Yintoni iRedshift?

Ehlabathini lobuchwepheshe, kukho izixhobo ezahlukeneyo kunye neenkonzo ezivumela iinkampani ukuba zigcine, ziqhube kwaye zihlalutye umthamo omkhulu wedatha. Enye yezi nkonzo yiRedshift, isiseko sedatha efini enikezelwa yiAmazon Web Services (AWS). Utshintsho olubomvu Ibe sisisombululo esisetyenziswa ngokubanzi ngenxa yesakhono saso esikhulu sokugcina kunye nesantya sokubuyisela idatha.

1. Intshayelelo kwi-Redshift: Isishwankathelo sesixhobo esinamandla sokusetyenzwa kwedatha kunye nokuhlalutya

Utshintsho olubomvu sisixhobo esinamandla sokucubungula idatha kunye nokuhlalutya kwiiNkonzo zeWebhu ye-Amazon (AWS) enikezela ukugcinwa okunobungozi kunye nokukwazi ukubuza kwimiqulu emikhulu yedatha. Le nkonzo isekelwe kwi-injini yedatha ye-PostgreSQL kwaye yenzelwe ngokukodwa ukusebenza kunye neeseti ezinkulu zedatha kunye nemibuzo enzima. Nge-Redshift, amaqela ahlalutyayo anokusebenza kwaye ahlalutye amanani amakhulu edatha ngokufanelekileyo kwaye ngokukhawuleza.

La uphawu oluphambili Yintoni eyahlula i-Redshift kubuchule bayo bokulinganisa. Ikuvumela ukuba wongeze ngokulula kwaye ususe ii-node zekhompuyutha ukuziqhelanisa neemfuno eziguqukayo zenkampani. Oku kuluncedo ngakumbi xa ujongene nomthamo omkhulu wedatha, njengoko iqinisekisa ukusebenza kakuhle kunye nokunciphisa amaxesha okuphendula imibuzo. Ukongeza, iRedshift isebenzisa ubuchule bokucinezela obuphambili kunye nokulungiswa kwemibuzo ukuze kuphuculwe ngakumbi ukusebenza.

Okunye inzuzo ephambili yeRedshift kukudityaniswa kwayo nezinye izixhobo kunye neenkonzo ze-AWS. Ixhasa imithombo yedatha eyahlukeneyo, njengeAmazon S3, iAmazon DynamoDB, kunye neAmazon EMR, evumela abasebenzisi ukuba balayishe kwaye hlalutya idatha ukusuka kwimithombo eyahlukeneyo ngaphakathi kokusingqongileyo okufanayo. Ukongeza, i-Redshift idibanisa nezixhobo ezithandwayo zokubonwa kwedatha, okwenza kube lula ukuvelisa iingxelo ezisebenzisanayo kunye needeshibhodi zokuthatha izigqibo kwishishini. Ngamafutshane, i-Redshift ibonelela iinkampani ngesisombululo esipheleleyo kunye nesantya sokusebenza kunye nokuhlalutya idatha evela indlela esebenzayo.

2. I-Redshift Architecture: Funda indlela i-Redshift esebenzisa ngayo indlela esekelwe kwikholomu kunye nokusabalalisa ukusabalalisa ukuphucula ukusebenza kakuhle kunye nokusebenza.

I-Redshift yinkonzo yokugcina idatha yefu enokunyuka kakhulu kwaye esebenzayo enikezelwa yi-Amazon Web Services (AWS). Uyilo lwayo lusekelwe kwindlela entsha ebizwa ngokuba yi "columnar storage", apho idatha igcinwa kwiikholomu endaweni yemigqa. Esi sakhiwo sivumela ukufikelela ngokufanelekileyo kwidatha kunye nokukhawuleza ukuphendulwa kwemibuzo, ngakumbi kwiimeko apho inani elikhulu lolwazi kufuneka lihlalutywe.

Ukongeza kwindlela esekwe kwikholamu, iRedshift isebenzisa ingqikelelo "yokusasazwa." Oku kuthetha ukuba idatha isasazwa ngokuzenzekelayo kuzo zonke iindawo ezahlukeneyo ezenza iqela le-Redshift, ekuvumela ukuba uqhube imibuzo ngokuhambelana kwaye ufumane iziphumo ezikhawulezayo. Ukuhanjiswa kwedatha kwenziwa ngokusebenzisa i-algorithm ehlakaniphile enokukhetha ukusabalalisa idatha ngokusekelwe kwikholamu engundoqo okanye ukwenza ukusabalalisa okungahleliwe. Esi sixhobo sokuhambisa siphucula kakhulu ukusebenza kwesiseko sedatha kunye nokulinganisa.

Indlela esekwe kwikholamu yeRedshift kunye nokuhanjiswa kwedatha kuneenzuzo ezininzi eziphambili. Okokuqala, bavumela ukusetyenziswa kokugcinwa okuphantsi, ekubeni idatha ixinzelelwe ngempumelelo ngaphakathi kwikholamu nganye. Oku kunciphisa iindleko kwaye kwenza i-Redshift ibe yindlela ekhangayo kwiinkampani ezifuna ukugcina nokuhlalutya umthamo omkhulu wedatha. Okwesibini, indlela esekelwe kwikholomu iphucula isantya sombuzo kuba kuphela iikholomu ezifanelekileyo kumbuzo ngamnye zifikeleleke, kunokuba zifunde umqolo wonke wedatha. Ekugqibeleni, ukuhanjiswa kwedatha kukuvumela ukuba ulinganise ngokuzenzekelayo i-database xa udibanisa okanye ususa ii-nodes kwi-cluster, ekuvumela ukuba ulungelelanise umthamo ngokweemfuno zoshishino.

3. Iimpawu eziphambili ze-Redshift: Phonononga ezona mpawu zibalulekileyo ze-Redshift, ezifana noxinzelelo lwedatha, ukuhambelana, kunye nokukwazi ukukala njengoko kufuneka.

I-Redshift yinkonzo yokugcina idatha yefu kunye nenkonzo yokuhlalutya eyenzelwe ukuphatha umthamo omkhulu wolwazi ngokufanelekileyo. Kweli candelo, siza kuphonononga iimpawu eziphambili ze-Redshift ezenza ukuba zivelele phakathi kwezinye izisombululo ezifanayo.

Uxinzelelo lwedatha: Enye yezona zinto ziphambili zeRedshift kukukwazi ukucinezela idatha. Oku kuthetha ukuba idatha egciniweyo ithatha indawo encinci, ivumela ukusebenza okuphuculweyo kunye nokonga okubalulekileyo kwiindleko zokugcina. Ukongeza, iRedshift isebenzisa i-algorithms yoxinzelelo oluphezulu olunciphisa impembelelo ekusebenzeni kombuzo.

Ukungqinelana: I-Redshift isebenzisa i-massively parallel processing (MPP) uyilo lolwakhiwo ukusasaza ngokufanelekileyo kunye nokuphendula imibuzo. Oku kuthetha ukuba imibuzo yahlulahlulwe yangamacandelo amaninzi kwaye yenziwe ngokuhambelana kwiiseva ezininzi. Esi sixhobo sokungqamanisa sivumela i-Redshift ukuba inikeze ukusebenza ngokukhawuleza okukhethekileyo, nakwiindawo ezinomthamo wedatha ephezulu.

Ukukwazi ukukala njengoko kufuneka: Enye imbalasane yeRedshift kukukwazi ukukala ngokweemfuno zeshishini. Oku kuthetha ukuba indawo yokugcina yeRedshift kunye namandla okusebenza anokulungiswa ngokulula nangokukhawuleza. Njengoko imiqulu yedatha inyuka okanye iyancipha, ii-nodes zinokongezwa okanye zisuswe ukuze zihambelane neemfuno eziguqukayo. Oku kukhula kuvumela ukusetyenziswa ngokufanelekileyo kwezibonelelo kwaye kuthintele iindleko ezingeyomfuneko.

4. Ukudityaniswa nezinye izixhobo: Funda indlela i-Redshift edibanisa ngayo ngaphandle komthungo kunye nohlalutyo lwedatha eyahlukeneyo kunye nezixhobo zokubonisa.

Enye yeenzuzo eziphambili zeRedshift kukudityaniswa kwayo ngokulula kunye neentlobo ezininzi zohlalutyo lwedatha kunye nezixhobo zokujonga. Oku kuvumela abasebenzisi ukuba basebenzise izixhobo abasele bezazi kwaye basebenzise ngokupheleleyo amandla abo. I-Redshift iyahambelana nezixhobo ezidumileyo ezifana neTableau, Power BI, kunye neLocker, okwenza kube lula ukujonga idatha egcinwe kwindawo yokugcina idatha.

I-Redshift iphinda idibanise ngokungenamthungo kunye nezixhobo zokuhlalutya ezifana ne-R kunye ne-Python, evumela abasebenzisi ukuba benze uhlalutyo oluphambili kunye nomzekelo oqikelelwayo ngokuthe ngqo kwiqonga. Oku kunika ukuhamba komsebenzi okusebenzayo kwaye kunqanda isidingo sokudlulisa idatha phakathi kwezixhobo ezahlukeneyo. Ukongeza, i-Redshift iyaxhaswa kunye nezinye iinkonzo ukusuka kwi-AWS, efana ne-Amazon S3 kunye ne-AWS Glue, evumela ukuhlanganiswa okungenamthungo ngaphakathi kweziseko zakho ezikhoyo.

Xa kuziwa ekudityanisweni, i-Redshift inikezela ngeendlela ezininzi zokukhetha. Ngenkxaso yayo ye-JDBC kunye ne-ODBC, abasebenzisi banokuxhuma kwi-Redshift kwiintlobo ezahlukeneyo zezicelo zomntu wesithathu kunye nezixhobo zoBuchule boShishino. Ukongeza, iRedshift ibonelela nge-REST API ebanzi evumela abaphuhlisi ukuba badibanise ngokulula indawo yokugcina idatha kwizicelo zabo zesiko. Ezi zikhetho zokudibanisa eziguquguqukayo ziqinisekisa ukuba i-Redshift ihambelana neemfuno ezithile zombutho ngamnye kwaye inikezela ngamava angenamthungo kungakhathaliseki ukuba izixhobo ezisetyenzisiweyo.

5. Iindlela ezigqwesileyo zokusebenza ngokugqibeleleyo: Fumana amaqhinga kunye neengcebiso zokwandisa ukusebenza kwe-Redshift kwaye ufumane okuninzi kwesi sixhobo sinamandla.

I-Redshift sisixhobo esinamandla sokucubungula idatha kunye nokuhlalutya umthamo omkhulu wolwazi. Ukufumana okuninzi kwesi sixhobo, kubalulekile ukuphumeza ezona zenzo zilungileyo zokwenziwa komsebenzi. Nazi ezinye izicwangciso kunye neengcebiso eziza kukunceda wenze ngcono ukusebenza kweRedshift.

1. Ukusabalalisa kunye nokulungelelanisa idatha yakho ngokuchanekileyo: Ukuphucula ukusebenza kwe-Redshift, kubalulekile ukusasaza idatha yakho ngokufanelekileyo kuyo yonke imimandla yeqela. Oku kubalulekile ukwenzela ukuba inkqubo ikwazi ukulinganisa umthwalo womsebenzi kwaye isebenzise uninzi lwezibonelelo ezikhoyo. Ukongeza, unako i-odolo idatha yakho esekelwe kwikholamu engundoqo ukuququzelela ukucoca kunye nemisebenzi yokudibanisa.

2. Sebenzisa imisebenzi ye isitshixo sokulungisa y diskey: I-Redshift inikezela ngezinto ezimbini eziphambili zokuphucula ukusebenza. Umsebenzi isitshixo sokulungisa ivumela ucwangco ngokwasemzimbeni idatha kwitheyibhile ngokwekholamu enye okanye ngaphezulu, eyenza isantya sokhetho kunye nemisebenzi yokudibanisa. Kwelinye icala, umsebenzi diskey ikuvumela ukuba ukhankanye umqolo ozakusetyenziswa njenge iqhosha lokuhambisa, ehambisa idatha ngokusekelwe kumaxabiso kulo mhlathi ukunciphisa imfuno yokuhambisa kunye nokukopa idatha phakathi kwamaqela.

3. Yandisa imibuzo yakho: Ukuze usebenze ngokugqibeleleyo kwi-Redshift, kubalulekile ukuba ulungiselele imibuzo yakho. Unokwenza oku ngokuqinisekisa ukuba imibuzo yakho okufanayo kwabo bathe babulawa ngaphambili kwaye bakha babulawa igcinwe, enqanda ukuphinda kuqhutywe. Kufuneka kwakhona ukuphephe ukusetyenziswa ngokungeyomfuneko ukujoyina y imibuzo, kuba le misebenzi idla ngokubiza kakhulu malunga nokusebenza. Ukongeza, qwalasela i ucinezelo yedatha ukunciphisa amaxesha okufunda nokubhala.

6. Ukhuseleko kwi-Redshift: Funda malunga namanyathelo okhuseleko aphunyezwe yi-Redshift ukuqinisekisa ukukhuselwa kwedatha kunye nobumfihlo bolwazi.

I-Redshift yinkonzo yokugcina idatha yefu eyenziwe yi-Amazon. Ibonelela ngesisombululo esinokwehla kunye neendleko ezifanelekileyo zokugcina kunye nokuhlalutya umthamo omkhulu wedatha. Nangona kunjalo, ukhuseleko lwedatha luyinkxalabo ephambili kuwo nawuphi na umbutho osebenzisa iinkonzo zelifu. I-Redshift iphumeze uluhlu lwamanyathelo okhuseleko ukuqinisekisa ukukhuselwa kwedatha kunye nobumfihlo bolwazi.

Enye yamanyathelo okhuseleko aphambili aphunyezwe yi-Redshift kukufihlwa kwedatha xa uhamba kwaye uphumle. Idatha ekuthuthweni phakathi kwe-Redshift kunye nezinye iinkqubo ziguqulelwe ngokuntsonkothileyo kusetyenziswa i-Secure Sockets Layer (SSL) kunye noKhuseleko loMaleko wezoThutho (TLS), eqinisekisa ukhuseleko lolwazi ngexesha lokuthutha kwayo. Ngaphandle koko, Idatha egcinwe kwi-Redshift iphinde iguqulelwe ngokuzenzekelayo kusetyenziswa i-Amazon S3 encryption, enika uluhlu olongezelelweyo lokhuseleko.

Ukongeza kwi-encryption, i-Redshift inikezela uluhlu olubanzi lokufikelela kunye nolawulo lokuqinisekisa ukuqinisekisa ukhuseleko lwedatha. Abasebenzisi banokumisela iindima kunye nemigaqo-nkqubo yokufikelela ukukhawulela ukuba ngubani onokufikelela kwidatha kunye nokuba zeziphi izenzo ezinokuthatha. Ukuqinisekiswa kuyaxhaswa izinto ezimbini kunye nokudityaniswa nesazisi kunye neenkonzo zofikelelo, ezifana ne-AWS Identity and Access Management (IAM) kunye ne-Active Directory.

Ngokumalunga nokukhuselwa kwizisongelo zangaphandle, i-Redshift ibandakanya iifirewall zenethiwekhi evumela abasebenzisi ukuba baqwalasele imithetho yokulawula ukufikelela kwiziganeko zeqela le-Redshift. Ngaphandle koko, I-Redshift yenza i-backups ezenzekelayo kwaye ivumela ukucwangciswa kwee-snapshots zezandla, ukuqinisekisa ukufumaneka kwedatha kunye nokubuyiselwa kwimeko yeentlekele okanye impazamo yomntu. Isishwankathelo, i-Redshift izama ukuqinisekisa ukhuseleko lwedatha ngokuphumeza amanyathelo okubhala, ukulawula ukufikelela kunye nokuqinisekiswa, kunye nokukhuselwa kwizisongelo zangaphandle kunye nokugcinwa kwedatha.

7. IiNgqaliselo zeNdleko kunye neScalability: Funda malunga nezicwangciso ezahlukeneyo zamaxabiso kunye neenketho zokunyuka ezibonelelwa yiRedshift, ukuziqhelanisa neemfuno zeshishini ezihlala zitshintsha.

I-Redshift yinkonzo yedatha yefu evela kwiiNkonzo zeWebhu ye-Amazon (AWS) eyenzelwe ngokukodwa ukucubungula umthamo omkhulu wedatha kunye nokwenza uhlalutyo. ngokufanelekileyo. Enye yezona zinto zibalulekileyo ekufuneka ziqwalaselwe xa ukhetha i-Redshift lixabiso kunye nokulinganisa. Kubalulekile ukuqonda izicwangciso zamaxabiso ahlukeneyo kunye nokhetho lokunyuka olunikezwa yiRedshift ukuqinisekisa ukuba baziqhelanisa neemfuno zethu zeshishini ezihlala zitshintsha.

Malunga neendleko, iRedshift ibonelela ngezicwangciso ezininzi zamaxabiso ukuze zilungele amanqanaba ahlukeneyo okusetyenziswa kunye nohlahlo lwabiwo-mali. Iinketho ezidumileyo ziquka imodeli yokuhlawula njengoko uhamba kunye nemodeli yokuzinikela ekusebenziseni. Imodeli yokuhlawula njengoko uhamba Ivumela ukuba sihlawule kuphela izibonelelo esizisebenzisayo, ngaphandle kokuzinikela kwexesha elide. Oku kulungele iinkampani ezinokuguquguquka kwimfuno yemithombo yedatha. Kwelinye icala, imodeli yokuzinikela ekusebenziseni isinika ithuba lokufumana izaphulelo ezibalulekileyo ngokutshintshiselana nokuzinikela ekusebenziseni ixesha elide. Oku kunokuba luncedo kwiinkampani ezinemfuno ezinzileyo yezibonelelo kwaye zifuna ukunciphisa iindleko zabo.

Ngokubhekiselele kwi-scalability, i-Redshift ivumela Ngokukhawuleza lungisa umthamo wokugcina kunye nokusebenza ngokweemfuno eziguqukayo zeshishini lethu. Sinokwandisa ngokulula okanye sinciphise inani lee-comute nodes ukwandisa okanye ukunciphisa ukusebenza kwesiseko sedatha. Ukongeza, sinokukala ngokuthe nkqo ngokongeza ugcino olungakumbi kwindawo nganye okanye ukulinganisa ngokuthe tye ngokongeza iinodi ezininzi zekhompyutha. Oku kusinika ukuguquguquka ukulungelelanisa utshintsho kwimfuno yedatha kunye nokuqinisekisa ukusebenza kakuhle kwemibuzo yethu kunye nohlalutyo.

Ngamafutshane, xa ucinga ukusebenzisa i-Redshift, kubalulekile ukujonga iindleko kunye noqwalaselo lobungakanani ukuqinisekisa ukuba ziyahambelana neemfuno zethu eziguqukayo zeshishini. Qonda izicwangciso zamaxabiso ahlukeneyo kunye neenketho zokukala Iya kusivumela ukuba senze izigqibo ezizizo kwaye sisebenzise ngokupheleleyo izixhobo zethu zogcino-lwazi. Ngokukwazi ukulungelelanisa zombini iindleko kunye nokusebenza, i-Redshift iziveza njengendlela ekhangayo kwiinkampani ezifuna ukucubungula amanani amakhulu edatha kwaye zenze uhlalutyo olukhawulezayo, olusebenzayo.

8. Sebenzisa iimeko kunye nemizekelo yempumelelo: Fumanisa indlela i-Redshift eye yanceda ngayo iinkampani kumacandelo ahlukeneyo ukwenza izigqibo ezisekelwe kwidatha eqinileyo kunye nokufezekisa iziphumo ezinentsingiselo.

Kweli candelo, siza kuhlola sebenzisa iimeko kunye nemizekelo yempumelelo indlela i-Redshift eye yanceda ngayo iinkampani kuwo wonke amashishini ukwenza izigqibo ezisekelwe kwidatha eqinileyo kunye nokuzuza iziphumo ezinentsingiselo. I-Redshift yinkonzo yokugcina idatha yefu enikezelwa yi-Amazon Web Services (AWS), eyenzelwe ngokukodwa ukucubungula nokuhlalutya umthamo omkhulu wedatha ngokukhawuleza nangeendleko ezifanelekileyo.

Enye yeendlela i-Redshift ibe nempembelelo ephawulekayo kuhlalutyo lwedatha ngexesha langempela. Iinkampani ezifana nekhonkco lokuthengisa zisebenzise i-Redshift ukuhlalutya iibhiliyoni zeentengiselwano zemihla ngemihla ukuqonda ukuziphatha kokuthenga abathengi. abathengi babo ngokuthe ngqo. Ngale ndlela, baye bakwazi ukwenza izigqibo ezicwangcisiweyo njengokukhangela iivenkile ezintsha okanye ukuchonga ezona mveliso zidumileyo.

Elinye ibali lempumelelo kushishino lokuzonwabisa, apho iqonga lomxholo wokusasaza lisebenzisa i-Redshift ukuhlalutya indlela yokuziphatha yokujonga abasebenzisi bayo. Ngokukwazi ukucubungula inani elikhulu ledatha yelogi kunye neemethadatha ezivela kubathengi bayo, iqonga liye lakwazi izindululo zobuqu kunye namava abasebenzisi, ngaloo ndlela kwandisa ukwaneliseka kwabathengi kunye nokugcinwa.

9. Imida kunye nemingeni ye-Redshift: Xoxa ngezithintelo kunye nemingeni enokubakho xa usebenzisa i-Redshift kunye nendlela yokujongana nayo ngokufanelekileyo.

Xoxa ngezithintelo kunye nemingeni enokubakho xa usebenzisa i-Redshift kunye nendlela yokujongana nayo ngempumelelo:

1. Ukubaleka kunye nokusebenza: Enye yeenzuzo eziphambili ze-Redshift kukukwazi ukuphatha umthamo omkhulu wedatha, kodwa kubalulekile ukuqaphela ukuba kukho imida kwi-scalability kunye nokusebenza. Njengoko idatha kunye nemibuzo isanda, unokufumana ukuncipha kwisantya sokusebenza. Ukujongana nalo mngeni, kuyacetyiswa:

– Lungiselela uyilo lweschema: I-schema efanelekileyo inokuphucula kakhulu ukusebenza kwe-Redshift. Kubalulekile ukuqwalasela izinto ezinjengokusasazwa kwedatha, itafile yedimension, kunye nokwahlulahlula ukufikelela kumbuzo osebenzayo.

– I-cache yeziphumo: Ukusebenzisa i-caching yeziphumo ze-Redshift kunokunceda ukuphucula ukusebenza kwemibuzo ephindaphindiweyo. Ukugcina idatha yeziphumo zemibuzo enzima okanye esetyenziswa rhoqo kunokunciphisa kakhulu amaxesha okuphendula.

2. Iindleko zokugcina kunye nemida: Nangona i-Redshift inikeza isisombululo sokugcina esisebenzayo, kubalulekile ukuqwalasela imida kunye neendleko ezinxulumene nazo. Eminye imiba emaziqwalaselwe yile:

– Ulawulo lobungakanani beqela: Iintlawulo ze-Redshift ngokobungakanani beqela, kwaye njengoko idatha ikhula, ngokunjalo neendleko ezinxulumeneyo. Kubalulekile ukubeka iliso ngenkuthalo nokulawula ubungakanani beqela ukuthintela iindleko ezingeyomfuneko.

– Uxinzelelo lwedatha: Ukusebenzisa iindlela ezifanelekileyo zokucinezela kunokunceda ukunciphisa ubungakanani bokugcina kwaye ke iindleko. Oku kunokufezekiswa ngokukhetha i-algorithm yoxinzelelo oluchanekileyo kunye nokuphucula i-schema yedatha.

3. Ugcino kunye nokubuyisela: Omnye umngeni xa usebenzisa i-Redshift kukuqinisekisa ukufumaneka kwedatha kunye nokubuyisela kwimeko yokusilela. Eminye imiba ebalulekileyo yile:

– Yenza ii-backups eziqhelekileyo: Kubalulekile ukwenza i-backups rhoqo zedatha egcinwe kwi-Redshift. Oku kunceda ukukhusela ekulahlekeni kwedatha kwaye kwenza ukuba kwakhona kwakhona kwintlekele.

– Sebenzisa ukungafuneki: Ukuqinisekisa ukufumaneka kwedatha ephezulu, kunokufuneka ukuba kuphunyezwe ukucwangciswa kweqela okungafunekiyo. Oku kuvumela idatha ukuba ifumaneke naxa kukho ukungaphumeleli kwelinye lamaqela.

10. Ikamva le-Redshift: Phonononga iintsingiselo kunye nophuhliso kuphuhliso lwe-Redshift kunye nokuba oku kunokuchaphazela njani ukuphunyezwa nokusetyenziswa kwayo kwixesha elizayo.

I-Redshift yinkonzo yokugcina idatha yefu eyenziwe yi-Amazon Web Services (AWS). Yidathabheyisi yobudlelwane eyilelwe ukuba ibe nokukaleka, ukwenza okuphezulu kwaye ilawulwe ngokupheleleyo. Isebenzisa i-architecture yokugcina i-columnar, evumela ukuba isebenze umthamo omkhulu wedatha ngokufanelekileyo kwaye yenze imibuzo ngesantya sombane. Oku kudityaniswa kweempawu kwenza iRedshift ibe yindlela enomtsalane kwiinkampani ezijongana nezixa ezikhulu zedatha kwaye zifuna ukufumana ulwazi ngexesha lokwenyani.

Enye yeendlela ekuphuhlisweni kwe-Redshift kukudityaniswa kwayo nezinye izixhobo kunye neenkonzo ze-AWS. Ngokomzekelo, ngoku kunokwenzeka ukulayisha idatha ngokuthe ngqo kwi-Amazon S3, ukwenza inkqubo yokufuduka kwedatha ibe lula kunye nokunciphisa iindleko zokugcina. Ukongeza, udibaniso luphuhliswa ngeenkonzo zokuhlalutya idatha ezifana ne-Amazon Quicksight, ekuvumela ukuba ujonge iziphumo zemibuzo ngexesha langempela kwaye ufumane ulwazi olunentsingiselo ngakumbi kwidatha egcinwe kwi-Redshift.

Enye into entsha ekuphuhlisweni kwe-Redshift kukudityaniswa kokhuseleko oluphambili kunye nemisebenzi yokuthotyelwa kwemithetho. Iimpawu ezifana ne-encryption yedatha ekuphumleni kunye nokuhamba ziye zaziswa, kunye nokukwazi ukudala imigaqo-nkqubo yokufikelela kwegranular kunye nokulawula ukufikelela kwedatha kwinqanaba lekholomu. La manyathelo okhuseleko ongezelelweyo Babonelela amashishini ngoxolo lwengqondo ngokukhusela ubumfihlo kunye nokuthembeka kwedatha egcinwe kwi-Redshift. Ngokubhekiselele kusetyenziso lwayo lwexesha elizayo, iRedshift kulindeleke ukuba iqhubeke nokuvela ukuziqhelanisa neemfuno ezihlala zitshintsha zamashishini kwaye inike izisombululo ezisebenzayo neziguquguqukayo.