Slice peaches into wedges
Place peppercorn, thyme, lemon, and peaches in a jar.
Bring to a boil water, vinegar, sugar, and salt. When sugar and salt are dissolved remove from heat and add vanilla.
Pour the brine into the jar with the peaches. Cool to room temperature, then refrigerate. In 3-5 days pickles will be ready to use.