The modern data lake architecture provides rapid data access and analytics by having all necessary compute resources and storage objects internal to the data lake platform. Traditional data lake architectures offered slower performance by storing data in an external data repository that needed to be rep...
Azure Data Lake Storage将 Azure Blob 存储与 Data Lake 功能相结合,提供与 Apache Hadoop 兼容的访问权限、分层命名空间功能和增强的安全性,从而可实现高效的大数据分析。 Azure Databricks是一个统一的平台,你可以用它来处理、存储和分析数据并实现数据盈利。 它支持 ETL 流程、仪表板、安全性、数据探索、机器学习...
Delta Lake: The Definitive Guide by O’Reilly Definitive Guide to Delta Lake Delta Lake: The Foundation to Your Lakehouse Machine learning eBook: Standardizing the ML Lifecycle Virtual Event: Building Machine Learning Platforms Virtual Event: Build Your Own Large Language Model Like Dolly ...
Three Architecture Styles for a Useful Data LakeSvetlana Sicular
Data Lake Architecture A data lake can have various types of physical architectures because it can be implemented using many different technologies. However, there are three main principles that differentiate a data lake from other big data storage methods: ...
本文主要介绍了数据湖(Data Lake)架构的演变,分析了多种数据湖模型的特点、优缺点及适用场景,并对未来发展方向和数据治理提出了建议。 数据湖架构的发展和变化 数据湖最初是用来存储大量原始数据的库,强调数据的“原汁原味”,未经过处理或转化。 随着使用需求的复杂化,数据湖从**简单的两层结构(临时着陆区+原始数...
Avec le Data Lake, on est sur un type d’architecture dit “flat” : chaque donnée a un identifiant unique. Un Data Lake est souvent associé à la plateforme Hadoop. En effet, avec cette technologie il est facile de créer un Data Lake sécurisé et évolutif, qui peut traiter ...
文献标题:An Overview of Current Data Lake Architecture Models 文献作者:Tomislav hlupike、Dražen Oreščanin、Domagoj Ružak、Mirta baranoovic、Poslovna inteligencija d.o.o . 作者单位:克罗地亚萨…
A data lake is a low-cost data storage environment designed to handle massive amounts of raw data in any format.
Data Storage Explained: Databases, Data Lakes, Warehouses, Lakehouses Data lake architecture This section will explore data architecture using a data lake as a central repository. While we focus on the core components, such as the ingestion, storage, processing, and consumption layers, it's impor...