Vim qhov kev loj hlob tseem ceeb ntawm kev txheeb xyuas cov ntaub ntawv thiab kev tswj cov ntaub ntawv rau cov lag luam, kev sib piv ntawm cov ntaub ntawv platforms Snowflake thiab Databricks yog qhov tsim nyog rau kev ua lag luam niaj hnub no.
Cov koom haum xav tau ib lub tswv yim los sau tag nrho cov ntaub ntawv uas lawv xav tau los ntsuas hauv ib qho chaw uas nws tuaj yeem npaj tau rau cov ntaub ntawv mining vim tias cov ntaub ntawv yuav tsum tau kawm nce zuj zus.
Tsis muaj qhov tsis ntseeg, qhov kev qhuas huab-raws li cov ntaub ntawv tshuab Snowflake thiab Databricks yog ob qho tib si thawj coj hauv kev lag luam. Cov ntaub ntawv twg, txawm li cas los xij, zoo tagnrho rau koj lub tuam txhab?
Qhov ntau, ceev, thiab qhov zoo uas cov ntawv thov kev lag luam xav tau yog txhua tus muab los ntawm Snowflake thiab Databricks.
Thaum muaj qhov sib txawv, kuj muaj ntau qhov sib piv. Lawv muaj ib tug txawv orientation, uas yog pom tseeb thaum soj ntsuam.
Cov tsim ntawm Apache Spark tau tsim cov lag luam software lag luam Databricks.
Nws yog renowned rau fusing qhov loj tshaj ntawm cov ntaub ntawv pas dej thiab cov ntaub ntawv warehouses rau hauv ib lub pas dej architecture.
Cov ntaub ntawv khaws cia ua lag luam Snowflake muaj huab-raws li kev khaws cia thiab nkag mus rau cov kev pabcuam nrog tsawg kawg hassle. Nws tsim nws txoj kev sawv ua ib qho kev daws teeb meem uas muaj kev nyab xeeb rau koj cov ntaub ntawv thaum xav tau yuav luag me ntsis tu.
Tsab ntawv xov xwm no muab rau koj cov ncauj lus kom ntxaws sib piv ntawm Snowflake Vs. Databricks thiab piav qhia txhua yam khoom muaj txiaj ntsig yog li koj tuaj yeem txiav txim siab qhov twg yog qhov zoo tshaj plaws rau koj txoj kev lag luam. Cia peb pib nrog lawv cov lus qhia.
Yuav ua li cas yog Paj daus?
Snowflake yog ib qho kev tswj xyuas tag nrho uas muab cov neeg siv khoom yuav luag tsis muaj kev txwv ntawm kev ua haujlwm ib txhij rau kev sib koom ua ke cov ntaub ntawv yooj yim, thauj khoom, tshuaj xyuas, thiab sib koom.
Data Lakes, Data Engineering, Data Application Development, Data Science, thiab kev nyab xeeb ntawm cov ntaub ntawv sib koom yog qee qhov kev siv.
Kev suav thiab khaws cia yog ib txwm sib cais los ntawm Snowflake tus qauv tsim.
Nrog kev pab los ntawm cov qauv no, koj tuaj yeem xyaum muab tag nrho koj cov neeg siv thiab cov ntaub ntawv ua haujlwm nkag mus rau ib daim qauv ntawm koj cov ntaub ntawv yam tsis muaj kev cuam tshuam kev ua haujlwm tsis zoo.
Rau cov neeg siv kev paub zoo ib yam, Snowflake ua rau koj ua tiav koj cov ntaub ntawv kev daws teeb meem tsis pom nyob thoob plaws ntau qhov chaw thiab Huab.
Los ntawm kev tshem tawm qhov nyuaj ntawm lub hauv paus Cloud infrastructures, Snowflake ua rau nws ua tau.
Snowflake Data Marketplace, uas muaj ntau txoj hauv kev los cuam tshuam nrog ntau txhiab tus neeg siv khoom Snowflake, kuj tseem ua rau koj nkag mus rau cov ntaub ntawv sib koom thiab cov kev pabcuam cov ntaub ntawv.
nta
- Kev txiav txim siab zoo dua cov ntaub ntawv: Nrog Snowflake, koj tuaj yeem tshem tawm cov ntaub ntawv silos thiab muab txhua tus neeg hauv kev lag luam nkag mus rau kev nkag siab zoo. Qhov no yog thawj kauj ruam tseem ceeb hauv kev txhim kho kev sib raug zoo ntawm tus khub, txhim kho tus nqi zoo, txiav cov nuj nqis cuam tshuam nrog kev ua haujlwm, nce kev muag khoom zoo, thiab ntau yam ntxiv.
- Txhim kho Analytics ceev thiab zoo: Koj tuaj yeem ntxiv dag zog rau koj cov kav dej tshuaj ntsuam xyuas nrog Snowflake los ntawm kev hloov los ntawm cov khoom thauj thaum hmo ntuj mus rau cov ntaub ntawv kwj ntawm lub sijhawm. Los ntawm kev tso cai rau txhua tus neeg hauv koj txoj kev lag luam muaj kev nyab xeeb, sib npaug, thiab tswj kev nkag mus rau koj lub tsev khaws ntaub ntawv, koj tuaj yeem txhim kho qhov zoo ntawm kev txheeb xyuas ntawm kev ua haujlwm. Qhov no txo cov nuj nqis thiab kev siv zog ua haujlwm, ua rau cov tuam txhab faib cov peev txheej kom tau txais txiaj ntsig zoo tshaj plaws.
- Cov ntaub ntawv pauv nrog customization: Koj tuaj yeem tsim koj tus kheej cov ntaub ntawv sib pauv nrog Snowflake, tso cai rau koj xa cov ntaub ntawv nyob, tswj hwm kev nyab xeeb. Tsis tas li ntawd, nws ua haujlwm los txhawb kev tsim cov ntaub ntawv sib txuas nrog cov neeg koom tes, cov neeg siv khoom, thiab lwm yam kev lag luam. Nws ua tiav qhov no los ntawm kev tau txais 360-degree kev xav ntawm koj cov neeg siv khoom, uas muab cov ntaub ntawv ntawm cov neeg siv khoom tseem ceeb xws li kev nyiam, kev ua haujlwm, thiab ntau ntxiv.
- Cov khoom siv ntau dua thiab cov neeg siv kev paub: Koj tuaj yeem nkag siab cov neeg siv tus cwj pwm thiab cov khoom siv zoo dua nrog Snowflake nyob rau hauv qhov chaw. Tsis tas li ntawd, koj tuaj yeem siv tag nrho cov ntaub ntawv teeb tsa kom txaus siab rau cov neeg siv khoom, txhim kho koj cov khoom lag luam zoo, thiab txhawb cov ntaub ntawv tshawb fawb tshiab.
- Muaj kev ruaj ntseg: Tag nrho cov ntaub ntawv ua raws cai thiab kev ruaj ntseg cybersecurity tuaj yeem muab nruab rau hauv cov ntaub ntawv nyab xeeb. Qhov xwm txheej ceev ceev yog lav los ntawm cov ntaub ntawv snowflake pas dej. Kev sib xyaw cov ntaub ntawv teev tseg loj heev hauv ib qho chaw thiab ntsuas lub xyoo cov ntaub ntawv tsim nyog, ua rau koj tau txais daim duab tag nrho ntawm qhov tshwm sim. Semi-structured cav thiab cov ntaub ntawv ua lag luam tau tam sim no tuaj yeem ua ke hauv ib lub pas dej ntawm cov ntaub ntawv. Tsis muaj kev ntsuas ntsuas, Snowflake ua rau koj tau txais koj txhais ko taw hauv lub qhov rooj thaum ua kom yooj yim los hloov thiab hloov cov ntaub ntawv thaum nws tau raug xa tawm.
Yuav ua li cas yog Cov Ntaub Ntawv?
Databricks yog huab-raws li cov ntaub ntawv platform uas tau tsav los ntawm Apache Spark. Nws tsom mus rau Big Data Analytics thiab kev sib koom tes loj.
Koj tuaj yeem muab tag nrho Data Science chaw ua haujlwm rau Kws tshuaj xyuas lag luam, Cov Kws Tshawb Fawb Cov Ntaub Ntawv, thiab Cov Kws Tshawb Fawb Cov Ntaub Ntawv los cuam tshuam nrog kev siv Databricks 'Machine Learning Runtime, tswj ML Flow, thiab phau ntawv sib koom ua ke.
Dataframes thiab Spark SQL cov tsev qiv ntawv, uas tso cai rau koj los cuam tshuam nrog cov ntaub ntawv tsim, nyob hauv Databricks.
Ntxiv rau kev pab koj tsim artificial txawj ntse kev daws teeb meem, Databricks ua rau nws yooj yim los kos cov lus xaus ntawm koj cov ntaub ntawv tam sim no.
Tsis tas li ntawd, Databricks muaj ntau lub tsev qiv ntawv rau tshuab kev kawm, suav nrog Tensorflow, Pytoch, thiab lwm yam, rau kev tsim thiab kev cob qhia tshuab kev kawm qauv.
Ntau yam kev lag luam cov neeg siv khoom siv Databricks los ua cov txheej txheem tsim khoom loj thoob plaws ntau yam kev siv thiab cov haujlwm, suav nrog Kev Kho Mob, Media & Kev Lom Zem, Kev Pabcuam Nyiaj Txiag, Khw Muag Khoom, thiab ntau ntxiv.
nta
- Delta Lake: Databricks muaj cov txheej txheem khaws cia uas yog qhib thiab tsim los siv thoob plaws tag nrho cov ntaub ntawv lifecycle. Cov txheej txheem no tuaj yeem siv los muab cov ntaub ntawv scalability thiab kev ntseeg siab rau koj cov ntaub ntawv tam sim no.
- Phau ntawv sib tham sib: Koj tuaj yeem nkag tau sai sai rau koj cov ntaub ntawv, txheeb xyuas nws, tsim qauv nrog lwm tus, thiab qhia cov kev pom tshiab, muaj txiaj ntsig zoo thaum koj muaj cov cuab yeej thiab lus zoo. Scala, R, SQL, thiab Python tsuas yog ob peb hom lus uas tau txais kev txhawb nqa los ntawm Databricks.
- Tshuab kawm: Nrog kev pab los ntawm cov txheej txheem txiav-ntug xws li Tensorflow, Scikit-Learn, thiab Pytorg, Databricks muab rau koj ib-nias nkag mus rau qhov chaw ua haujlwm Machine Learning ua ntej. Koj tuaj yeem sib qhia thiab saib xyuas cov kev sim, tswj cov qauv ua ke, thiab rov ua dua tag nrho los ntawm ib lub chaw cia khoom nruab nrab.
- Enhanced Spark Cav: Koj tuaj yeem tau txais qhov tseeb tshaj plaws ntawm Apache Spark siv Databricks. Ntau lub tsev qiv ntawv qhib qhov chaw kuj tseem tuaj yeem ua ke nrog Databricks. Koj tuaj yeem teeb tsa cov pawg sai sai thiab tsim kom muaj kev tswj hwm Apache Spark ib puag ncig yog tias koj nkag mus rau qhov muaj thiab ua kom muaj peev xwm ntawm ntau tus neeg muab kev pabcuam huab. Cov pawg tuaj yeem teeb tsa, teeb tsa, thiab kho kom zoo nrog Databricks yam tsis tas yuav tsum tau saib xyuas txuas ntxiv kom tswj tau qhov ua tau zoo thiab kev cia siab.
Core Qhov Sib txawv ntawm Snowflake & Databricks
Architecture
Snowflake yog ANSI SQL-based serverless system nrog tag nrho cov khoom sib txawv thiab suav cov txheej txheem txheej txheem.
Txhua lub tsev khaws khoom virtual (piv txwv li, suav pawg) hauv Snowflake khaws cov txheej txheem ntawm tag nrho cov ntaub ntawv teeb tsa hauv zos thaum siv kev ua haujlwm loj heev (MPP) los ua cov lus nug.
Rau cov ntaub ntawv sab hauv lub koom haum thiab kev ua kom zoo rau hauv cov ntawv sib sau uas tuaj yeem khaws cia hauv huab, Snowflake ntiav micro partitions.
Qhov tseeb tias Snowflake tswj txhua yam ntawm kev tswj cov ntaub ntawv, suav nrog cov ntaub ntawv loj, compression, qauv, metadata, txheeb cais, thiab lwm yam khoom siv uas tsis pom tam sim ntawd rau cov neeg siv thiab tsuas yog nkag tau los ntawm SQL queries, ua kom tag nrho cov no ua tiav. txiav txim.
Virtual warehouses, uas yog xam cov pawg ua los ntawm ntau MPP nodes, yog siv los ua txhua yam hauv Snowflake.
Snowflake thiab Databricks yog ob qho tib si SaaS cov kev daws teeb meem, txawm li cas los xij, Databricks 'architectural txawv heev vim nws tau tsim los ntawm Spark.
Lub cav muaj ntau hom lus hu ua Spark tuaj yeem ntsia tau rau hauv huab thiab yog nyob ntawm ib leeg lossis pawg. Databricks tam sim no siv AWS, GCP, thiab Azure, ntau npaum li Snowflake.
Lub dav hlau tswj thiab cov ntaub ntawv dav hlau ua rau nws cov qauv. Tag nrho cov ntaub ntawv ua tiav yog muaj nyob rau hauv cov ntaub ntawv dav hlau, thaum tag nrho cov kev pabcuam backend tswj los ntawm Databricks Serverless xam pom nyob rau hauv lub dav hlau tswj.
Serverless xam ua rau cov thawj coj los tsim serverless SQL endpoints uas tau tswj hwm tag nrho los ntawm Databricks thiab muab kev suav tam sim.
Thaum cov kev pabcuam suav nrog rau feem ntau ntawm lwm cov kev suav Databricks tau muab faib rau hauv huab account lossis cov ntaub ntawv ib txwm siv dav hlau, cov peev txheej no tau muab faib rau hauv Serverless cov ntaub ntawv dav hlau.
Lub architecture ntawm Databricks yog tsim los ntawm ntau qhov tseem ceeb:
- Databricks Delta Lake
- Databricks Delta Cav
- MLFlow
Cov Qauv Ntaub Ntawv
Cov ntaub ntawv ib nrab thiab cov txheej txheem tuaj yeem khaws cia thiab xa tawm siv Snowflake yam tsis tas yuav muaj ETL cov cuab yeej los npaj cov ntaub ntawv ua ntej xa mus rau EDW.
Snowflake instantly hloov cov ntaub ntawv mus rau nws tus kheej sab hauv, txheej txheem hom ntawv thaum cov ntaub ntawv xa tuaj. Nyob rau hauv sib piv rau Data Lake, Snowflake tsis xav kom koj muab cov qauv rau koj cov ntaub ntawv tsis muaj teeb meem ua ntej koj tuaj yeem thauj khoom thiab cuam tshuam nrog nws.
Cov hom ntaub ntawv tuaj yeem siv nrog Databricks hauv lawv cov hom qub. Txhawm rau muab koj cov ntaub ntawv tsis tsim nyog kom nws tuaj yeem siv los ntawm lwm yam cuab yeej xws li Snowflake, koj tuaj yeem siv Databricks ua ib qho cuab yeej ETL..
Hauv kev sib cav ntawm Databricks thiab Snowflake, Databricks yeej dhau Snowflake raws li Cov Ntaub Ntawv Cov Qauv.
Cov ntaub ntawv muaj tswv
Cov txheej txheem thiab khaws cia yog sib cais hauv Snowflake, cia lawv loj hlob ntawm nws tus kheej ntawm huab. Qhov no qhia tau tias lawv tuaj yeem ua txhua yam ntawm nws tus kheej hauv Huab raws li koj xav tau.
Koj cov nyiaj txiag yuav tau txais txiaj ntsig los ntawm qhov no. Tsis tas li ntawd, ob txheej txheej ua tswv tau khaws cia. Snowflake ruaj ntseg nkag mus rau cov ntaub ntawv thiab cov cuab yeej siv tshuab siv lub luag haujlwm tswj kev nkag mus siv (RBAC) txheej txheem.
Cov ntaub ntawv ua thiab khaws cia cov khaubncaws sab nraud povtseg ntawm Databricks yog tag nrho decoupled, nyob rau hauv sib piv rau decoupled txheej nyob rau hauv Snowflake.
Cov neeg siv tuaj yeem tso lawv cov ntaub ntawv nyob qhov twg hauv txhua hom ntawv, thiab Databricks yuav ua haujlwm tau zoo vim nws lub hom phiaj tseem ceeb yog daim ntawv thov cov ntaub ntawv.
Databricks yog tus yeej meej hauv kev sib cav ntawm Databricks thiab Snowflake vim koj tuaj yeem siv nws los ua cov ntaub ntawv.
Cov Ntaub Ntawv Tiv Thaiv
Sijhawm Taug Kev thiab Tsis Muaj Kev Nyab Xeeb yog ob yam tshwj xeeb ntawm Snowflake. Lub Sijhawm Taug Kev Ua Haujlwm ntawm Snowflake khaws cov ntaub ntawv hauv lub xeev ua ntej hloov tshiab.
Thaum cov neeg siv khoom lag luam tuaj yeem xaiv lub sijhawm ntev txog 90 hnub, Lub Sijhawm Ncig Tebchaws feem ntau txwv rau ib hnub. Databases, schemas, thiab tables tuaj yeem siv qhov peev xwm no.
Thaum Lub Sijhawm Taug Kev Thauj Mus Los yuav tas sijhawm, lub sijhawm 7-hnub tsis muaj kev nyab xeeb pib, uas yog tsim los tiv thaiv thiab kho cov ntaub ntawv yav dhau los.
Databricks Zoo ib yam li Snowflake's Time Travel feature ua haujlwm, Delta Lake ua ib yam. Cov ntaub ntawv khaws cia hauv Delta Lake tau txais kev hloov pauv, tso cai rau cov neeg siv rov qab cov ntaub ntawv dhau los rau kev siv yav tom ntej.
Databricks khiav ntawm Spark, thiab txij li Spark yog tsim los ntawm cov khoom-theem cia, Databricks yeej tsis khaws cov ntaub ntawv tiag tiag.
Qhov no yog ib qho ntawm nws qhov zoo. Qhov no kuj txhais tau hais tias Databricks tuaj yeem siv cov teeb meem siv rau hauv tsev.
Security
Tag nrho cov ntaub ntawv yog cia li encrypted ntawm so nyob rau hauv Snowflake.
Txhua qhov kev sib txuas lus ntawm lub dav hlau tswj thiab cov ntaub ntawv dav hlau tshwm sim nyob rau hauv lub network ntiag tug ntawm tus neeg muab kev pabcuam huab, thiab tag nrho cov ntaub ntawv khaws cia hauv Databricks tau ruaj ntseg.
Ob qho kev xaiv muaj RBAC (lub luag haujlwm tswj kev nkag mus). Snowflake thiab Databricks ua raws li ntau txoj cai thiab ntawv pov thawj, suav nrog SOC 2 Hom II, ISO 27001, HIPAA, thiab GDPR.
Txawm li cas los xij, raws li Databricks ua haujlwm rau saum cov khoom-theem cia zoo li AWS S3, Azure Blob Storage, Google huab Cia, thiab lwm yam, nws tsis muaj txheej cia nyob rau hauv sib piv rau Snowflake.
Performance
Hais txog kev ua tau zoo, Snowflake thiab Databricks yog cov kev daws teeb meem tsis sib xws uas nws nyuaj heev los sib piv lawv.
Nws tuaj yeem hloov kho txhua qhov ntsuas kom nthuav tawm cov dab neeg sib txawv me ntsis. Ib qho piv txwv zoo meej ntawm qhov no yog qhov tsis ntev los no txoj kev tshawv no ua los ntawm Databricks txog TPC-DS benchmark.
Nyob rau hauv cov nqe lus ntawm kev sib piv lub taub hau-rau-lub taub hau, Snowflake thiab Databricks txhawb kev siv sib txawv me ntsis, thiab tsis muaj leej twg yog qhov zoo tshaj rau lwm tus.
Snowflake, txawm li cas los xij, tej zaum yuav yog qhov kev xaiv zoo dua rau cov lus nug sib tham vim nws ua kom zoo dua txhua qhov kev cia rau cov ntaub ntawv nkag thaum lub sijhawm noj.
Siv Case
BI thiab SQL siv rooj plaub tau txais txiaj ntsig zoo los ntawm Databricks thiab Snowflake.
Snowflake muab JDBC thiab ODBC tsav tsheb uas yooj yim rau kev koom ua ke nrog lwm cov software.
Muab hais tias cov neeg siv khoom tsis tas yuav tswj hwm qhov kev zov me nyuam, nws feem ntau muaj npe nrov rau nws cov kev siv hauv BI thiab rau cov lag luam xaiv ib qho yooj yim analytical platform.
Qhov chaw qhib Delta Lake uas Databricks tau tso tawm ntxiv ib txheej ntxiv ntawm kev ruaj ntseg rau lawv cov Data Lake nyob rau lub sijhawm no. Cov neeg siv khoom tuaj yeem xa cov lus nug SQL mus rau Delta Lake nrog kev ua tau zoo.
Muab lawv ntau yam thiab cov thev naus laus zis zoo tshaj plaws, Databricks tau muaj npe zoo rau lawv cov kev siv uas txo tus neeg muag khoom xauv-hauv, zoo dua rau ML workloads, thiab pab tech loj heev.
pricing
Cov neeg siv khoom muaj kev nkag mus rau plaub theem kev lag luam nrog Snowflake. Standard, Enterprise, Lag luam Critical, thiab Virtual Private Snowflake yog plaub versions muaj. Cov ntaub ntawv tus nqi tag nrho yog muaj no.
Ntawm qhov tod tes, peb theem kev lag luam tus nqi muab los ntawm Databricks yog qhov yooj yim, hwm, thiab kev lag luam. Koj tuaj yeem saib tag nrho daim ntawv teev nqi yog no.
xaus
Cov cuab yeej txheeb xyuas cov ntaub ntawv zoo suav nrog Snowflake thiab Databricks.
Muaj cov txiaj ntsig thiab qhov tsis zoo rau txhua tus. Kev siv cov qauv, cov ntaub ntawv ntim, kev ua haujlwm, thiab cov tswv yim cov ntaub ntawv txhua tus tuaj rau hauv kev ua si thaum txiav txim siab lub platform twg yog qhov zoo tagnrho rau koj lub lag luam.
Snowflake yog qhov zoo dua rau cov neeg uas tau ntsib nrog SQL thiab rau cov ntaub ntawv hloov pauv thiab kev tsom xam.
Streaming, ML, AI, thiab cov ntaub ntawv tshawb fawb ua haujlwm tau zoo dua rau Databricks vim nws lub cav Spark, uas txhawb kev siv ntau hom lus.
Txhawm rau kom tau txais lwm yam lus, Snowflake tau qhia txog kev txhawb nqa rau Python, Java, thiab Scala.
Qee tus hais tias Snowflake txo qis cia thaum noj, yog li nws zoo dua rau cov lus nug sib tham.
Tsis tas li ntawd, nws yog qhov zoo tshaj plaws ntawm kev tsim cov ntawv ceeb toom thiab dashboards thiab tswj BI workloads. Raws li cov ntaub ntawv warehouse, nws ua tau zoo.
Txawm li cas los xij, qee cov neeg siv tau sau tseg tias nws raug kev txom nyem nrog cov ntaub ntawv loj, xws li cov pom hauv daim ntawv thov streaming. Snowflake yeej nyob rau hauv kev sib tw ncaj qha raws li cov ntaub ntawv khaws cia cov txuj ci.
Txawm li cas los xij, Databricks tsis yog lub tsev khaws ntaub ntawv. Nws cov ntaub ntawv platform muaj ntau dua thiab muaj ELT zoo dua, cov ntaub ntawv tshawb fawb, thiab kev kawm tshuab muaj peev xwm rau Snowflake.
Cov neeg siv tsis tswj tus nqi ntawm cov khoom tswj hwm qhov chaw lawv khaws lawv cov ntaub ntawv. Lub pas dej cov ntaub ntawv thiab kev ua cov ntaub ntawv yog cov ntsiab lus tseem ceeb.
Txawm li cas los xij, nws tshwj xeeb yog tsom rau cov kws tshawb fawb cov ntaub ntawv thiab cov kws tshuaj ntsuam zoo heev.
Hauv kev xaus, Databricks yeej rau cov neeg tuaj saib. Ob qho tib si kev txawj ntse thiab cov neeg siv tsis paub siv thev naus laus zis tuaj yeem siv tau yooj yim siv Snowflake.
Yuav luag tag nrho cov ntaub ntawv tswj hwm cov yam ntxwv uas Snowflake muaj muaj los ntawm Databricks thiab ntau ntxiv. Tab sis nws yog qhov nyuaj dua rau kev khiav lag luam, suav nrog kev kawm siab, thiab xav tau kev saib xyuas ntau dua.
Txawm li cas los xij, nws tuaj yeem ua haujlwm ntau dua ntawm cov ntaub ntawv ua haujlwm thiab hom lus. Thiab cov neeg uas paub txog Apache Spark yuav lean mus rau Databricks.
Snowflake yog qhov zoo dua rau cov neeg siv khoom uas xav txhim kho lub tsev khaws ntaub ntawv zoo thiab kev tshuaj ntsuam xyuas platform yam tsis tau bogged hauv kev teeb tsa, cov ntaub ntawv tshawb fawb cov ntsiab lus, lossis kev teeb tsa.
Qhov no kuj tsis yog hais tias Snowflake yog cov cuab yeej yooj yim lossis rau cov neeg siv tshiab. Tsis nyob rau hauv tag nrho cov.
Nws tsis yog high-end li Databricks; lub platform ntawd zoo dua rau cov ntaub ntawv nyuaj engineering, ETL, cov ntaub ntawv tshawb fawb, thiab kev siv streaming.
Snowflake yog lub tsev khaws ntaub ntawv rau kev txheeb xyuas uas khaws cov ntaub ntawv tsim khoom. Tsis tas li ntawd, nws muaj txiaj ntsig zoo rau cov tib neeg uas xav pib me me thiab nce zuj zus ntxiv nrog rau cov novices.
Sau ntawv cia Ncua