In blackjack, players manage their bankroll and risk by setting clear budgets to limit their spending and employing a unit betting system that adjusts bets based on their overall funds. They often modify their bet sizes during winning or losing streaks to protect their bankroll while adhering to win goals and loss limits to determine when to leave the table.