From Wiktionary, the free dictionary
Literally, “beat the heels (of one's shoe)”.
bàttere i tacchi (first-person singular present bàtto i tacchi, first-person singular past historic battéi i tacchi, past participle battùto i tacchi, auxiliary avére)
- (idiomatic) to run away; to flee
