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Why Do Complex Smart Contract Interactions Require a Higher Gas Limit?

Complex smart contract interactions, such as those involving multiple internal function calls or state changes, require more computational steps to execute. Each computational step consumes a certain amount of 'gas.' Therefore, to ensure the transaction successfully completes without running out of gas, the user must set a sufficiently high gas limit.

How Does Gas Limit Prevent Infinite Loops during a State Change?
How Do Complex Smart Contracts Affect Gas Usage?
What Is the Role of the ‘EVM’ (Ethereum Virtual Machine) in Gas Consumption?
How Does Difficulty Relate to the Energy Consumption of PoW?