It depends. Sometimes a true story can be exaggerated or have some details changed for dramatic effect, but the core events are often based on real happenings.
It's a bit complicated. A true story might be mostly true, but details could be changed or interpreted differently. Plus, people's experiences and recollections can vary, affecting the accuracy.