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Table 3 Framework processing techniques and delivery of events

From: Time series big data: a survey on data stream frameworks, analysis and algorithms

Framework

Processing

Delivery of events

Apache Hadoop

Batch

N.A.

Apache Spark

Batch and Stream (micro-batch)

Exactly once

Apache Flink

Batch and Stream

Exactly once

Apache Storm

Stream

At least once

Apache Heron

Stream

At most once, at least once, exactly once

Apache Samza

Batch and Stream

At least once

Amazon Kinesis

Batch and Stream

At-least once