One infamous example of this was Bounce Rate, which was removed from GA4 from the beginning and replaced with Engagement Rate. As a result a number of dimensions and metrics have been missing from or changed within GA4 for some time, and are slowly being added. Many dimensions and metrics have received an overhaul in Google Analytics 4, as these have had to be built from the ground up to handle the new event-driven structure. Comparisons can be added to reports, but these will only compare a segment with the overall data (including both sets of data), rather than report specifically on that segment alone. While GA4 does provide a few similar options, it does also lack the option to easily segment your reports as well. Universal Analytics allowed chart display options including plot rows, including conversions and simplifying by week or month. Making use of annotations can help provide valuable context to your data and turn it into useful information that you can look back on.
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