Color depth is the number of colors in the exported graphic. GIF images are always exported in 8-bit color (256 colors) or less. You can export PNG at higher color depths.
Higher color depths create larger exported files, and are typically not ideal for Web graphics. Use PNGs with 24- or 32-bit color depths when exporting photographic images with continuous tones or complex gradient blends of colors.