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Data Lake simple record
2022-07-22 18:47:00 【I love meat】
Simply record some pictures , Make an impression on yourself , Do not do a lot of specific interpretation
Data Lake
Concept
Data lake is a design idea
Data Lake reading mode / Data warehouse write mode
There are three ways to realize data Lake
Comparison between data lake and data warehouse
advantage
Design principles
1 Separation of data and business : Only consider data , Not related to business
2 Separation of storage and computing : Tradition hadoop colony , Storage and computing are generally a cluster node , Computing expansion generally means storage expansion . So it's best to design separation
Amazon, for example aws For storage only , It has nothing to do with all computing nodes
3 Lambda framework vs Kappa framework vs Iota framework
5 The importance of managing services and choosing the right tools
Lambda/Kappa framework
Kappa The core idea of Architecture :
1 Simplified deleted Lambda Offline batch double counting , Only through real-time calculation
2 Save the data source for a few more days , Recalculate historical data only when necessary , Recalculate with the same code using the saved data source
Practical application of data Lake Delta Lake
You can continue to look at it in detail when you use it in the future
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