Habitable planets with the exact chemistry to support your species without expensive or slow terraforming.
Those could be scarce on a solar scale, but probably not on a galactic one.
1) Not really scarce on a galactic scale and 2) if different species' chemistry are radically different (and why wouldn't they be?) there wouldn't be competition even if habitable planets were scarce.