Data processing in Data Engineering

Data processing in data engineering can be defined in layman’s terms as the manipulation, transformation, and analysis of raw data which is done to extract the meaningful information. This provides ease in decision-making. Various types of data processing techniques are used to process data, like, ELT, data streaming, warehousing, batch processing, ML algorithms, etc.

What is the difference between batch processing and real-time processing?

In this article, we will learn about two fundamental methods that govern the flow of information and understand how data gets processed in the digital world. We start with simple definitions of batch processing and real-time processing, and gradually cover the unique characteristics and differences.

Table of Content

  • Data processing in Data Engineering
  • Batch Processing in Data Engineering
  • Real-time Processing
  • Difference between Batch processing and Real-time Processing

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Data processing in Data Engineering

Data processing in data engineering can be defined in layman’s terms as the manipulation, transformation, and analysis of raw data which is done to extract the meaningful information. This provides ease in decision-making. Various types of data processing techniques are used to process data, like, ELT, data streaming, warehousing, batch processing, ML algorithms, etc....

Batch Processing in Data Engineering

Batch processing is a method that computers use to run high-volume repetitive data jobs....

Real-time Processing

Real-time processing is a method that computers use to process data at a near instant rate. To do so and maintain the real-time insights, constant flow of data intake and output is required....

Difference between Batch processing and Real-time Processing

Following are the differences between Batch processing and Real-time processing:...

Conclusion

Batch processing is complex in computation and is more cost effective, while real-time processing can be costly due to the equipment but delivers specific and predictable outputs. As per requirement of organization and their input and required output, the type of processing can be chosen....

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