Performance & Stability
        
        What Are the Key Differences between a Data Lake and a Data Lakehouse in Trading?
        
         
        
        
          
        
        
      
        
     
        
        A data lake offers flexible raw data storage for research; a lakehouse adds a transactional layer for operational reliability.
        
        How Does Data Normalization Impact Real-Time Risk Calculations in a Multi-Asset System?
        
         
        
        
          
        
        
      
        
     
        
        Data normalization transforms chaotic multi-source information into a coherent data stream, enabling precise, real-time risk calculation.
        
        How Does a Data Fabric Differ from a Traditional Data Warehouse?
        
         
        
        
          
        
        
      
        
     
        
        A data fabric provides unified, real-time access to distributed data, while a data warehouse centralizes structured data for historical BI.

 
  
  
  
  
 