How do I print to stderr in Python?

There are several ways to write to stderr:

print >> sys.stderr, "spam"  # Python 2 only.

sys.stderr.write("spam\n")

os.write(2, b"spam\n")

from __future__ import print_function
print("spam", file=sys.stderr)

What are the differences between these methods? Which method should be preferred?