Fake electronic components, infiltrating supply chains like silent troublemakers, pose a growing threat to manufacturers worldwide. These counterfeits mimic genuine products, aiming to deceive consumers and make quick profits. Given the fast-paced innovation in the electronics industry, it has become a prime target for counterfeiters exploiting vulnerabilities.