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You are right, you can use the DescribeEventTypes API to get detailed event types if you would like to apply a filter.
Done something similar with a customer though they decided to forward all AWS Health events to a central bus (and notifications from there) to make sure nothing gets "lost" and not having to maintain it execept for filtering out.
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Thanks so much for your question, Kartheek_A! We recently discussed this on an episode of AWS re:Post Live over on Twitch. You can see the answer to your question by going to 28:40 in the time code of this video - https://www.twitch.tv/videos/2198390721
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