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Coffee Review Bean Rating Scraper

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Coffee Review Bean Rating Scraper

Scrapes 6,000+ expert coffee reviews from CoffeeReview.com — the authoritative 100-point specialty-coffee scoring platform since 1997. Returns the full sensory panel (Aroma, Acidity/Structure, Body, Flavor, Aftertaste sub-scores), roaster details, origin, Agtron roast reading, estimated price, blind assessment, and parsed flavor descriptors.

What it scrapes

Coffee Review is the "Wine Spectator of coffee" — every review includes:

  • Overall rating (0–100 point scale)
  • Sensory sub-scores: Aroma, Acidity/Structure, Body, Flavor, Aftertaste
  • Roaster details: name, city/country
  • Bean origin: growing region and country
  • Roast level and Agtron reading (roast color measurement)
  • Estimated retail price
  • Full review text: blind assessment, production notes, bottom line
  • Tasting descriptors parsed from the blind assessment (e.g., "white peach, Meyer lemon, wild honey")
  • is_top_30 flag: whether the review appeared on the top-rated coffees list

Who uses this

  • Specialty roasters — competitive intelligence, benchmarking scores
  • Coffee e-commerce — enriching product listings with authoritative sensory profiles
  • Coffee recommendation apps — matching customer flavor preferences to reviewed coffees
  • ML / AI datasets — structured sensory profiles for flavor-prediction models (6,000+ labeled examples)

Input

Parameter Type Description Default
maxItems integer Max reviews to scrape (0 = full archive ~6,000) 10
startYear integer Only include reviews from this year onward —

Output sample

{
  "slug": "ethiopia-sidama-yaye-natural-special-project",
  "url": "https://www.coffeereview.com/review/ethiopia-sidama-yaye-natural-special-project/",
  "coffee_name": "Ethiopia Sidama Yaye Natural — Special Project",
  "roaster": "Magnolia Coffee",
  "roaster_location": "Charlotte, North Carolina",
  "origin": "Sidamo growing region, southern Ethiopia",
  "rating": 96,
  "aroma": 9,
  "acidity_structure": 9,
  "body": 9,
  "flavor": 10,
  "aftertaste": 9,
  "roast_level": "Medium-Light",
  "agtron": "64/82",
  "est_price": "$29.00/12 ounces",
  "review_date": "June 2026",
  "blind_assessment": "...",
  "notes": "...",
  "bottom_line": "...",
  "tasting_descriptors": ["jasmine", "candied cherry", "tamarind", "dark chocolate"],
  "is_top_30": true,
  "scrapedAt": "2026-06-12T10:00:00.000Z"
}

Notes

  • The full archive spans 1997–present. Pre-2010 reviews may lack origin, est_price, or aftertaste — these fields were added to the review format over time.
  • No login required; Coffee Review is a free editorial site.
  • Conservative concurrency (5 requests / 300ms delay) out of courtesy to the editorial site.
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