Parameterized queries separate code from data at the database protocol level, preventing injection by forcing the engine to treat all input as literal values rather than executable instructions.
Fuzz testing reveals hidden memory errors and logic flaws by feeding programs with malformed data until they crash, often finding bugs static analysis misses.
Fuzz testing exposes logic errors by feeding malformed data to inputs, revealing crashes that manual review and standard unit tests consistently miss in complex code.