{"id":65616,"date":"2025-07-28T17:49:21","date_gmt":"2025-07-28T14:19:21","guid":{"rendered":"https:\/\/afaghhosting.net\/blog\/?p=65616"},"modified":"2025-07-28T17:49:21","modified_gmt":"2025-07-28T14:19:21","slug":"data-3-0-%da%86%db%8c%d8%b3%d8%aa%d8%9f-lakehouse-%d8%9f","status":"publish","type":"post","link":"https:\/\/afaghhosting.net\/blog\/data-3-0-%da%86%db%8c%d8%b3%d8%aa%d8%9f-lakehouse-%d8%9f\/","title":{"rendered":"Data 3.0 \u0686\u06cc\u0633\u062a\u061f  Lakehouse \u061f"},"content":{"rendered":"<p>\u0634\u0631\u06a9\u062a \u0633\u0631\u0645\u0627\u06cc\u0647\u200c\u06af\u0630\u0627\u0631\u06cc Bessemer Venture Partners (BVP) \u06a9\u0647 \u0633\u0627\u0628\u0642\u0647\u200c\u0627\u06cc \u0628\u06cc\u0634 \u0627\u0632 \u06cc\u06a9 \u0642\u0631\u0646 \u062f\u0631 \u062d\u0645\u0627\u06cc\u062a \u0627\u0632 \u0634\u0631\u06a9\u062a\u200c\u0647\u0627\u06cc \u0646\u0648\u0622\u0648\u0631 \u062f\u0631 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u0627\u0628\u0631\u06cc\u060c \u0641\u06cc\u0646\u200c\u062a\u06a9\u060c \u00a0\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u00a0\u0627\u0645\u0646\u06cc\u062a \u0633\u0627\u06cc\u0628\u0631\u06cc \u062f\u0627\u0631\u062f\u060c \u0627\u062e\u06cc\u0631\u0627\u064b \u06af\u0632\u0627\u0631\u0634\u06cc \u0628\u0627 \u0639\u0646\u0648\u0627\u0646 <a href=\"https:\/\/www.bvp.com\/atlas\/roadmap-data-3-0-in-the-lakehouse-era\" target=\"_blank\" rel=\"noopener\">\u00ab\u0646\u0642\u0634\u0647 \u0631\u0627\u0647: Data 3.0 \u062f\u0631 \u0639\u0635\u0631 <strong>#Lakehouse\u00bb<\/strong><\/a> \u0645\u0646\u062a\u0634\u0631 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u06af\u0632\u0627\u0631\u0634 \u0628\u0627 \u062a\u06a9\u06cc\u0647 \u0628\u0631 \u062a\u062c\u0631\u0628\u0647 BVP \u062f\u0631 \u0633\u0631\u0645\u0627\u06cc\u0647\u200c\u06af\u0630\u0627\u0631\u06cc \u0628\u0631 \u0628\u0631\u0646\u062f\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Shopify\u060c LinkedIn\u060c Pinterest \u0648 Databricks\u060c \u0686\u0634\u0645\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u062f\u0642\u06cc\u0642 \u0627\u0632 \u0646\u0633\u0644 \u0633\u0648\u0645 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<h4 class=\"wp-block-heading\">\u00a0\u0686\u0631\u0627 Data 3.0 \u0627\u0647\u0645\u06cc\u062a \u062f\u0627\u0631\u062f\u061f<\/h4>\n<p>\u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0637\u06cc \u0633\u0647 \u0646\u0633\u0644 \u062f\u0633\u062a\u062e\u0648\u0634 \u062a\u062d\u0648\u0644\u0627\u062a \u0639\u0638\u06cc\u0645\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<p>\u0646\u0633\u062e\u0647 \u0627\u0648\u0644 \u2013 Data 1.0 (\u06f1\u06f9\u06f7\u06f0\u2013\u06f2\u06f0\u06f0\u06f0):<\/p>\n<p>\u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0631\u0627\u0628\u0637\u0647\u200c\u0627\u06cc (Oracle\u060c MySQL)<\/p>\n<p>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0646\u0628\u0627\u0631\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0627\u06cc<\/p>\n<p>\u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc<\/p>\n<p>\u0646\u0627\u062a\u0648\u0627\u0646 \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u063a\u06cc\u0631\u0633\u0627\u062e\u062a\u0627\u0631\u06cc\u0627\u0641\u062a\u0647<\/p>\n<p>\u0646\u0633\u062e\u0647 \u062f\u0648\u0645 \u2013 Data 2.0 (\u0627\u0632 \u06f2\u06f0\u06f1\u06f0 \u0628\u0647 \u0628\u0639\u062f):<\/p>\n<p>\u0638\u0647\u0648\u0631 Hadoop \u0648 Spark \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639 \u0648 \u062d\u062c\u06cc\u0645<\/p>\n<p>\u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u06cc\u0634\u062a\u0631<\/p>\n<p>\u0628\u0627\u062a\u0644\u0627\u0642 \u062f\u0627\u062f\u0647\u200c\u0627\u06cc (Data Swamp) \u0628\u0647\u200c\u062f\u0644\u06cc\u0644 \u0636\u0639\u0641 \u062f\u0631 \u06a9\u06cc\u0641\u06cc\u062a \u0648 \u062d\u0627\u06a9\u0645\u06cc\u062a<\/p>\n<p>\u0646\u0633\u062e\u0647 \u0633\u0648\u0645 \u2013 Data 3.0 (\u0627\u0632 \u06f2\u06f0\u06f2\u06f0 \u0628\u0647 \u0628\u0639\u062f):<\/p>\n<p>\u06cc\u06a9\u067e\u0627\u0631\u0686\u06af\u06cc<\/p>\n<p>\u067e\u0631\u062f\u0627\u0632\u0634 \u0644\u062d\u0638\u0647\u200c\u0627\u06cc<\/p>\n<p>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/p>\n<p>\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc: Lakehouse\u060c Delta Lake\u060c Iceberg\u060c Hudi\u060c \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 AI-driven<\/p>\n<h4 class=\"wp-block-heading\">\u00a0\u0645\u0639\u0645\u0627\u0631\u06cc Lakehouse \u0686\u06cc\u0633\u062a \u0648 \u0686\u0631\u0627 \u0627\u0646\u0642\u0644\u0627\u0628\u06cc \u0627\u0633\u062a\u061f<\/h4>\n<p>\u0644\u06cc\u06a9\u200c\u0647\u0648\u0633 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u0642\u062f\u0631\u062a Data Warehouse \u0648 \u0627\u0646\u0639\u0637\u0627\u0641 Data Lake \u0627\u0633\u062a.<\/p>\n<p>\u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc:<\/p>\n<p>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u0627\u0631\u06cc\u0627\u0641\u062a\u0647 \u0648 \u063a\u06cc\u0631\u0633\u0627\u062e\u062a\u0627\u0631\u06cc\u0627\u0641\u062a\u0647<\/p>\n<p>\u0641\u0631\u0645\u062a\u200c\u0647\u0627\u06cc \u0628\u0627\u0632 \u0628\u0627 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc ACID\u060c Time Travel\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u0644\u062d\u0638\u0647\u200c\u0627\u06cc<\/p>\n<p>\u06a9\u0627\u0647\u0634 \u0627\u0641\u0632\u0648\u0646\u06af\u06cc \u062f\u0627\u062f\u0647 \u0648 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0628\u0647 Vendor\u0647\u0627<\/p>\n<p>\u0627\u06cc\u0646 \u0645\u0639\u0645\u0627\u0631\u06cc \u067e\u0627\u06cc\u0647\u200c\u0627\u06cc \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644\u06cc \u0648 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc AI \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u0627\u0633\u062a.<\/p>\n<h4 class=\"wp-block-heading\">\u00a0\u0686\u0647\u0627\u0631 \u0631\u0648\u0646\u062f \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0631 Data 3.0 \u0628\u0647 \u0631\u0648\u0627\u06cc\u062a BVP:<\/h4>\n<h5 class=\"wp-block-heading\">\u00a0\u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u0647\u0648\u0634\u0645\u0646\u062f \u0648 \u0644\u062d\u0638\u0647\u200c\u0627\u06cc<\/h5>\n<p>\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f: Prefect\u060c Windmill\u060c dltHub<\/p>\n<p>\u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc \u062c\u0631\u06cc\u0627\u0646\u06cc: Apache Flink\u060c Kafka<\/p>\n<p>\u067e\u0644\u062a\u0641\u0631\u0645\u200c\u0647\u0627\u06cc \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u0645\u0627\u0646\u0646\u062f Chalk \u0628\u0631\u0627\u06cc \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u0633\u0631\u06cc\u0639<\/p>\n<h5 class=\"wp-block-heading\">\u06f2\u20e3 \u0645\u062a\u0627\u062f\u06cc\u062a\u0627 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0645\u0646\u0628\u0639 \u062d\u0642\u06cc\u0642\u062a<\/h5>\n<p>\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Datastrato\u060c Acryl Data<\/p>\n<p>\u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u0647\u0627\u06cc\u06cc \u0645\u062b\u0644 Flarion.io \u0648 Greybeam<\/p>\n<h5 class=\"wp-block-heading\">\u06f3\u20e3 \u062a\u062d\u0648\u0644 \u062f\u0631 \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc<\/h5>\n<p>\u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u0633\u0628\u06a9 \u0648 \u0633\u0631\u06cc\u0639: DuckDB\u060c ClickHouse\u060c Daft<\/p>\n<p>\u0628\u0633\u062a\u0631\u0647\u0627\u06cc Iceberg-native \u0645\u062b\u0644 Mooncake \u0648 Bauplan \u0648 RisingWave<\/p>\n<h5 class=\"wp-block-heading\">\u06f4\u20e3 \u0627\u062f\u063a\u0627\u0645 \u0645\u0647\u0646\u062f\u0633\u06cc \u062f\u0627\u062f\u0647 \u0648 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631<\/h5>\n<p>\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f dbt \u0648 Gable<\/p>\n<p>\u06cc\u06a9\u067e\u0627\u0631\u0686\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u0627 CI\/CD\u060c \u0646\u0633\u062e\u0647\u200c\u0633\u0627\u0632\u06cc\u060c \u062a\u0633\u062a \u062e\u0648\u062f\u06a9\u0627\u0631<\/p>\n<h4 class=\"wp-block-heading\">\u00a0\u0641\u0631\u0635\u062a\u200c\u0647\u0627\u06cc \u0633\u0631\u0645\u0627\u06cc\u0647\u200c\u06af\u0630\u0627\u0631\u06cc \u0648 \u0646\u0648\u0622\u0648\u0631\u06cc<\/h4>\n<p>BVP \u0628\u0627\u0648\u0631 \u062f\u0627\u0631\u062f \u06a9\u0647 Data 3.0 \u0641\u0631\u0635\u062a \u0628\u06cc\u200c\u0633\u0627\u0628\u0642\u0647\u200c\u0627\u06cc \u0628\u0631\u0627\u06cc \u0628\u0646\u06cc\u0627\u0646\u200c\u06af\u0630\u0627\u0631\u0627\u0646 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u062a\u0627:<\/p>\n<p>\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0646\u0628\u0639\u200c\u0628\u0627\u0632 \u0648 \u0627\u0628\u0631\u06cc \u062c\u062f\u06cc\u062f \u0628\u0633\u0627\u0632\u0646\u062f<\/p>\n<p>\u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0634\u062f\u0647 \u0628\u0631\u0627\u06cc AI \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f<\/p>\n<p>\u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u0645\u062a\u0627\u062f\u06cc\u062a\u0627 \u062e\u0644\u0642 \u06a9\u0646\u0646\u062f<\/p>\n<h4 class=\"wp-block-heading\">\u00a0\u062c\u0645\u0639\u200c\u0628\u0646\u062f\u06cc : \u0645\u0639\u0645\u0627\u0631\u06cc Lakehouse \u0646\u0645\u0627\u062f \u062a\u062d\u0648\u0644 \u062f\u0631 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u0633\u062a:<\/h4>\n<p>\u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0627\u0644\u0627<\/p>\n<p>\u062a\u062d\u0644\u06cc\u0644 \u0644\u062d\u0638\u0647\u200c\u0627\u06cc<\/p>\n<p>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 AI<\/p>\n<p>\u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u0627\u0644\u0627<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0634\u0631\u06a9\u062a \u0633\u0631\u0645\u0627\u06cc\u0647\u200c\u06af\u0630\u0627\u0631\u06cc Bessemer Venture Partners (BVP) \u06a9\u0647 \u0633\u0627\u0628\u0642\u0647\u200c\u0627\u06cc \u0628\u06cc\u0634 \u0627\u0632 \u06cc\u06a9 \u0642\u0631\u0646 \u062f\u0631 \u062d\u0645\u0627\u06cc\u062a \u0627\u0632 \u0634\u0631\u06a9\u062a\u200c\u0647\u0627\u06cc \u0646\u0648\u0622\u0648\u0631 \u062f\u0631 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u0627\u0628\u0631\u06cc\u060c \u0641\u06cc\u0646\u200c\u062a\u06a9\u060c \u00a0\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u00a0\u0627\u0645\u0646\u06cc\u062a \u0633\u0627\u06cc\u0628\u0631\u06cc \u062f\u0627\u0631\u062f\u060c \u0627\u062e\u06cc\u0631\u0627\u064b \u06af\u0632\u0627\u0631\u0634\u06cc \u0628\u0627 \u0639\u0646\u0648\u0627\u0646 \u00ab\u0646\u0642\u0634\u0647 \u0631\u0627\u0647: Data 3.0 \u062f\u0631 \u0639\u0635\u0631 #Lakehouse\u00bb \u0645\u0646\u062a\u0634\u0631 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u06af\u0632\u0627\u0631\u0634 \u0628\u0627 \u062a\u06a9\u06cc\u0647 \u0628\u0631 \u062a\u062c\u0631\u0628\u0647 BVP \u062f\u0631 \u0633\u0631\u0645\u0627\u06cc\u0647\u200c\u06af\u0630\u0627\u0631\u06cc \u0628\u0631 \u0628\u0631\u0646\u062f\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Shopify\u060c LinkedIn\u060c &hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[35],"tags":[],"class_list":["post-65616","post","type-post","status-publish","format-standard","hentry","category-bigdata"],"_links":{"self":[{"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/posts\/65616","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/comments?post=65616"}],"version-history":[{"count":2,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/posts\/65616\/revisions"}],"predecessor-version":[{"id":66900,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/posts\/65616\/revisions\/66900"}],"wp:attachment":[{"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/media?parent=65616"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/categories?post=65616"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/tags?post=65616"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}