An alternative approach

As a data engineer, you may often face cost constraints, or constraints imposed by your organization's policies.

A key skill is to be flexible in how you design your architecture to take these constraints into account.

After reviewing the initial diagram, the IT department isn't sure about the security implications of using Elasticsearch for analyzing tweets and sending alerts because it's new and they haven't heard of it (welcome to the real world).

Use the components in this exercise to accomplish the goal of sending an alert when there is more than 3 negative tweets in 5 minutes.