Bootstrapping in Cyprus refers to the process of starting and growing a business using personal finances or the revenue generated by the business, rather than seeking external investors or borrowing large sums of money. This approach allows entrepreneurs to maintain more control over their businesses but may limit growth due to constrained resources.