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How Does a High Gas Fee Translate into a Higher Probability of a Transaction Being Front-Run?

In public blockchain systems, validators and miners are economically incentivized to include transactions that offer the highest fees, as this maximizes their profit. A front-runner exploits this by submitting a transaction with a gas fee slightly higher than the victim's pending transaction.

This high fee signals to the validator to prioritize the front-runner's order, ensuring it is placed immediately before the victim's trade, thus guaranteeing the front-run.

What Role Do Gas Fees Play in Transaction Ordering on Proof-of-Work/proof-of-Stake Blockchains?
What Role Does Transaction Ordering Play in Enabling Front-Running on a Blockchain?
What Is the Function of ‘Gas Fees’ in Determining Transaction Order?
How Does a Higher Gas Fee Enable Front-Running?