You can reduce your cancellation rate by offering only products and quantities that are actually in stock and keeping your inventory up to date.
If you need to maintain a large supply of products, we recommend the easy setup of automated stock reconciliation via CSV file. SKUs are a requirement for this. Read more here: How can I set up an automatic inventory reconciliation?