The electoral implications of conditional cash-transfer programs have been widely debated in recent years. In the particular case of Brazil analysts have argued that the social policies that President Lula da Silva's first government implemented enabled the Workers' Party to broaden its electoral clientele from middle-class and highly educated voters to low-income and poorly educated individuals from the Northeast. The conditional cash-transfer program known as Bolsa Família (BF) is said to have played a key role in this shift of electoral support and to have worked as a powerful clientelistic tool for Lula. Using survey data, this article challenges this view by showing that, despite changes in the profile of Lula's supporters, the BF program cannot account for them. Poor voters vote differently across regions; BF recipients were already Lula voters in 2002 and cast ballots for him during his reelection at the same rate as nonrecipients.