Not necessarily, a good running shoe can come cheap, so long as it adequately provides the support you need to protect your back, knees, and ankles.
Granted the top of the range running shoes can set you back a pretty penny, but don’t get sucked into that if you’re a beginner. There are plenty of reasonably priced, formidable running shoes on the web that can cater to your needs.