What are the main challenges of real-time data processing?
An example of an AI chatbot conversation about challenges in processing data in real-time.
What are the main challenges of real-time data processing?
The main challenges include data velocity, data quality, system scalability, and integration with existing systems.
Can you explain why data quality is a challenge?
Data quality is crucial because inaccurate or incomplete data can lead to poor decision-making and unreliable insights.
How does system scalability affect real-time processing?
System scalability is vital as it ensures that the infrastructure can handle increasing data loads without performance degradation.
What are some solutions to these challenges?
Solutions include using distributed systems, implementing data validation processes, and leveraging cloud services for scalability.
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