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  2. The main differences between a data warehouse and a data lake are12:
    • A data warehouse is a larger store for data that could come from a variety of sources, while a data lake is a large store for data in its original, raw format.
    • A data warehouse can only store data that has been processed and refined, while data lakes store raw data that has not been processed for a purpose yet.
    • Data lakes require a much larger storage capacity than data warehouses.
    • Data in a data lake is flexible, quickly analyzed, and perfect for machine learning.
    Learn more:
    A data warehouse is often considered a step "above" a database, in that it's a larger store for data that could come from a variety of sources. Both databases and data warehouses usually contain data that's either structured or semi-structured. In contrast, a data lake is a large store for data in its original, raw format.
    redpanda.com/blog/database-data-lake-data-wareh…

    A data warehouse can only store data that has been processed and refined. Data lakes, on the other hand, store raw data that has not been processed for a purpose yet. Therefore, data lakes require a much larger storage capacity than data warehouses; the data is flexible, quickly analyzed, and perfect for machine learning.

    www.simplilearn.com/data-lake-vs-data-warehous…
     
  3. People also ask
    What's the difference between a database and a data warehouse?Databases, data warehouses, and data lakes are all used to store data. So what's the difference? The key differences between a database, a data warehouse, and a data lake are that: A database stores the current data required to power an application.
    What is the difference between a data warehouse and a lake?While data warehouses store structured data, a lake is a centralized repository that allows you to store any data at any scale. A data lake offers more storage options, has more complexity, and has different use cases compared to a data warehouse. Key points of difference are given below.
    What is the difference between a database and a data lake?The key differences between a database, a data warehouse, and a data lake are that: A database stores the current data required to power an application. A data warehouse stores current and historical data from one or more systems in a predefined and fixed schema, which allows business analysts and data scientists to easily analyze the data.
    Are data lakes a replacement for data warehouses or relational databases?Data lakes are very popular in the modern stack because of its flexibility and costs but they are not a replacement for data warehouses or relational databases. The key differences in selecting how to house all the data in an organization comes down to these considerations: 1. Structured vs Unstructured vs Semi Structured Data
    Is data lake better than data warehouse?It is better suited for unstructured data than a data warehouse, which uses hierarchical tables and dimensions to store data. Data lakes have a flat storage architecture, usually object or file-based storage, giving users greater flexibility when storing, using, and managing data.
    What are data warehouses & data lakes?Data warehouses, data lakes, and data marts are different cloud storage solutions. A data warehouse stores data in a structured format. It is a central repository of preprocessed data for analytics and business intelligence.
     
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