Batch ingestion processes data in discrete chunks at scheduled intervals.Mostly historical data in large volumes.Suitable where latency isn't critical.Involves etl jobs processing transaction log.
Streaming ingestion processes data as it arrives,enabling rea time analytics for real time analytics and immediate response.essential for fraud dectection, monitoring systems and live dashboards.
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