While definite details concerning her life are scarce, records indicate that Peeters was baptized in Antwerp in 1594 and married there in 1639. There is no indication that Peeters ever joined the Antwerp painters’ guild, but the records for many relevant years are missing.
Peeters’s earliest dated oil paintings, from 1607 and 1608, are small-scale, detailed images representing food and beverages. The skill with which this 14-year-old artist executed such pictures indicates that she must have been trained by a master painter. Although there is no documentary evidence of her artistic education, scholars believe that Peeters was a student of Osias Beert, a noted still-life painter from Antwerp.
By 1612, the 18-year-old artist was producing large numbers of painstakingly rendered still lifes, typically displaying groupings of valuable objects, such as elaborately decorated metal goblets, gold coins, and exotic flowers. Her compositions often show these arrangements on narrow ledges, seen from low vantage points, against dark backgrounds.