Preheat the oven to 400F/200C and line a large sheet with parchment paper.
Spread the kielbasa and vegetables onto the prepared baking sheet. Drizzle with olive oil, season with Italian seasoning, smoked paprika, minced garlic, salt, and pepper. Toss to coat.
Bake for 30-35 minutes until the vegetables are fork tender.