An analog input often looks simple, but the quality of the value that reaches firmware depends on the signal path, voltage reference, filtering, and ground strategy.
Do not leave filtering only to software
Digital filtering helps, but if the input is already contaminated, software only hides part of the problem.
Build a baseline measurement
Before the final decision, run a simple input-noise test under different supply and load conditions so the design can be corrected with real data.