How is real-time processing implemented?
An example of an AI chatbot conversation about real-time data processing techniques.
What are the key components of real-time processing?
The key components include data ingestion, processing engines, and storage systems that support low-latency access.
Can you explain how data ingestion works in real-time systems?
Data ingestion in real-time systems involves collecting data from various sources and streaming it to processing engines without delay.
What technologies are commonly used for real-time processing?
Common technologies include Apache Kafka for data streaming, Apache Flink for processing, and NoSQL databases for storage.
How do you ensure data accuracy in real-time processing?
Data accuracy is ensured through validation checks, error handling mechanisms, and by implementing data quality frameworks.
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