Quality Score decay
Quality Score is not set once and forgotten. Google recalculates it continuously based on three components: expected click-through rate (how likely users are to click your ad), ad relevance (how closely your ad matches the intent behind the keyword), and landing page experience (how useful and relevant your landing page is to people who click).
When any of these components degrades, your Quality Score drops — and your CPC rises to compensate. The most common trigger is keyword-to-ad misalignment: your ad groups have accumulated keywords over time, and the ad copy no longer reflects the full range of terms you are bidding on. Google sees a mismatch between what the user searched, what your ad says, and what your landing page delivers. Each mismatch shaves points off your QS.
The expected CTR component is particularly treacherous. It declines naturally as your ads age and users develop banner blindness. A keyword that started with a QS of 8 eighteen months ago may now sit at 5 — and you would not know unless you pulled the column and compared it against historical exports.