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Summary Batch and Real-Time Processing Study Notes

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Learn the differences between batch processing, real-time processing, streaming data, hybrid approaches, use cases, advantages, disadvantages, and technology choices.

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Cloud Computing Study Guide - 09




Study Guide
Beginner → Exam Ready

By Levi J.
2026 Edition




Processing Modes


Overview
Data processing can be done in two main ways:

1. Batch Processing - Processing data in groups at scheduled times

2. Real-Time Processing - Processing data immediately as it arrives




Batch Processing

Definition
Batch processing means processing large amounts of data together at scheduled times.


How It Works
Data is collected over a period of time

Processing happens at specific intervals (daily, hourly, weekly)

Results are available after the batch completes


Example
A company processes all sales data at the end of each day to generate daily reports.




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, Cloud Computing Study Guide - 09




Used For
Daily reports - End-of-day summaries

Monthly reports - Monthly financial close

Payroll - Processing employee payments

Data archiving - Moving old data to archive

Large-scale analytics - Processing historical data

Data warehousing - Loading data into warehouses


Advantages
Efficient for large volumes of data

Cost-effective (can use cheaper resources)

Easier to manage and troubleshoot

Can process during off-peak hours


Disadvantages
Delayed results (not immediate)

Not suitable for time-sensitive decisions

Large batches can take long to complete




Real-Time Processing

Definition
Real-time processing means data is processed immediately as it arrives.


How It Works
Data is processed as soon as it's generated

Results are available almost instantly

Continuous processing stream




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