I couldn&#x27;t really understand how you replaced Mixpanel and other analytics services with Redshift. AFAIK Redshift is optimized for bulk inserts so the micro-batch approach (a few seconds) is not is not optimal and in fact quite expensive. Also the data in Mixpanel is not structured and if you&#x27;re using JSON in Redshift, you can&#x27;t take advantage of the columnar storage format which is actually the main point of using Redshift. Do you care to explain how you solve these issues?