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Your data processing job is experiencing data spill, where intermediate data exceeds the memory capacity of the nodes in the cluster. What steps would you take to handle this situation and optimize resource management?
A
Increase the memory allocation for the job without changing any other parameters.
B
Optimize the job by adjusting the memory and CPU allocation to better match the workload.
C
Add more nodes to the cluster to increase the overall memory capacity.
D
Implement data compression to reduce the size of the intermediate data.
