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You are analyzing the performance of a Spark streaming job using the Spark UI and notice that the event timeline shows a high number of late batches. What steps would you take to address this issue?
A
Increase the batch interval to reduce the processing load.
B
Optimize the data ingestion rate and ensure it matches the processing capacity of the cluster.
C
Reduce the number of executors to focus on processing efficiency.
D
Increase the memory allocation for the streaming job.
