Here's an example that might clarify things a bit. I had a shooting quite some time ago. Dad claimed he shot a guy attempting to kill his son with a ball bat during a backyard party. Quite believeable, even backed up by two witnesses. (The son was an adult as was the deceased) Decedent had an extensive violent history. Son had a couple minor drug offenses.
Here's when the problems start.
Son's story did not match dad's. Bullet path from the father's stated firing position did not match the wounds and powder stippling on the deceased. Further, the 9mm ball ammo dad claimed to have used did not match the .38 Special ball removed from the decedent's skull. Although both guns were Rugers, the rifling marks did not match. Gun residue kits were positive on son, negative on dad.
Bottom line, son was chasing decedent around the backyard over an ex-girlfriend dispute and shot him at almost contact range when decedent was trapped against the house. (no bat was found) Dad tried to cover the homicide for son and coerced two employees to go along.
If we had not seized both guns (and the guns from two other party attendees), We never would have found them again.