feat(ingestion/kafka): add profiling functionality taking samples to produce profile #8798

Job	Run time
airflow-plugin (3.8, apache-airflow~=2.3.4, test-airflow23)	3m 59s
airflow-plugin (3.10, apache-airflow~=2.4.3, test-airflow24)	7m 53s
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 33s
airflow-plugin (3.10, apache-airflow~=2.8.1 -c https://raw.githubusercontent.com/apache/airflow/c...	8m 11s
event-file	2s
airflow-plugin (3.11, apache-airflow~=2.9.3 -c https://raw.githubusercontent.com/apache/airflow/c...	8m 22s
airflow-plugin (3.11, apache-airflow~=2.10.3 -c https://raw.githubusercontent.com/apache/airflow/...	8m 22s
	54m 22s

Provide feedback