feat(ingestion/kafka): add profiling functionality taking samples to produce profile #8639

Job	Run time
airflow-plugin (3.8, apache-airflow~=2.3.4, test-airflow23)	3m 56s
event-file	2s
airflow-plugin (3.10, apache-airflow~=2.4.3, test-airflow24)	7m 58s
airflow-plugin (3.10, apache-airflow~=2.6.3 -c https://raw.githubusercontent.com/apache/airflow/c...	9m 0s
airflow-plugin (3.10, apache-airflow~=2.7.3 -c https://raw.githubusercontent.com/apache/airflow/c...	8m 22s
airflow-plugin (3.10, apache-airflow~=2.8.1 -c https://raw.githubusercontent.com/apache/airflow/c...	8m 24s
airflow-plugin (3.11, apache-airflow~=2.9.3 -c https://raw.githubusercontent.com/apache/airflow/c...	9m 19s
airflow-plugin (3.11, apache-airflow~=2.10.3 -c https://raw.githubusercontent.com/apache/airflow/...	8m 35s
	55m 36s

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