This is answerable, and the answer is mostly about which tests rather than how many.
Same laboratory, same method, same time of day, same fasting state. Between-laboratory differences on several common analytes are larger than the changes people are trying to detect.
Haemolysis in the sample raises potassium and several enzymes spuriously. If a result is bizarre, ask whether the sample was flagged before building a theory on it.
Pre-analytical factors — posture, tourniquet time, fasting, sample handling — are the largest source of error in routine biochemistry, well ahead of the analysis itself.
Same laboratory, same time, same fasting state, or the comparison is not a comparison.
edited 10 Jan 2026 by low_dead_space — added a caveat about sampling