You can join the challenge at any time! Challenge days can be completed right up until the end of the challenge, thus if you join the challenge late you can go back and complete the days you have missed in your own time.
Please note you cannot join an existing team if the team has reached the first milestone. Thus if you join the challenge late, you will need to create a new team or take part on your own.