How to purge when you have too much stuff?

So, let's say you've accumulated quite a bit of stuff over the years, and you're now feeling overwhelmed by it all. How would you recommend going about purging and decluttering your belongings? Is there a specific method or strategy that you find particularly effective? And how can one ensure that they don't end up regretting getting rid of certain items in the future?