Swiss mining giant Glencore PLC provided nearly $1 billion in loans and advances to companies associated with an Israeli businessman accused of having corrupt ties to government officials in the Democratic Republic of Congo, according to documents reviewed by The Wall Street Journal.

The loans, made over a roughly 10-year period starting...