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Every hour, the independent aggregator checks 8 Canadian club and marketplace sources for records it has not seen before.
hamswap.ca combines a clean index of Canadian swap pages with member-posted classifieds, searchable together in one consistent catalogue.
Every hour, the independent aggregator checks 8 Canadian club and marketplace sources for records it has not seen before.
Wanted ads, expired records, events, discussions, source navigation and forum counters are removed before they reach the catalogue.
New records are normalized into a concise manufacturer-and-model title, a consistent category and clean seller notes.
Every source record remains its own listing and links back to the original ad. Source listings remain through day 90, then leave the active log.
gpt-4o-mini normalizes new source records by identifying the manufacturer and model, standardizing casing, title and category, and cleaning source boilerplate.
Specifications never use an AI model. Manually curated MySQL entries take priority and are reused for every matching model; when none exist, the aggregator may extract exact-model values from approved manufacturer pages. Seller claims, condition and availability remain grounded in the original record.
Aggregated listings preserve their original source; member listings identify themselves clearly.
The exchange lists available gear, not requests to buy.
When a source does not publish a price, the catalogue says “Ask seller” instead of inventing one.
Signed-in members can flag inaccurate data for an administrator to correct or remove.