Of Italian origins, Pulecio married former minister of finance and diplomat Gabriel Betancourt.
Pulecio is the mother of Astrid Betancourt and French-Colombian politician Ingrid Betancourt who spent six and a half years in captivity after being kidnapped by the Revolutionary Armed Forces of Colombia until July 2 when she was rescued by the Colombian Armed Forces in Operation Jaque, 2008.