It's been over three years since I started exercising.

I have a slight depression and heard that walking is good, so I have been walking over 10,000 steps for three years, never missing a day. Because of that, my knees feel sore and ache, but I don't have time to go to the hospital. Are there any ways to walk well without knee pain or stretches to reduce the pain? I'm very curious.