Alcohol can cause hypoglycemia (low blood sugar levels) shortly after drinking and for up to 24 hours afterwards, according to ADA. If you have diabetes, you have to be careful when drinking. Don’t consume alcohol on an empty stomach or when your blood glucose is low, especially if you are on insulin and diabetes pills, which lower blood glucose by making more insulin. Moderation – one or two servings per day – is key.