How to manage Database Transactions across GraphQL Resolvers?

Managing transactions in GraphQL is complex because top-level mutations execute serially, but nested resolvers execute in parallel without a shared transaction scope.

The standard pattern is to initialize the database transaction in the context or at the very beginning of a mutation. You pass the transaction object down through the context, allowing nested functions to attach to it. If the top-level mutation fails, it rolls back the transaction.