekuona chekugadzira uye kumhanya ETL mapaipi, ichikubvumidza iwe kushandura uye kugadzirira data yekuongorora.
- Iyo inokutendera iwe kugadzira uye otomatiki mafambiro ekugadzirisa uye kugadzirisa data.
- Iyo ine zvimiro zvekutarisira metadata, inogonesa vashandisi kugadzira uye kushandisa ruzivo pamapuratifomu mazhinji uye masisitimu.
- Inopa nzwisiso mumutsara wedata, ichibvumira vashandisi kutevedzera nhoroondo yekuti uye sei data rakashandiswa mudhamu rese re data.
- Mapoka anogona kushanda pamwechete pamabasa ekutonga data vachishandisa kugona kwekubatana kunopihwa naKylo.
zvayakanakira
- Nekuti Kylo ipuratifomu yakavhurika-sosi, unogona kuwana nekushandura iyo coding kuti ienderane nezvavanoda.
- Iyo intuitive uye mushandisi-inoshamwaridzika dhizaini yeKylo's interface inoita kuti zvive nyore kwauri kubata uye kuongorora mavhoriyamu akakura e data.
- Inogona kuwedzerwa kuti isangane nezvinodiwa zvekusimudza masangano uye kubata data rakakura.
- Kylo's ane simba mushandisi uye nharaunda yekusimudzira inobatsira kune sisitimu uye inopa rubatsiro.
nezvayakaipira
- Kylo ipuratifomu yakaoma, uye kuishandisa zvine hungwaru kungangoda hunyanzvi hwekuziva-kuita.
- Kubatanidzwa kwayo nemapuratifomu emazuva ano uye masisitimu angave akaoma uye anoda ruzivo rwehunyanzvi hwepamusoro.
- Inongotsigira mashoma ekubatanidza ane yechitatu-bato masisitimu uye maturusi, ayo anogona kumisa kushanda kwayo kune chaiwo mabhizinesi.
- Kunyangwe paine chigadziko chemushandisi, zvinyorwa zvaKylo dzimwe nguva zvinoshaya kana zvechinyakare.
Pricing
Icho chishandiso chakavhurika-source. Nekudaro, kune hunyanzvi masevhisi, pricing inosiyana zvichienderana nezvinodiwa nesangano.
4. Atlantic
Atlan chishandiso chemazuva ano chemutsara wedata chakagadzirirwa kuzadzisa zvinodiwa nevasiri-tekinoroji vashandisi.
Iyo inopa yakazara suite yezvimiro, zvinosanganisira mutsara wedata, cataloging, data quality management, uye kuongorora data.
Iine yakavhurika API yekuvaka, Atlan inokurumidza kutumira, ichikupa iwe isina musono ruzivo mukugadzirisa data ravo.
Atlan inoita kuti iwe uwane nyore kuwana uye kuwana ruzivo rwaunoda.
Iyo software's intuitive interface inowedzera kuwedzera ruzivo rwemushandisi, ichiita kufambisa uye kuongorora kuve nemhepo.
Iyo inoenda iyo yakawedzera mamaira nekuita otomatiki data mutsara kuburikidza neyakavakirwa-mukati bot.
Ichi chimiro chinochengetedza nguva yako yakakosha uye kushanda nesimba nekutevera otomatiki mutsara wezvinhu zve data.
Pamusoro pezvo, inobatanidza zvisingaite nemapuratifomu akasiyana-siyana, anosanganisira Snowflake, Amazon S3, Amazon Redshift, Azure, Google Cloud, MySQL, uye Tableau.
Key Features
- Atlan inopa yepakati data catalog kuitira kuti iwe uwane, unzwisise, uye ushande pamwe chete pane data musangano rese.
- Iyo inopa data mutsara wekutarisa kuti iwe ugone kuziva kwainobva iyo data uye kuti inoshandiswa sei mukati mekambani.
- Iyo ine data quality management maficha ayo anoita kuti vashandisi vaongorore, vatarise, uye vawedzere mhando yedata mukambani yese.
- Inopa zvinhu zvinokutendera kuti uite otomatiki mashandiro ane chekuita nedata management.
- Atlan ine maficha ekugadzirisa data data uye kuve nechokwadi chekuti unotevedzera zvisungo zvepamutemo.
zvayakanakira
- Iyo iri nyore uye mushandisi-inoshamwaridzika interface inosanganiswa muAtlan, zvichiita kuti zvive nyore kuti iwe utore uye ubatane pane data.
- Yayo data catalog yakakura uye inochinjika, ichibvumira mabhizinesi kuigadzirisa kuti isangane nezvinodiwa.
- Nekuda kweAtlan's data quality management features, unogona kuwedzera mhando yedata uye kuderedza zvikanganiso.
- Atlan's workflow otomatiki maficha anokubatsira iwe kukurumidzira data manejimendi mabasa uye kuwedzera kugadzirwa.
- Nekuda kwezvishandiso zvekubatana zveAtlan, zvikwata zvinokwanisa kushanda pamwe zvakabudirira pazviitiko zvekutarisira data.
nezvayakaipira
- Atlan ine mashoma ekushandura data.
- Ungangoda kushandisa chechitatu-bato maturusi epamberi kuona data.
- Atlan inopa mashoma ekubatanidza ane yechitatu-bato masisitimu uye matekinoroji, ayo anogona kumisa kushanda kwayo kune chaiwo masangano.
- Manyoro asina kukwana Kunyangwe Atlan iine mushandisi ane simba mushandisi, zvinyorwa zvinopota zvichishaikwa kana misi.
Pricing
Atlan inopa customizable mitengo zvirongwa.
5. Talend
Talend igore-yekuzvarwa suite yezvishandiso zvinoisa mwero mumunda wekubatanidza data uye data management.
Ichi chishandiso chine simba chinopa huwandu hwakakwana hwezvinhu, zvichiita kuti ive sarudzo inotungamira kune masangano ari kutsvaga kusimudzira maitiro avo edata.
Kushanda sechishandiso chemutsara wedhata uye kupa mabhenefiti ekupedzisira-kusvika-kumagumo ekugadzirisa data mukati mehupenyu hwayo hwose ndechimwe chezvaanonyanya kuita.
Dhata kubva kwakasiyana masosi inogona kuunganidzwa pasina simba, ichivimbisa yakazara data kufukidzwa.
Pamusoro pezvo, inopa akasimba ekutonga data maficha anogonesa mabhizinesi kugadzira data manejimendi zviyero, mabhenji, uye zvisingakwanisi.
Inobatsira mabhizinesi kuona kuti data ravo rakarurama, rinoenderana, uye rakakwana kuburikidza nekushandiswa kweaomesera data emhando yekudzora.
Mabhizinesi anogona kukwirisa kukosha kwemidziyo yavo nerubatsiro rweTalend's data lineage tool.
Key Features
- Talend inopa zvishandiso zvekufambisa uye kushandura data pamapuratifomu akasiyana uye masisitimu.
- Iyo ine data quality management maficha ayo anoita kuti vashandisi vaongorore, vatarise, uye vawedzere mhando yedata mukambani yese.
- Yayo data yekutonga maficha inobvumira vatengi kugona kutungamira data data uye aby nezvisungo zvepamutemo.
- Talend inopa chaiyo-nguva yekugadzira data maficha ayo anokuita kuti ugadzirise uye uongorore data ipapo.
- Inopa maficha anokubvumira kubata uye kuongorora akakosha huwandu hwe data.
- Talend inopa makore ekubatanidza maficha kubata uye kusanganisa data pane akasiyana makore mapuratifomu.
zvayakanakira
- Kubatanidza data pane akati wandei mapuratifomu uye masisitimu zvinogoneka neTalend yakakura yekubatanidza data kugona.
- Talend's data quality management features inosimudzira iko kurongeka uye kuvimbika kwedata ravo.
- Talend's real-time data process maficha anokubatsira iwe kugadzirisa uye kuongorora data ipapo, kuwedzera kugadzirwa.
- Yayo gore yekubatanidza maficha inoita kuti iwe ugone kubata uye kubatanidza data pane akasiyana makore mapuratifomu.
nezvayakaipira
- Chikuva cheTalend chine mukana wekuoma, uye kana uri mutsva unogona kutarisana nedambudziko rekudzidza.
- Yakaganhurirwa Talend's data shanduko kugona kunogona kuita kuti iwe ude kushandisa wechitatu-bato mhinduro kune dzakaoma kunzwisisa data shanduko.
- Talend's platform inonyanya kuitirwa vashandisi vehunyanzvi, izvo zvinogona kudzikisira vasiri tekinoroji kushandiswa kwevashandisi.
- Iyo inogona kusanyatso kugutsa izvo zvakasarudzika zvinodikanwa zveakananga mabhizinesi nekuda kwekushomeka kwayo kwekugadzirisa.
Pricing
Nemitengo, unofanirwa kubata timu yekutengesa.
6. DataHub
DataHub chinhu chakakosha chakavhurika-sosi chishandiso chinobata data kutsamira mukati mesangano.
Iyo inokutendera kuti utarise zviri nyore mabviro uye kubatana kweiyo data asset, pamwe neiyo yakadzika midziyo inovimba nayo.
Nekunzwisisa mutsara wedata, masangano anogona kuwana ruzivo rwekuti data inoyerera sei kuburikidza nemasisitimu avo uye nekuona chokwadi uye kuvimbika kwedata ravo.
Kana iwe uri kushandisa inopinza sosi inotsigira mutsara kudhirowa, senge "Table Lineage Kugona," unogona kuburitsa ruzivo rwemutsara woga.
Ingo tarisa kune zvinyorwa zvakanangana kune yako sosi kuti uwane yakadzama mirairo yekugonesa ichi chimiro.
Muzviitiko apo sosi yako isingatsigire otomatiki mutsara kudhirowa, iwe unogona kuronga kugadzira mitsetse yemutsara pakati pemasangano uchishandisa API.
Nyanzvi dzedata dzine hunyanzvi hwekuwedzera kana kubvisa kukwira nekudzika kwemutsara kubatanidza muLineage Visualization skrini uye Lineage tab pamapeji esangano.
Angave ari dataset, machati, madhibhodhi, kana mabasa edata, unogona kugadzirisa zviri nyore mutsara neruoko kuti uve nechokwadi chekumiririra kwakaringana kwekutsamira kwedata.
Key Features
- DataHub inopa metadata manejimendi maficha anoita kuti vashandisi vawane, kuunganidza, uye kutonga metadata pamapuratifomu akasiyana siyana uye masisitimu.
- DataHub ine maturusi ekuteedzera masosi uye mafambiro e data mukati mesangano.
- DataHub ine data yekutonga maficha ayo anokuita kuti udzore mirairo yedata uye uteerere zvisungo zvepamutemo.
- Unogona kuchinjanisa uye kushanda pametadata musangano rese uchishandisa DataHub's kubatana maficha.
- DataHub inochinjika uye inogona kugadziridzwa kune yakasarudzika zvinodiwa nesangano.
zvayakanakira
- Sezvo DataHub iri yakavhurika-sosi chikuva, chero munhu anogona kuishandisa uye kuishandura sezvavanoona zvakakodzera.
- DataHub inopa inoshanduka metadata manejimendi maficha.
- Iwe unogona kutevera masosi uye kufamba kwedata mukati mesangano.
- Unogona kuchinjanisa uye kushanda pamwe chete metadata musangano rese.
nezvayakaipira
- DataHub inogona kunge isingaenderane zvizere nemamwe mapuratifomu uye matekinoroji, zvichidikanwa kushandiswa kwemamwe maturusi pane dzimwe nguva.
- Sezvo DataHub iri yakavhurika-sosi chikuva, inogona kuwana shoma rubatsiro pane proprietary mhinduro.
- DataHub's otomatiki masimba anogona kuganhurirwa, zvichidikanwa kupedzwa kwevanhu kwemamwe mashandiro nevashandisi.
Pricing
Kuti uwane premium maficha, unofanirwa kubata timu.
7. Octopai
Octopai chishandiso chine simba chemutsara wedhata chinopa kupera-kusvika-kumagumo kuoneka kwekuyerera kwedata mukati mesangano renzvimbo yedata.
Iyo inokutendera iwe kuti utarise mutsara wedata kubva panzvimbo yekupinda mukati meiyo sisitimu yekubika uye analytics.
Izvi zvinobatsira kuve nechokwadi chechokwadi che data, kutevedzera, uye kuvimbika.
Octopai inokunda mukumisikidza mutsara-chikamu mutsara.
Vashandisi vanogona kutsvaga zviri nyore kuti makororamu edata anoshandurwa sei, akaunganidzwa, kana kubatanidzwa mukati meiyo ETL maitiro, chirevo, kana dhatabhesi chinhu.
Iyi yemukati-system mutsara yekuona inobatsira kuona mabhodhoro, matambudziko ekugadzirisa, uye kukwidziridza mapaipi edata kuitira kuvandudza kushanda uye kunaka kwedata.
Iine mushandisi-inoshamwaridzika interface uye intuitive maficha, Octopai inorerutsa basa rakaoma rekunzwisisa uye kutonga mutsara wedata.
Inopa masangano masimba kuita sarudzo dzinofambiswa nedata, kuve nechokwadi chekuvimbika kwedata, uye kuwedzera hurongwa hwavo hwekutonga data.
Key Features
- Octopai inokutendera kuti utarise kunobva sangano uye kufamba kwedata.
- Octopai ine zvishandiso zvekuongorora maitiro izvo zvinoita kuti iwe uone kuti shanduko kune data masosi inogona kukanganisa vashandisi gare gare.
- Inokubatsira nekukurumidza kutsvaga uye kuziva data assets mukati mesangano.
- Zvimiro zvayo zvemepu yedata zvinoita kuti iwe uone uye unzwisise kubatana kwedata pamapuratifomu mazhinji uye masisitimu.
- Unogona kuchinjanisa uye kushanda pamwe chete metadata musangano rese.
zvayakanakira
- Kugona kwaOctopai kutevedzera otomatiki data mutsara kunoita kuti zvive nyore kwauri kutevera kufamba kwedata mukati mesangano.
- Iwe unogona kuona maitiro ekuchinja kune data masosi anogona kukanganisa zvinhu gare gare, kudzikisa mukana wekukanganisa kana kukanganisa.
- Iwe unogona nekukurumidza uye nyore kutsvaga uye kuona zvinhu zve data mukati mesangano uchishandisa Octopai's data yekutsvaga maficha, ayo anowedzera kugadzirwa.
- Octopai inogona kuchinjika kune yakasarudzika zvinodiwa nesangano uye inochinjika zvakanyanya.
nezvayakaipira
- Kushaikwa kweOctopai kuenderana nemamwe mapuratifomu uye maturusi zvinogona kukumanikidza kushandisa mamwe maturusi emamwe mabasa.
- Kuenzaniswa neakavhurika-sosi dzimwe nzira, Octopai ipuratifomu yevaridzi inogona kunge iri mutengo.
- Octopai's otomatiki masimba anogona kuganhurirwa, zvichidikanwa kupedzwa kwevanhu kwezvimwe zviitiko zvemushandisi.
Pricing
Iwe unofanirwa kubata mutengesi kuti uwane mitengo.
8. Data. Nyika
Data. World's Explorer Lineage inoshandisa girafu yeruzivo kumepu data kune akajairwa bhizinesi mazwi, ichiunza yakasanganiswa maonero e data kusangano rese.
Iyo inokwidziridza mamiriro kubva kune ruzivo girafu kuti ipe ruzivo rwakakosha mumutsara wedata.
Iyo ruzivo girafu inoshanda seyakavimbika sosi yechokwadi, ichipa kunzwisisa kwakadzama kwezvinhu zvakakosha data asset.
Iyo inobata uye inoronga mutsara wedata, ichigonesa zvikwata kuita sarudzo dzine ruzivo uye kuve nechokwadi chemhando yedata.
Nekugona kubvunza ruzivo rwegirafu, Data World Lineage inopa simba mabhizinesi kuti awane ruzivo mukuyerera kwedata, shanduko, uye kuongororwa kwemhedzisiro.
Kugona uku kunobvumira masangano kuti agadzirise maitiro, kuona mabhodhoro, uye kuchengetedza kuteerana nedata rekutonga zviyero.
Key Features
- Data.World inokupa iwe kuwana kune yakakura muunganidzwa wemaseti eruzhinji uye inobvumidza iwe kutsvaga nekuwana yakavanzika dataset.
- Iwe unogona kugadzira kabhuku inotsvagisa ye data assets mukati mesangano rako, zvichiita kuti zvive nyore kune vamwe kutsvaga uye kushandisa iyo data.
- Inopa maturusi ekubatana.Nyika kuti vashandisi vashande pamwechete pamapurojekiti edata, kuchinjana mazano, uye kubvunza mibvunzo.
- Zvidzoreso zvekupinda, kuteedzera mutsara wedata, uye matanda ekuongorora angori maturusi mashoma anowanikwa muData.World kugadzirisa kutonga kwedata.
- Kubatanidzwa: Tableau, Excel, R, uye Python ingori mashoma emidziyo yedata iyo Data.World inogona kubatanidzwa nayo.
zvayakanakira
- Data.World yakagadzirirwa kuva mushandisi-hushamwari, zvichiita kuti zvive nyore kwauri kutsvaga nekugadzirisa data.
- Iyo ine yakakura mushandisi base, inoshingairira kugovera data uye inoshanda pamapurojekiti pamwe chete.
- Inopa sarudzo dzemitengo dzinogona kugadziridzwa kuti dzienderane nezvinodiwa nemasangano akasiyana.
- Dhata encryption, zvirambidzo zvekupinda, uye matanda ekuongorora angori mashoma ekuchengetedza maficha eData.World.
nezvayakaipira
- Data.Kubatsira kwepasirese kune mamwe masangano kunogona kuve kushoma nekuti haaite customizable pane mamwe ma data management system.
- Kana ichienzaniswa nedzimwe mhinduro dzekugadzirisa data, Data.World's data transformation capabilities inogona kuonekwa seyakaganhurirwa.
- Data.World's automation masimba anogona kuganhurirwa, zvichiita kuti vanhu vapedzisire mamwe mabasa nevashandisi.
Pricing
Professional account inokubhadhara $12 pamwedzi.
mhedziso
Chero sangano remazuva ano rinoenderana nedata kuti rishande.
Uye kuva nemidziyo chaiyo kunogona kuita mutsauko wese kana uchibata iyo data.
Ndakaongorora mamwe akanakisa ekugadzirisa data, imwe neimwe iine yakasarudzika mabhenefiti uye yakashata.
Iyo yakakodzera chikuva inogona kuita mutsauko wese mukutarisira data.
Mushure mekuongorora mikana yakati wandei, ndakasarudza Talend naAtlan kumira sematurusi maviri akasiyana, imwe neimwe iine zvakanakira uye zvakanakira.
Nekugona kwayo kubata yakaoma data nharaunda uye otomatiki maitiro, Talend yakafanana neiyo superhero yedata management system.
Inokugonesa kuchengetedza nguva nemari uchichengetedza kutendeseka uye kuenderana kwedata rako.
Talend inopa huwandu hwakasiyana hwekushanda kuti uzadzise zvinodiwa nesangano rega rega, kungave kwedata profiling, kuchenesa, kunaka, kana hutongi.
Zvichakadaro, Atlan inoshanda senge simba rekubatanidza rezvikwata zvedata.
Zvikwata zvinogona kuwana, kuronga, uye kugovera data nekuda kweiyo mushandisi-inoshamwaridzika dhizaini uye yakasimba maficha, ayo anofambisa kubatana uye kutonga.
Atlan mutambo unoshamisa wemasangano anokoshesa kushandira pamwe uye manejimendi.
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