In nearby Tallulah, the parish seat, a related site is the Hermione Museum, which has an exhibit about Walker.

Delta is located on the eastern edge of Madison Parish and the state of Louisiana at 32°19′17″N 90°56′12″W / 32.32139°N 90.93667°W / 32.32139; -90.93667 (32.321342, -90.936544).

Interstate 20 and U.S. Route 80 pass through the village, leading east to Vicksburg and west 16 miles (26 km) to Tallulah, the parish seat.

[1] As of the 2020 United States census, there were 232 people, 104 households, and 89 families residing in the village.

The climate in this area is characterized by relatively high temperatures and evenly distributed precipitation throughout the year.