|
绠$悊涓嶆柇澧為暱鐨勬暟鎹�噺浠嶇劧鏄�紒涓氬拰缁勭粐闈�复鐨勬寫鎴樸€傝繖閲屾湁 10 涓�緢閰风殑澶ф暟鎹��鐞嗗伐鍏峰拰骞冲彴锛屽紩璧蜂簡鎴戜滑鐨勬敞鎰忋€� 澶ф暟鎹��鐞嗙殑澶ф寫鎴� 鍏ㄧ悆 COVID-19 澶ф祦琛屽苟娌℃湁鍑忕紦鏁版嵁鐨勬寚鏁板�闀匡細IDC 鏈€杩戣�绠楀嚭锛�2020 骞村叏鐞冨垱寤恒€佹秷璐瑰拰瀛樺偍浜� 64.2 娉藉瓧鑺傜殑鏁版嵁銆傚競鍦虹爺绌朵汉鍛橀�娴嬶紝鍏ㄧ悆鏁版嵁鍒涘缓鍜屽�鍒跺皢缁忓巻 23% 2020 骞磋嚦 2025 骞寸殑澶嶅悎骞村�闀跨巼銆� 濂芥秷鎭�槸鍒涙柊鐨� IT 渚涘簲鍟嗭紝鏃犺�鏄�€佺墝鍏�徃杩樻槸鍒濆垱鍏�徃锛岄兘鍦ㄧ户缁�负涓€绯诲垪鏁版嵁绠$悊浠诲姟寮€鍙戜笅涓€浠e钩鍙板拰宸ュ叿锛屽寘鎷�暟鎹�搷浣溿€佹暟鎹�泦鎴愩€佹暟鎹�噯澶囥€佹暟鎹��瀛︺€佹暟20鎹�不鐞嗐€佹暟鎹�彂鐜板拰鏁版嵁娌胯�璺熻釜銆� 浠ヤ笅鏄�竴浜涘緢閰风殑澶ф暟鎹��鐞嗗伐鍏凤紝瀹冧滑鍦� 2021 骞村勾涓�紩璧蜂簡鎴戜滑鐨勬敞鎰忋€� Airbyte 鏃╂湡鍒涗笟鍏�徃 Airbyte锛堟垚绔嬩簬 2020 骞� 1 鏈堬級寮€鍙戜簡涓€涓�紑婧愭暟鎹�泦鎴愬钩鍙帮紝鐢ㄤ簬灏嗘潵鑷�笉鍚屾潵婧愮殑鏁版嵁澶嶅埗鍜屾暣鍚堝埌鏁版嵁搴撱€佹暟鎹�粨搴撳拰鏁版嵁婀栦腑銆傜粍缁囧彲浠ヤ娇鐢ㄨ�骞冲彴鍦ㄦ暟鎹�簮涔嬮棿鏋勫缓绠¢亾锛屽寘鎷� Salesforce 鍜� Facebook Ads 绛夎繍钀ュ簲鐢ㄧ▼搴忥紝浠ュ強 Snowflake 鍜� AWS Redshift 绛変簯鏁版嵁浠撳簱銆� 铏界劧 Airbyte 姝e湪涓庝紬澶氭垚鐔熺殑 ETL锛堟彁鍙栥€佽浆鎹㈠拰鍔犺浇锛夊伐鍏蜂緵搴斿晢绔炰簤锛屼絾璇ュ叕鍙搁紦鍚瑰叾杞�欢21鐨勭畝鍗曟€э紝骞跺潥鎸佽�涓哄嵆浣挎槸闈炴妧鏈�笟鍔″垎鏋愬笀涔熷彲浠ヤ娇鐢ㄥ畠鏉ュ�鍒舵暟鎹�€傝繖瀹跺垵鍒涘叕鍙哥殑寮€婧愭柟娉曞垱閫犱簡涓€涓�椿璺冪殑鐢ㄦ埛绀惧尯锛岃�绀惧尯姝e湪涓鸿�骞冲彴蹇�€熷紑鍙戝叾浠栬繛鎺ュ櫒銆� 浠婂勾 1 鏈堣嚦 5 鏈堟湡闂达紝Airbyte 鐨勫�鎴风兢澧為暱浜嗗叓鍊嶏紝杈惧埌 2,000 澶氫釜銆傝繖瀹舵€婚儴浣嶄簬鏃ч噾灞辩殑鍏�徃浜� 5 鏈堝湪 A 杞�瀺璧勪腑绛归泦浜� 2600 涓囩編鍏冦€� Alation Cloud Service Alation 宸插皢鍏跺師濮嬫暟鎹�洰褰曡蒋浠舵墿灞曚负鐢ㄤ簬涓€绯诲垪浼佷笟鏁版嵁鏅鸿兘浠诲姟鐨勫钩鍙帮紝鍖呮嫭鏁版嵁鎼滅储鍜屽彂鐜般€佹暟鎹�不鐞嗐€佹暟鎹��鐞嗐€佸垎鏋愬拰鏁板瓧杞�崲銆� 4 鏈堬紝璇ュ叕鍙搁€氳繃鍏舵柊鐨� Ala骞磋tion 浜戞湇鍔″皢杩欎簺鍔熻兘鎵╁睍鍒颁簯锛岃繖鏄�竴涓�熀浜庝簯鐨勭患鍚堟暟鎹�櫤鑳藉钩鍙帮紝鍙�互閫氳繃浜戝師鐢熻繛鎺ュ櫒杩炴帴鍒颁簯涓�垨鏈�湴鐨勪换浣曟暟鎹�簮銆� 璇ュ叕鍙告€婚儴浣嶄簬鍔犲埄绂忓凹浜氬窞闆峰痉浼嶅痉鍩庯紝璇ュ叕鍙歌〃绀猴紝鏂扮殑浜戜骇鍝佸強鍏舵寔缁�泦鎴愬拰閮ㄧ讲閫夐」鎻愪緵浜嗕竴绉嶇畝鍗曠殑鏂规硶锛屽彲浠ュ湪缁勭粐鐨勬贩鍚堟灦鏋勪腑鎺ㄥ姩鏁版嵁鏅鸿兘锛屽悓鏃堕檷浣庣淮鎶ゅ拰绠$悊寮€閿€骞剁缉鐭�氦浠樻椂闂淬€備环鍊笺€� AtScale CloudStart AtScale 鐨勬棗鑸颁骇鍝佹櫤鑳芥暟鎹�櫄鎷熷寲骞冲彴浣跨敤璇�箟灞傛妧鏈�负鍒嗗竷寮忔暟鎹�彁渚涘熀浜庝簯鐨� OLAP锛堝湪绾垮垎鏋愬�鐞嗭級鍒嗘瀽鈥斺€旀棤璁哄畠浣嶄簬浣曞�銆� 杩欏�鎬婚儴浣嶄簬娉㈠+椤跨殑鍏�徃浜� 5秴閰 鏈堟帹鍑虹殑鍏ㄦ柊 AtScale CloudStart 閫氳繃灏� AtScale 鐨勮�涔夊眰涓庝簯鏁版嵁绠$悊绯荤粺锛堝寘鎷� Snowflake銆丮icrosoft Azure Synapse SQL銆丟oogle BigQuery銆丄mazon Redshift 鍜� DataBricks锛夐泦鎴愶紝鎻愪緵浜嗕竴绉嶅湪浜戞暟鎹�钩鍙颁笂鏋勫缓鍒嗘瀽鍩虹�璁炬柦鐨勬柟娉曘€� CloudStart 鍙�互鏇磋交鏉惧湴灏� Tableau銆丳ower BI 鍜� Looker 绛変笟鍔″垎鏋愬伐鍏疯繛鎺ュ埌澶氫釜浜戞暟鎹�簮銆� CockroachDB 21.1 浣嶄簬绾界害鐨� Cockroach Labs 寮€鍙戜簡 CockroachDB锛岃繖鏄�竴绉嶄簯鍘熺敓鍒嗗竷寮� SQL 鏁版嵁搴擄紝鏃ㄥ湪澶勭悊鍏锋湁澶ч噺浜嬪姟鏁版嵁鐨勫伐浣滆礋杞姐€风殑� Cockroach 鍦� 5 鏈堟帹鍑轰簡 CockroachDB 21.1锛屼娇鐢ㄥ崟涓€鏁版嵁搴撳皢鏁版嵁鍏宠仈鍒颁笘鐣屼换浣曞湴鏂圭殑鐗瑰畾浣嶇疆鍙樺緱鏇村姞绠€鍗曗€斺€旇繖鏄�竴椤归噸澶ф寫鎴橈紝鍥犱负瓒婃潵瓒婂�鐨勫浗瀹跺拰鍦板尯瑕佹眰灏嗘暟鎹�繚鐣欏湪鍏跺�鍐呫€� 鏂扮殑鏁版嵁搴撶増鏈�彁渚涗簡鐙�壒鐨勬灦鏋勫拰鍐呯疆鍔熻兘锛屽彲浣跨敤灏戦噺 SQL 璇�彞绠$悊涓栫晫浠讳綍鍦版柟鏁版嵁鐨勫湴鐞嗕綅缃�€斺€旀棤闇€鏋舵瀯鏇存敼鎴栨墜鍔ㄥ垎鐗団€斺€斾负鐢ㄦ埛鎻愪緵杩戜箮鍗虫椂鐨勬暟鎹��闂�紝鍚屾椂纭�繚鏈�湴鍚堣�鎬с€� 璇ョ増鏈�€氳繃灏嗘暟鎹�斁缃�湪闈犺繎鏈€缁堢敤鎴风殑鐗╃悊浣嶇疆鏉ユ渶澶ч檺搴﹀湴鍑忓皯浜嬪姟寤惰繜锛岄€氳繃浣跨敤鍦ㄥ尯鍩熸垨浜戞晠闅滀腑骞稿瓨涓嬫潵鐨勫啑浣欐潵娑堥櫎涓�柇锛 1屽苟鏀�寔鏈�湴鏁版嵁闅愮�瑕佹眰銆� Databricks Delta Sharing Databricks 鍦� 5 鏈堜唤鍚�姩浜� Delta Sharing 璁″垝锛屾棬鍦ㄥ垱寤轰竴涓�紑婧愭暟鎹�叡浜�崗璁�紝鐢ㄤ簬璺ㄧ粍缁囧疄鏃跺畨鍏ㄥ湴鍏变韩鏁版嵁锛岀嫭绔嬩簬鏁版嵁鎵€鍦ㄧ殑骞冲彴銆� Delta 鍏变韩鍖呭惈鍦ㄥ紑婧� Delta Lake 1.0 椤圭洰涓�紝瀹冨缓绔嬩簡涓€涓�€氱敤鏍囧噯锛岀敤浜庡叡浜�墍鏈夋暟鎹�被鍨嬶紙缁撴瀯鍖栧拰闈炵粨鏋勫寲锛夛紝鍏跺紑鏀惧崗璁�彲鐢ㄤ簬 SQL銆佸彲瑙嗗寲鍒嗘瀽宸ュ叿鍜岀紪绋嬭�瑷€锛堝� Python 鍜孯. 澶ц�妯℃暟鎹�泦涔熷彲浠ュ疄鏃跺叡浜� Apache Parquet 鍜� Delta Lake 鏍煎紡锛屾棤闇€澶嶅埗銆� 鎹� Databricks 绉帮紝Delta Sharing 璁″垝宸茬0 粡鍚稿紩浜嗗寘鎷�撼鏂�揪鍏嬨€佹爣鍑嗘櫘灏斿拰 Factset 鍦ㄥ唴鐨勮�澶氭暟鎹�彁渚涘晢浠ュ強鍖呮嫭浜氶┈閫婄綉缁滄湇鍔°€佸井杞�拰璋锋瓕浜戝湪鍐呯殑棰嗗厛 IT 渚涘簲鍟嗙殑鏀�寔銆� Delta Sharing 鏄� Databricks 鐨勬渶鏂板紑婧愯�鍒掞紝Databricks 鏄�渶鍙楀叧娉ㄧ殑澶ф暟鎹�垵鍒涘叕鍙镐箣涓€銆傜敱 Apache Spark 鍒嗘瀽寮曟搸鐨勫紑鍙戜汉鍛樺垱绔嬶紝鎬婚儴浣嶄簬鏃ч噾灞辩殑 Databricks 閿€鍞�叾鏃楄埌缁熶竴鏁版嵁鍒嗘瀽骞冲彴 Databricks Lakehouse 骞冲彴銆� Dremio Dart Initiative 6 鏈堬紝鏁版嵁婀栧紩鎿庡紑鍙戝晢 Dremio 鎺ㄥ嚭浜� Dremio Dart 璁″垝锛岃繖瀹舵€婚儴浣嶄簬鍔犲埄绂忓凹浜氬窞鍦e厠鎷夋媺鐨勫叕鍙稿ぇ鑳嗗�绉拌涓�繖鏄�€滃湪娣樻卑浜戞暟鎹�粨搴撴柟闈㈠悜鍓嶈繄鍑虹殑閲嶈�涓€姝モ€濄€� Dremio 鐨勮蒋浠舵彁渚涗簡涓€绉嶇洿鎺ュ垎鏋愭暟鎹�箹锛堝ぇ閲忔棤缁勭粐鏁版嵁瀛樺偍锛変腑鐨勬暟鎹�殑鏂规硶锛岃€屾棤闇€灏嗘暟鎹��鍒跺苟绉诲姩鍒版暟鎹�粨搴撶郴缁熶腑銆侱art Initiative 閫氳繃浣跨洿鎺ュ湪鏁版嵁婀栦笂杩愯�鎵€鏈夊叧閿�换鍔� SQL 宸ヤ綔璐熻浇鎴愪负鍙�兘锛屽皢鍏舵彁鍗囧埌涓€涓�柊鐨勬按骞炽€� 鏈€鍒濈殑 Dart Initiative 鍔熻兘鍐呯疆浜庢渶鏂扮殑 Dremio 鐗堟湰涓�紝鍖呮嫭鏇村揩鐨勬煡璇㈡墽琛屽拰浼樺寲鏌ヨ�璁″垝銆佸�寮虹殑鏌ヨ�鍔犻€熻嚜鍔ㄥ寲绠$悊銆佸�鏇村箍娉涚殑 SQL 宸ヤ綔璐熻浇鐨勬敮鎸佷互鍙婃敼杩涚殑鍒嗗竷寮忓拰瀹炴椂鍏冩暟鎹��鐞嗕互鏀�寔鏇村ぇ鐨勬暟鎹�泦銆� Nexぇ鏁la Nexsets Nexla 寮€鍙戜簡涓€涓�粺涓€鐨勬暟鎹�搷浣滃钩鍙扳€斺€斿叕鍙哥О涔嬩负鈥滆瀺鍚堟暟鎹�粨鏋勨€濃€斺€旂敤浜庡湪鏁翠釜缁勭粐涓�垱寤哄彲鎵╁睍銆佸彲閲嶅�鍜屽彲棰勬祴鐨勬暟鎹�祦銆傝�杞�欢鐢ㄤ簬闆嗘垚銆佽嚜鍔ㄥ寲鍜岀洃鎺ф暟鎹�敤渚嬬殑浼犲叆鍜屼紶鍑烘暟鎹�紝鍖呮嫭鏁版嵁绉戝�鍜屼笟鍔″垎鏋愩€� Nexsets 鏄� Nexla 鏈€鏂板姞鍏ュ叾鎶€鏈�粍鍚堢殑浜у搧锛屽彲鑷�姩鎵ц�鑰楁椂鐨勬墜鍔ㄦ暟鎹�伐绋嬩换鍔★紝浠庤€屾洿杞绘澗鍦拌�闂�€侀泦鎴愬拰杞�崲鍙�兘鍒嗘暎鍦ㄤ笉鍚岀郴缁熶腑鐨勬暟鎹�€侼exsets 鏃犻渶澶嶅埗鎴栧�鍒舵暟鎹�嵆鍙�垱寤烘暟鎹�殑閫昏緫瑙嗗浘锛屼负涓氬姟鐢ㄦ埛鎻愪緵瀵圭簿閫夋暟鎹��鍥剧殑璁块棶鏉冮檺锛屼粬浠�彲鐢ㄤ簬鍒涘缓鎶ュ憡鍜屼华琛ㄦ澘銆佸版嵁皢鏁版嵁绉诲姩鍒板簲鐢ㄧ▼搴忔垨灏嗘暟鎹�瓨鍌ㄥ湪浜戜腑銆� Octopai Data Lineage XD Octopai 鎬婚儴浣嶄簬浠ヨ壊鍒楃壒鎷夌淮澶�紝寮€鍙戣嚜鍔ㄥ寲鍏冩暟鎹��鐞嗗拰鍒嗘瀽鐨勮蒋浠跺伐鍏凤紝甯�姪缁勭粐瀹氫綅鍜岀悊瑙d粬浠�殑鏁版嵁锛屼互鏀硅繘杩愯惀銆佹暟鎹�川閲忓拰鏁版嵁娌荤悊銆� Octopai 浜� 5 鏈� 10 鏃ユ帹鍑轰簡 Data Lineage XD锛岃繖鏄�竴涓�厛杩涚殑澶氱淮鏁版嵁琛€缂樺钩鍙帮紝璇ュ叕鍙歌〃绀哄皢鏁版嵁琛€缂樻彁鍗囧埌涓€涓�柊鐨勬按骞炽€侱ata Lineage XD 浣跨敤鍙��鍖栬〃绀烘潵鏄剧ず浠庢簮鍒扮洰鐨勫湴鐨勬暟鎹�祦锛岃�鐢ㄦ埛鏇村叏闈㈠湴浜嗚В鏁版嵁鏉ユ簮銆佸彂鐢熺殑浜嬫儏浠ュ強鏁版嵁鍦ㄦ暟鎹�幆澧冧腑鐨勫垎甯冧綅缃�€� 姝ょ被鍔熻兘鐢ㄤ簬璺熻釜鏁版嵁宸ュ閿欒�銆佸疄鏂芥祦绋嬪彉鏇淬€佺�鐞嗙郴缁熻縼绉诲拰鎻愰珮涓氬姟鍒嗘瀽鏁堢巼銆� Splunk Observability Cloud and Splunk Security Cloud Splunk 涓€鐩村湪鎵╁睍鍏朵骇鍝佺粍鍚堬紝浠ュ埄鐢ㄥ叾鈥滄暟鎹�埌涓€鍒団€漇plunk Enterprise 鍜� Splunk Cloud 骞冲彴鐨勫姛鑳藉湪鍙�悳绱㈠瓨鍌ㄥ簱涓�崟鑾枫€佺储寮曞拰鍏宠仈鏈哄櫒鏁版嵁銆� IT 绯荤粺鍜屽簲鐢ㄧ▼搴忕洃鎺ф槸 Splunk 骞冲彴鏈€甯歌�鐨勭敤閫斾箣涓€銆係plunk 鎬婚儴浣嶄簬鏃ч噾灞憋紝閫氳繃涓� IT 鍜� DevOps 鍥㈤槦寮€鍙� Splunk Observability Cloud锛岃繖鏄�竴涓� Splunk 杞�欢鍖咃紝鍖呮嫭 Splunk Log Observer銆丼plunk Real User Monit叿锛oring銆丼plunk Infrastructure Monitoring銆丼plunk APM 鍜� Splunk On-Call . 闈㈠悜 IT 鍜� DevOps 鍥㈤槦鐨� Observability Cloud 浜� 2020 骞� 10 鏈堥�娆℃帹鍑烘祴璇曠増锛屽苟浜� 5 鏈堝叏闈�笂甯傘€� 鐢ㄤ簬缃戠粶瀹夊叏浠诲姟鐨勭郴缁熺洃鎺у拰鏁版嵁鏀堕泦鏄� Splunk 骞冲彴鐨勫彟涓€涓�富瑕佸簲鐢ㄣ€�6 鏈堬紝Splunk 鎺ㄥ嚭浜� Splunk Security Cloud锛岃繖鏄�竴涓�互鏁版嵁涓轰腑蹇冪殑瀹夊叏杩愯惀骞冲彴锛屽埄鐢ㄥ叾鈥滄暟鎹�埌涓€鍒団€濇妧鏈�彁渚涢珮绾у畨鍏ㄥ垎鏋愩€佽嚜鍔ㄥ寲瀹夊叏杩愯惀鍜岄泦鎴愬▉鑳佹儏鎶ュ姛鑳姐€� YugabyteDB Yugabyte 浣嶄簬鍔犲埄绂忓凹浜氬窞妗戝凹缁村皵锛屾槸鏂颁竴浠f暟鎹�簱佷綘寮€鍙戝晢涔嬩竴锛屾彁渚涙棬鍦ㄨ秴瓒婂拰瓒呰秺浼犵粺鏁版嵁搴撶郴缁熺殑鎶€鏈�€俌ugabyteDB 鏄�竴涓�珮鎬ц兘鐨勫垎甯冨紡 SQL 鏁版嵁搴擄紝鐢ㄤ簬鏋勫缓鍏ㄧ悆浜掕仈缃戣�妯$殑搴旂敤绋嬪簭銆� 5 鏈堬紝Yugabyte 鍙戝竷浜� YugabyteDB 2.7锛屽叾涓�寘鍚�竴濂楀叏闈㈢殑閮ㄧ讲閫夐」锛岄€傜敤浜庡笇鏈涗娇鐢� Red Hat OpenShift 鍜� VMware Tanzu 绛� Kubernetes 骞冲彴璺ㄦ贩鍚堜簯鐜��鎵╁睍鍒嗗竷寮� SQL 鐨勭粍缁囥€� 璇ュ叕鍙歌〃绀猴紝YugabyteDB 瀵瑰叕鍏卞拰浜戝師鐢熺幆澧冪殑鏀�寔浣夸紒涓氬拰缁勭粐鑳藉�璐�交鍏舵垬鐣� Kubernetes銆佸垎甯冨紡 SQL 鍜屽井鏈嶅姟璁″垝锛屽悓鏃堕伩鍏嶄簯閿佸畾銆� YugabyteDB 2.7 鐗堟湰鍙�互鍥炴粴鐭ラ鎰忓�鏇存敼骞跺皢鏁版嵁搴撴仮澶嶅埌鏇存棭鐨勬椂闂寸偣銆傚畠杩樻敮鎸佽〃绌洪棿锛屼互缁嗙矑搴︽帶鍒惰法鍖哄煙鍜屽彲鐢ㄥ尯鐨勬暟鎹�垎甯冦€�
|