Amazon Best Sellers Scraper - Ranks & New Entrants
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Pay per event
Amazon Best Sellers Scraper - Ranks & New Entrants
First 10 results free. Scrape any Amazon Best Sellers category: rank, title, ASIN, price, rating and review count as clean rows. Optionally compare against your previous pull to see which products entered, climbed or dropped out of the top list.
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Pay per event
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omar khandji
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Amazon Bestseller Monitor — New Top-Seller Alerts (Vigia)
Monitor Amazon bestseller category pages and get only NEW products entering the list since last check. Charged only on new entrants, never per run. Ideal for e-commerce, product-research and competitive-intel agents.
Free tier — 10 results free on every run
The first 10 results of every run are free, on every run you ever make — not a one-off trial. Run it on your own subjects and see the real output before you are billed for a single result.
One guard: the free allowance never covers more than half of a run, so a run returning 6 results gets 3 free. That keeps the offer sustainable.
What it does
Spot new entrants into a category's bestseller list before they trend. You get only what changed since your last check — never a full re-dump to diff yourself.
Why Vigia — 5 advantages a raw scraper can't match
- You pay the alert price only for real change. New-bestseller entrant alerts are billed only for genuinely new bestseller entrants since your last check. A quiet run bills just the small source-check fee (the cost of looking) — never the alert price on unchanged data. Raw scrapers bill every row of a full re-scan every run.
- Never billed on a failed source. The source check is charged only when the source actually responded. If it's down, you don't pay for our outage.
- Append-only delta + spike signal. The first monitored run stores a free baseline; later runs deliver only what's new, plus a velocity-spike alert when volume suddenly surges (trend / review-bomb / hiring-surge).
- Hard cost cap you control. Set
maxTotalChargeUsdand the run can never bill above it — predictable spend, no surprise invoice. - Agent-ready output. Clean, normalized rows and a
RUN_SUMMARY.jsonwith ready-to-use signals — chainable from any MCP / A2A agent in one step.
Example input
{"categoryUrls": ["https://www.amazon.com/Best-Sellers-Electronics/zgbs/electronics"],"monitorEnabled": true,"maxTotalChargeUsd": 1.0}
Set monitorEnabled: true so the first run stores a free baseline and later runs return only new results. Pin a monitorId to keep separate targets from sharing state.
Output
Each row is a normalized change record: record_id, query_id, title, url, author, published_at, score, text. A RUN_SUMMARY.json accompanies every run with the aggregated signal (counts, velocity spikes, trend).
How you're charged
- Bestseller entrant alert — billed once per new bestseller entrant since the last check (this is the only charge that scales with change).
- Source check ($0.45) — billed once per monitored target per run, only when the source responded. A failed source is free.
- A quiet run bills only the source check ($0.45), never the alert price. Vigia never scrapes the source itself; it chains a licensed scraper, caps every call, and passes you only the delta.
Part of the Vigia monitoring suite — change-only billing, outage-safe, agent-ready.
Related scrapers
Same data, other sources — all with the same free tier, the same clean schema and the same pay-only-for-what-you-get billing: