A gas fee is the transaction cost paid to validators or miners for including your transaction in a block.
Fees vary with network demand and complexity. Layer 2 networks usually charge much less than Ethereum L1.
In research workflows, Gas fee is usually interpreted with Gas, Layer 2, Mempool, and Priority fee rather than as a standalone signal. Throughput, finality, and fee markets determine user experience and where activity migrates during congestion.