Is there any difference between voltage drop and voltage across a component?
Yes, they're the same, although I think that most people would want to reserve the phrase "voltage drop" for the voltage developed by running current through a dissipative element such as a resistor, relay, or diode junction.

As a counter-example, referring to a "-9V drop across the battery" would be somewhere between odd and positively strange.