Bulgaria international Delev, who scored in every round, netted from close range from Brazilian midfielder Marquinhos's precise pass six minutes before the break.
Slavia, the oldest Sofia club, finished the tense affair at the Vasil Levski national stadium with 10 men after Brazilian defender Josias Basso was sent off for a second yellow card in the closing stages.
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