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Why does AWS CloudWatch stop receiving events with the error "400 Bad Request {u'message': u'Rate exceeded', u'__type': u'ThrottlingException'}"?

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We have configured large number of CloudWatch log groups as a separate input in our heavy forwarder. We have noticed that when pulling the logs from AWS instance, we are getting throttling exceptions for few of the log groups as mentioned below. 2016-10-25 10:33:18,164 ERROR pid=24573 tid=Thread-12 file=aws_cloudwatch_logs_data_loader.py:describe_cloudwatch_log_streams:74 | Failure in describing cloudwatch logs streams due to throttling exception for log_group=/okapi2/nprod/var/log/custom/vmstat, sleep=3.65761418489, reason=Traceback (most recent call last): File "/opt/app/splunk/etc/apps/Splunk_TA_aws/bin/cloudwatch_logs_mod/aws_cloudwatch_logs_data_loader.py", line 64, in describe_cloudwatch_log_streams group_name, next_token=buf["nextToken"]) File "/opt/app/splunk/etc/apps/Splunk_TA_aws/bin/boto/logs/layer1.py", line 308, in describe_log_streams body=json.dumps(params)) File "/opt/app/splunk/etc/apps/Splunk_TA_aws/bin/boto/logs/layer1.py", line 576, in make_request body=json_body) JSONResponseError: JSONResponseError: 400 Bad Request {u'message': u'Rate exceeded', u'__type': u'ThrottlingException'}

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