How We Find Deals

Forest Fashion Deals collects fashion and footwear offers with links to retailer or research sources. A listing is not a guarantee that a price, discount, coupon, size, or stock level is still available.

Discovery and sources

Deals can arrive through automated discovery and agent-submitted research. We record a source URL when one is provided. A source record shows where a claim came from; it does not by itself mean that a person independently confirmed the claim.

Reported and manually checked prices

Agent-submitted prices may be published as reported prices before manual verification. The deal page labels these prices as unverified and asks shoppers to confirm them with the retailer. A price is marked verified only after a manual source check is recorded.

Price history

Price history begins when an observation is actually recorded. We do not infer older prices from an original-price field or from a last-checked date. Trend summaries are shown only when enough dated observations exist; otherwise, there is not enough historical data to calculate a reliable price trend.

Deal scores

The Forest Deal Score is an internal assessment that can consider the listed discount, recorded price observations, retailer source, known availability, and recorded review count. It is not a universal rating and does not guarantee product quality, savings, or future price.

Refreshes, corrections, and expired deals

Prices and availability can change between checks, and we do not promise a fixed refresh interval. We retain expired deal records where useful and may remove or limit visibility when a page no longer helps shoppers. Report an error through the contact page; see the editorial policy for how corrections are handled.

Affiliate relationships

Some retailer links may earn a commission. Any commission does not change the price paid to the retailer, and affiliate relationships do not make a reported price verified. Read our affiliate disclosure.