Awa ilan uzlay jir Data Lakehouse d Data Warehouse d Data lake
Data warehouse ehak id isalan olaɣnen i amiyiz n BI as ijja awen data lake itagu isalan n ich-ikil fuk daɣ dumu fuk Taggayen ajjotnen axdaman s data lakes i data science d machine learning mucham war eqqel i BI reporting fal as war eqqel a ilkam nen Data lakehouse ehak tinfa tan tin data lake d data warehouse, transaction tan n data warehouse d scalability d alqim andarran n data lake Edag iyyan n tiditt Isalan artaynen daɣ ihishkan fuk 3. azuk wan issin Tabalt tan data lake taqqal titbaqqet maqqorat n edey n lakehouse Ilzam ti ad eqqil immik n amukin d amukin n isuj n isalan win aru daɣ data lake storage Dumu tan win tabel idhalan i asidu n assahat n edey n isalan win taɣissa tolas arhan id motoran ajjotnen axdam nen daɣ sanatat fal isalan olahan Dumu tan n tabel daɣ edey wan lakehouse itaj assahat n iji n data warehouse-level transactions (DML) id ACID guarantees Iyad haratan wi əknanen tənna ən əmik wan tabəle aqalan təmotayen ən əmik, SQL ən tənna, asikil ən alwaq, assuhu ən isalan (atamosan Lac wan Delta). Apache Spark addobat deɣ axadam chund engine n asistan