Heat olive oil in a large pot over medium heat.
Add sliced sausage and cook until lightly browned.
Add onion, bell pepper, and garlic. Sauté for 3–4 minutes until softened.
Stir in tomato paste, Cajun seasoning, smoked paprika, oregano, thyme, salt, and pepper.
Add chicken broth and diced tomatoes. Stir well.
Bring soup to a gentle boil, then reduce heat and simmer for 15 minutes.
Add chopped zucchini and cook for another 10–12 minutes until tender.
Taste and adjust Cajun seasoning if needed.
Garnish with fresh parsley and serve warm.