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                            宏源棋牌 > 大数据 > 正文

                            分析:亚马逊如何通过数据湖解决大数据挑战?

                            2019-02-23 21:49来源:SiliconANGLE
                            导读:亚马逊面对大数据的挑战与许多其他公司面临的挑战相似:数据孤岛,分析各种数据集的难度,数据控制器能力,数据安全性以及整合机器学习。

                            JIEFU·BEIZUOSI(Jeff Bezos)WANGCHEKULIXIADINGDANBINGQINZIKAICHEQUYOUJUSHI,CHULICHENGBENSHUZI,GENZONGKUCUNHEYUCEWEILAIXUQIUXIANGDUIJIANDAN。KUAIJIN25NIANLE,YAMAXUNDELINGSHOUYEWUZAIQUANQIUYONGYOU175 DUOGEPEISONGZHONGXIN,CHAOGUO25WANMINGQUANZHIYUANGONGMEITIANYUNSONGSHUBAIWANJIANSHANGPIN。

                            YAMAXUNQUANQIUCAIWUYUNYINGTUANDUIDERENWUFEICHANGJIANJU,JIGENZONGSUOYOUSHUJU(YIPBWEIDANWEI)。  ZAIYAMAXUNDEGUIMOSHANG,CUOWUJISUANDEZHIBIAO(LIRUDANWEICHENGBENHUOSHUJUYANCHI)KENENGHUICHANSHENGJUDAYINGXIANG(QINGKAOLVSHUBAIWANMEIYUAN)。TUANDUIYIZHIZAIXUNZHAOGENGKUAIDIHUOQUGENGZHUNQUESHUJUDEFANGFA。

                            ZHEIJIUSHIWEISHENMETAMENZAI2019NIANYOUYIGEZHUYI:JIANLIYIGEKEYIZHICHENGDIQIUSHANGZUIDADEWULIUWANGLUOZHIYIDESHUJUHU。HOULAITAZAINEIBUBEICHENGWEIGalaxySHUJUHU。GalaxySHUJUHUJIANYU2019NIAN,XIANZAISUOYOUGEGETUANDUIDOUZAINULIJIANGSHUJUYIRUQIZHONG。 

                            SHUJUHUSHIYIGEJIZHONGSHIANQUANCUNCHUKU,KERANGNINYIRENHEGUIMOCUNCHU,GUANLI,FAXIANHEGONGXIANGSUOYOUJIEGOUHUAHEFEIJIEGOUHUASHUJU。SHUJUHUBUXUYAOYUDINGYIDEJIAGOU,YINCININKEYICHULIYUANSHISHUJU,ERBUBIZHIDAOJIANGLAIKENENGYAOTANSUODEDONGCHALI。XIATUXIANSHILESHUJUHUDEGUANJIANZUJIAN:

                            分析:亚马逊如何通过数据湖解决大数据挑战?

                            SHUJUHUDEGUANJIANZUJIAN

                            大数据的挑战

                            YAMAXUNMIANDUIDASHUJUDETIAOZHANYUXUDUOQITAGONGSIMIANLINDETIAOZHANXIANGSI:SHUJUGUDAO,FENXIGEZHONGSHUJUJIDENANDU,SHUJUKONGZHIQINENGLI,SHUJUANQUANXINGYIJIZHENGHEJIQIXUEXI。RANGWOMENZIXIYANJIUZHEIXIETIAOZHAN,KANKANSHUJUHURUHEBANGZHUJIEJUETAMEN。

                            打破数据孤岛

                            宏源棋牌GONGSIXUANZECHUANGJIANSHUJUHUDEZHUYAOYUANYINSHIYAODAPOSHUJUGUDAO。ZAIBUTONGDIFANGYONGYOUYOUBUTONGZUKONGZHIDESHUJUBAO,BENZHISHANGHUIYANGAISHUJU。DANGGONGSIKUAISUFAZHANHE/HUOSHOUGOUXINYEWUSHI,TONGCHANGHUIFASHENGZHEIZHONGQINGKUANG。JIUYAMAXUNERYAN,LIANGZHEDOUSHI。

                            宏源棋牌WEILEZAIGUOJISHANGKUOZHANGBINGXUNSUCHUANGJIANXINDEYUNSHUJIHUA(LIRU,MIANFEIDANGRIJIAOFUHUOAmazon Fresh),DADUOSHUYUNYINGJIHUATUANDUIYIZHIZAIKONGZHIZIJIDESHUJUHEJISHU。JIEGUO,SHUJUYIBUTONGDEFANGSHICUNCHUZAIBUTONGDEWEIZHI。ZHEIZHONGFANGFASHIMEIGETUANDUIDOUNENGJIEJUEWENTI,XIANGYINGKEHUXUQIUBINGGENGKUAIDIJINXINGCHUANGXIN。

                            DANSHI,HENNANZAIZUZHIHEGONGSIFANWEINEILIJIESHUJU。TAXUYAOCONGXUDUOBUTONGLAIYUANSHOUDONGSHOUJISHUJU。RUCIZHONGDUODETUANDUIDULIYUNZUO,WOMENSHIQULEKEYITONGGUOGONGTONGJIEJUEWENTIERHUODEDEXIAOLV。

                            CONGSHUJUZHONGHUOQUXIANGXIXIJIEYESHIKUNNANDE,YINWEIBUSHIMEIGERENDOUKEYIFANGWENGEZHONGSHUJUCUNCHUKU。DUIYUJIAOXIAODECHAXUN,NINKEYIZAIDIANZIBIAOGEZHONGGONGXIANGYIBUFENSHUJU。DANSHI,DANGSHUJUCHAOCHUDIANZIBIAOGEDERONGLIANGSHI,TIAOZHANJIUCHUXIANLE,ZHEITONGCHANGFASHENGZAIDAXINGGONGSIZHONG。ZAIMOUXIEQINGKUANGXIA,NINKEYIGONGXIANGJIAOGAOJIBIEDESHUJUZHAIYAO,DANSHIJISHANGBINGMEIYOUHUODEWANZHENGDETUXIANG。

                            宏源棋牌SHUJUHUTONGGUOJIANGSUOYOUSHUJUHEBINGDAOYIGEZHONGYANGWEIZHILAIJIEJUECIWENTI。TUANDUIKEYIJIXUCHONGDANGMINJIEDANWEI,DANSHISUOYOUDAOLUDOUTONGXIANGSHUJUHUJINXINGFENXI。MEIYOUGENGDUODETONGCANG。     

                            分析各种数据集

                            SHIYONGBUTONGDEXITONGHEFANGFAJINXINGSHUJUGUANLIDELINGYIGETIAOZHANSHISHUJUJIEGOUHEXINXIGEBUXIANGTONG。LIRU,Amazon PrimeYONGYOUPEISONGZHONGXINHEBAOZHUANGSHANGPINDESHUJU,ERAmazon FreshZEYOUZAHUODIANHESHIPINDESHUJU。

                            SHENZHIGUOJIYUNSHUJIHUAYEYOUSUOBUTONG。LIRU,BUTONGDEGUOJIAYOUSHIHUIYOUBUTONGDEHEZICHICUNHEXINGZHUANG。LAIZI“WULIANWANG”SHEBEI(LIRU,PEISONGZHONGXINJIQISHANGDECHUANGANQI)DEFEIJIEGOUHUASHUJUYEYUELAIYUEDUO。

                            ERQIE,BUTONGDEXITONGKENENGYEJUYOUXIANGTONGLEIXINGDEXINXI,DANSHIQIBIAOQIANBUTONG。 LIRU,ZAIOUZHOU,SHIYONGDESHUYUSHI“MEIDANWEICHENGBEN”,ERZAIBEIMEI,SHIYONGDESHUYUSHI“MEIBAOZHUANGCHENGBEN”。ZHEILIANGGESHUYUDERIQIGESHIBUTONG。ZAIZHEIZHONGQINGKUANGXIA,XUYAOZAILIANGGEBIAOQIANZHIJIANJIANLILIANJIE,YIBIANFENXISHUJUDERENZHIDAOTAZHIDESHITONGYIJIANSHI。

                            宏源棋牌RUGUOYAOZAIMEIYOUSHUJUHUDECHUANTONGSHUJUCANGKUZHONGHEBINGSUOYOUZHEIXIESHUJU,ZEXUYAODALIANGSHUJUZHUNBEIYIJIDAOCHU,ZHUANHUANHEJIAZAIHUOETLCAOZUO。NINJIANGBUDEBUQUANHENGYAOBAOLIUDENEIRONGHEDIUSHIDENEIRONG,BINGBUDUANGENGGAIGANGXINGXITONGDEJIEGOU。

                            宏源棋牌SHUJUHUKERANGNINYIRENHEGESHIDAORURENHESHULIANGDESHUJU,YINWEIMEIYOUYUDINGYIDEJIAGOU。NINSHENZHIKEYISHISHISHEQUSHUJU。NINKEYICONGDUOGELAIYUANSHOUJISHUJU,BINGJIANGQIYIYUANSHIGESHIYIRUSHUJUHU。NINHAIKEYIZAIXINXIZHIJIANJIANLILIANJIE,ZHEIXIEXINXIKENENGBEIBIAOJIWEIBUTONGDANDAIBIAOTONGYIJIANSHI。

                            宏源棋牌JIANGSUOYOUSHUJUYIZHISHUJUHUHAIKEYIGAISHANCHUANTONGSHUJUCANGKUDEGONGNENG。NINKEYILINGHUODIJIANGGAODUJIEGOUHUA,JINGCHANGFANGWENDESHUJUCUNCHUZAISHUJUCANGKUZHONG,TONGSHIHAIKEYIZAISHUJUHUCUNCHUZHONGBAOLIUDUODAEBDEJIEGOUHUA,BANJIEGOUHUAHEFEIJIEGOUHUASHUJU。

                            管理数据访问

                            YOUYUSHUJUCUNCHUZAIZHEIMEDUOWEIZHI,YINCIHENNANFANGWENSUOYOUSHUJUBINGLIANJIEDAOWAIBUGONGJUJINXINGFENXI。YAMAXUNDEYUNYINGCAIWUSHUJUFENBUZAI25DUOGESHUJUKUZHONG,QUYUTUANDUICHUANGJIANLEZIJIDEBENDISHUJUJIBANBEN。DUIYUMOUXIERENLAISHUO,ZHEIYIWEIZHECHAOGUO25GEFANGWENGUANLIPINGJU。XUDUOSHUJUKUDOUXUYAOFANGWENGUANLIZHICHILAIZHIXINGZHURUGENGGAIPEIZHIWENJIANHUOZHONGZHIMIMAZHILEIDECAOZUO。CIWAI,BIXUDUIMEIGESHUJUKUJINXINGSHENHEHEKONGZHI,YIQUEBAOMEIYOURENYOUBUDANGFANGWENQUANXIAN。

                            JIEZHUSHUJUHU,KEYIZAIHESHIDESHIJIANJIANGHESHIDESHUJUTIGONGJIHESHIDERENBIANDEGENGJIARONGYI。BUBIGUANLIDUICUNCHUSHUJUDESUOYOUBUTONGWEIZHIDEFANGWEN,NINZHIXUYAODANXINYIZUPINGJU。SHUJUHUJUYOUYUNXUSHOUQUANYONGHUCHAKAN,FANGWEN,CHULIHUOXIUGAITEDINGZICHANDEKONGJIAN。SHUJUHUYOUZHUYUQUEBAOZUZHIWEIJINGSHOUQUANDEYONGHUCAIQUKENENGSUNHAISHUJUJIMIXINGHEANQUANXINGDECUOSHI。

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                            宏源棋牌JIANERYANZHI,NINBUBIJUXIANYUYIXIAOZUGONGJU,ERGENGDUODERENKEYILIJIESHUJU。

                            加速机器学习

                            宏源棋牌SHUJUHUSHIJIQIXUEXIHERENGONGZHINENGDEQIANGDAJICHU),YINWEITAMENZAIDAXING,DUOYANGHUADESHUJUJISHANGPENGBOFAZHAN。JIQIXUEXISHIYONGCONGXIANYOUSHUJUZHONGXUEXIDETONGJISUANFA(CHENGWEIXUNLIANDEGUOCHENG)LAIZUOCHUYOUGUANXINSHUJUDEJUECE(CHENGWEITUILIDEGUOCHENG)。

                            宏源棋牌ZAIXUNLIANQIJIAN,JIANGSHIBIESHUJUZHONGDEMOSHIHEGUANXIYIJIANLIMOXING。GAIMOXINGSHININNENGGOUDUICONGWEIYUDAOGUODESHUJUZUOCHUMINGZHIDEJUECE。NINYONGYOUDESHUJUYUEDUO,JIUYUENENGXUNLIANNINDEJIQIXUEXIMOXING,CONGERTIGAOZHUNQUEXING。

                            宏源棋牌YAMAXUNQUANQIUYUNYINGCAIWUTUANDUIDEZUIDAZHIZEZHIYISHIJIHUAHEYUCEYAMAXUNGONGYINGLIANDEYUNYINGCHENGBENHEZIBENZHICHU,QIZHONGBAOKUOZHENGGEYUNSHUWANGLUO,SHUBAIGEPEISONGZHONGXIN,FENJIANZHONGXIN,PEISONGZHAN,QUANSHICHAOSHI,XINXIANCAIZHAICHANG。SHANGSHENGDIANDENGDENG。

                            TAMENBANGZHUHUIDAZHONGYAODEGAOJIWENTI,LIRU“MINGNIANWOMENJIANGYUNSONGDUOSHAOBAOGUO?” HE“WOMENJIANGZAIXINJINSHANGHUAFEIDUOSHAO?” TAMENHAIJIEJUEFEICHANGJUTIDEWENTI,LIRU“XIAGEYUEWOMENZAIFOLUOLIDAZHOUTANPASHIXUYAODUOSHAOGEBUTONGDAXIAODEHEZI?” 

                            分析:亚马逊如何通过数据湖解决大数据挑战?

                            宏源棋牌NINDEYUCEYUEZHUNQUE,XIAOGUOYUEHAO。RUGUONINGUJITAIDIHUOTAIGAO,DOUKENENGCHANSHENGFUMIANYINGXIANG,CONGERYINGXIANGNINDEKEHUHELIRUN。

                            LIRU,ZAIYAMAXUN,RUGUOWOMENYUCEXUQIUTAIDI,ZEPEISONGZHONGXINDECANGKUGONGRENKENENGMEIYOUZUGOUDEGONGYINGHUOQUDONGCHENGXUBUZU,ZHEIKENENGDAOZHIBAOGUOYANCHI,GENGDUODEKEHUFUWUDIANHUA,DINGDANBEIQUXIAOYIJISHIQUKEHUXINREN。RUGUOWOMENYUCEGUOGAO,NINKENENGHUIYOUKUCUNHEXIANGZIWEIZHECANGKUZHANYONGBAOGUIDEKONGJIAN。ZHEIZHONGQINGKUANGYIWEIZHEDUIXUQIULIANGGENGGAODECHANPINDEKONGJIANJIAOXIAO。

                            XIANGYAMAXUNZHEIYANGDEDADUOSHUZUZHIDOUHUAFEIDALIANGSHIJIANLAIYUCEWEILAI。XINGYUNDESHI,JIQIXUEXIKEYIGAISHANYUCE。QUNIAN,YAMAXUNYUNYINGCAIWUTUANDUIJINXINGLECESHI。TAMENCAIYONGLEYIBUFENYUCE,BINGJIANGCHUANTONGDESHOUDONGLIUCHENGYUAmazon ForecastJINXINGLEBIJIAO。AmazonForecastSHIYIXIANGWANQUANTUOGUANDEFUWU,SHIYONGJIQIXUEXILAITIGONGGAODUZHUNQUEDEYUCE。ZAICISHIYUNXINGZHONG,YOUForecastSUOWANCHENGDEYUCEPINGJUNBITONGGUOSHOUDONGGUOCHENGWANCHENGDEYUCEZHUNQUE67%。

                            宏源棋牌TONGGUOJIANGSUOYOUSHUJUYIZHISHUJUHU,YAMAXUNDEYUNYINGCAIWUTUANDUIKEYIJIEHESHUJUJILAIXUNLIANHEBUSHUGENGZHUNQUEDEMOXING。SHIYONGGENGXIANGGUANDESHUJULAIXUNLIANJIQIXUEXIMOXINGKEYITIGAOYUCEDEZHUNQUEXING。CIWAI,TAHAISHIFANGLESHOUDONGZHIXINGCIRENWUDEYUANGONGLAIZHIXINGGENGJUZHANLVEYIYIDEXIANGMU,LIRUFENXIYUCEYITUIDONGXIANCHANGYUNYINGDEGAISHAN。

                            宏源棋牌SHIYONGZHENGQUEDEGONGJU:AWSSHANGDEGalaxy

                            宏源棋牌YAMAXUNDELINGSHOUYEWUSHIYONGMOUXIEJISHU,GAIJISHUZAOYU2006NIANKAISHICHUANGJIANAmazon Web Services。ZAIGUOQUSHINIANZHONG,WEILEBIANDEGENGJUKEKUOZHANXING,XIAOLV,XINGNENGHEANQUANXING,YAMAXUNLINGSHOUYEWUZHONGDEXUDUOGONGZUOFUZAIYIZHUANYIDAOAWS。GalaxySHUJUHUSHINEIBUCHENGWEIGalaxyDEDAXINGDASHUJUPINGTAIDEZHONGYAOZUCHENGBUFEN。XIATUXIANSHILEGalaxyYILAIAWSDEMOUXIEFANGSHIYIJITASHIYONGDEMOUXIEAWSFUWU:

                            分析:亚马逊如何通过数据湖解决大数据挑战?

                            GalaxySHUJUHUJIYUAmazonDESimple Storage ServiceHUODUIXIANGCUNCHUFUWUS3GOUJIAN。YIXIESHUJUHAICUNCHUZAIJIYUAmazonZHUANYOUDEJIYUWENJIANDESHUJUCUNCHUZHONG,JIAndesHEElastic Data eXchange,TAMENDOUSHIAmazon S3ZHISHANGDEFUWUCENG。QITAYIXIESHUJUYUANSHISHUJUCANGKU  Amazon Redshift ,Amazon Relational Database ServiceHUORDSYIJIQIYEYINGYONGCHENGXU。

                            宏源棋牌AWS Glue SHIYIXIANGWANQUANTUOGUANDEETLFUWU,KERANGNINQINGSONGZHUNBEIHEJIAZAISHUJUYIJINXINGFENXI,BINGQIESHIYONGAWS Database Migration ServiceHUODMS  JIANGGEZHONGSHUJUJIJIAZAIDAOAmazon S3。GalaxyJIANGLAIZIDUOZHONGFUWU(BAOKUOAmazon Redshift,Amazon RDSHEAWS GlueSHUJUMULU)DEYUANSHUJUZICHANZUHEDAOJIYUAmazon DynamoDB(JIANZHIHEWENDANGSHUJUKU)GOUJIANDETONGYIMULUCENGZHONG。Amazon Elasticsearch ServiceHUO  ES  YONGYUZAIMULUSHANGQIYONGGENGKUAIDESOUSUOCHAXUN。

                            ZAIDUISHUJUJINXINGFENLEIHUOZHUANGRUHOU,JIANGZAIKEHUDUANCENGSHIYONGGEZHONGFUWU。LIRU,JIAOHUSHICHAXUNFUWUAmazon Athena,YONGYUSHIYONGBIAOZHUNSQLJINXINGLINSHITANSUOXINGCHAXUN;Amazon Redshift,YIXIANGYONGYUGENGJIEGOUHUADECHAXUNHEBAOGAODEFUWU;HEAmazon SageMaker,YONGYUJIQIXUEXI。 

                            AWSHUXINGCHENG

                            宏源棋牌YAMAXUNTUANDUICONGTOUKAISHICHUANGJIANLEGalaxySHUJUHUJIAGOU。TAMENBUDEBUZAIJIGEYUENEISHOUDONGKAIFAXUDUOZUJIAN,ZHEIYUQITAGONGSIGUOQUBIXUZHEIYANGZUODEFANGSHILEISI。ZAI2019NIAN8YUE,AWSFABULEYIXIANGMINGWEIAWS Lake FormationDEXINFUWU。

                            宏源棋牌TASHININKEYIJIANHUASHUJUHUDECHUANGJIANGUOCHENG,BINGZAIJITIAN(ERBUSHIJIGEYUE)NEIGOUJIANYIGEANQUANDESHUJUHU。Lake FormationBANGZHUNINCONGSHUJUKUHEDUIXIANGCUNCHUZHONGSHOUJIHEFENLEISHUJU,JIANGSHUJUYIZHIXINDEAmazon S3SHUJUHUZHONG,SHIYONGJIQIXUEXISUANFADUISHUJUJINXINGQINGLIHEFENLEI,YIJIANQUANFANGWENMINGANSHUJU。

                            ZHAIYAO

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