Glassdoor Reviews

Give it Glassdoor company URLs and it returns one JSON row per employee review: overall rating, six sub-ratings, pros, cons, advice to management, job title, employment status and the employer's reply.

Sample output

One row as the API returns it. Long text is shortened here; names inside text read [name].

Show the sample as
Download
Sample row, one field per line
FieldValue
platformglassdoor
reviewIdGlassdoor___106026350
date2026-10-19
titleReview and my experience
prosGood wlb pay rsu and free snacks
consBad management hire n fire
adviceToOthersNone
ratingOverall3
ratings{"workLifeBalance":3,"cultureAndValues":3,"diversityAndInclusion":3,"seniorLeadership":3,"careerOpportunities":4,"compensationAndBenefits":3}
languageen
extras{"employmentStatus":"regular","currentEmployee":true,"tenureYears":4,"recommendToFriend":null,"ceoApproval":null}
entityId9079

Call it from code or from your agent

This is the request. Small runs answer in the same call; large ones return a run ID.

TerminalOpens at launch
curl -X POST https://scrapers-api.arcadiumdata.io/v1/scrapers/glassdoor-reviews/runs \
  -H "Authorization: Bearer $ARCADIUM_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "input": {
      "startUrls": [
        {
          "url": "https://www.glassdoor.com/Reviews/Google-Reviews-E9079.htm"
        }
      ],
      "maxReviewsPerCompany": 20
    }
  }'
$3.0241,000 reviews: $3.00, plus the run start fee of $0.024. A failed or empty run costs $0.

What each row holds

Every row says what it is in rowType: review rows are charged, coverage and error rows are free.

The review 28 fields

The review
FieldTypeWhat it holds
reviewIdstringStable review id in the form '<Platform>___<native id>'. Use it to deduplicate between runs.
reviewIdSource'native' when the id comes from the site, 'derived' when it is a hash of the content (less stable).
reviewUrlLink to the single review, null when the site has none.
titlestringReview headline, null when the site has none.
textReview text in the language it was written in. Null when the review has no text.
prosstringWhat the reviewer liked, for sites that ask separately (Capterra, TrustRadius, Glassdoor, Booking). Null otherwise.
consstringWhat the reviewer disliked, for sites that ask separately. Null otherwise.
ratingOverallnumberOverall rating on a 0 to 5 scale (Booking: its 1-10 score divided by 2, original in extras.score10). Null when missing.
ratingsobjectSub-ratings as an object, e.g. { value: 5, cleanliness: 4 }. Keys depend on the site; empty object when there are none.
datestringDate the review was written, ISO format yyyy-mm-dd. Null if unknown.
reviewerRoleJob title or role the reviewer states. No names. Null if not given.
reviewerIndustryIndustry the reviewer states. Null if not given.
reviewerCompanySizeCompany size bracket of the reviewer, e.g. '51-200 employees'. Null if not given.
reviewerTimeUsedHow long the reviewer used the product, as the site words it. Null if not given.
switchedFromProduct the reviewer switched from, null if not given.
alternativesConsideredAlternatives the reviewer considered, comma-separated, null if not given.
reasonForChoosingWhy the reviewer chose this product, free text, null if not given.
reasonForSwitchingWhy the reviewer left the previous product, free text, null if not given.
adviceToOthersstringAdvice the reviewer gives others (Glassdoor: advice to management), null if not given.
incentivizedTrue when the site marks the review as incentivized (for example a gift card). Null when the site does not say.
incentiveThe site's raw incentive label, null if none.
reviewerVerifiedTrue when the site marks the review as verified. Null when the site does not say.
vendorResponseReply of the owner, vendor, developer or employer, null when there is none.
helpfulVotesNumber of helpful or useful votes, null when the site shows none.
languagestringLanguage of the review text as a two-letter code, null if unknown.
countryCountry of the reviewer or the storefront where it applies (lower case code), otherwise null. No personal data.
extrasobjectSite-specific extras, e.g. trip type, visit date, translated text, photo URLs, owner reply date. Keys are listed in the README.
scrapedAtISO timestamp of when the row was collected.
What it is about 5 fields
What it is about
FieldTypeWhat it holds
platformstringSource site, lower case, e.g. 'tripadvisor', 'capterra', 'googleplay', 'appstore'.
productNamestringName of the reviewed hotel, business, product or app.
productUrlPage of the reviewed hotel, business, product or app on the source site.
entityIdstringThe site's own id of the reviewed entity (place id, product id, app id).
productSummary of the reviewed entity repeated on each row: { platform, entityId, name, url, rating, reviewCount, category, vendor, website }. rating and reviewCount are the site's overall figures.
Coverage rows, free 9 fields
Coverage rows, free
FieldTypeWhat it holds
statedCoverage rows: total the site states for the entity, null when it does not say.
deliveredCoverage rows: number of rows delivered for the entity in this run.
skippedSeenCoverage rows: items skipped because an earlier run already delivered them (only-new mode).
duplicatesCoverage rows: repeats the site returned that were dropped.
stopReasonCoverage rows: why reading stopped. limit (your maximum reached), end (no more pages), dateFrom (older than your date), onlyNew (reached already delivered items), budget (run charge limit), cap (site-side depth limit), error (ended by a failure), filter (ended with a filter active).
capSourceCoverage rows: who limited the result, 'user' (your maximum or budget) or 'site' (a limit of the website). Null if nobody.
shortfallCoverage rows: true when the result may be incomplete: fewer rows than the site states with no maximum or filter set, an error, or the site's paging changed during the run. shortfallReason says which.
shortfallReasonCoverage rows: why shortfall is true. below_stated (fewer rows than the site states, no maximum or filter), error (ended by a failure), unstable_paging (the site changed its list while it was read, so rows inside the range read may be missing even though your maximum or date ended the run). Null when shortfall is false.
pagingGapsCoverage rows: number of pages the site served inconsistently that could not be repaired by re-reading. Above 0 means shortfallReason unstable_paging.
Error rows, free 3 fields
Error rows, free
FieldTypeWhat it holds
inputError and coverage rows: the input (URL, id or search text) the row is about. Example: 'https://www.example.com/page'.
codeError rows: machine-readable reason. One of invalid_input (fix the input), not_found (page does not exist), blocked (site refused, retry later), unavailable (temporary error, retry later), filter_unsupported (the filter cannot be applied on this site), no_match (name search found nothing).
messageError rows: short human-readable explanation. Do not parse it, use code.

What it can't do

  • It does not return reviewer names, profile links or photos.
  • It reads only what the site shows to a visitor without an account.
  • Reviews the site has removed or hidden are not returned.

What you send

Every field is optional. The example request above fills the ones shown here.

Main input fields
FieldTypeWhat it does
startUrlsarrayGlassdoor company review pages, for example https://www.glassdoor.com/Reviews/Google-Reviews-E9079.htm. The employer id is read from the URL.
maxReviewsPerCompanyintegerMaximum number of reviews to collect for each company.Default 100
More options (15)
More input fields
FieldTypeWhat it does
employerIdsarrayNumeric Glassdoor employer IDs (the number after E in the review page URL), as an alternative to URLs. Example: 9079.Default []
sortstring (one of 5)Order of the reviews. Newest first is required for the date filter and for only-new-reviews mode.Default "newest"
starsintegerOnly reviews with exactly this overall star rating (1 to 5). Leave empty for all ratings.
employmentStatusesarray of stringOnly reviews from people with these kinds of employment. Leave empty for all.Default []
onlyCurrentEmployeesbooleanSkip reviews written by former employees.Default false
jobTitlestringOnly reviews from people with this job title, for example Software Engineer.
locationIdintegerOptional numeric Glassdoor location id, as used in the location filter of the site's review pages. Reviews carry no location in the output; this only narrows the selection.
locationTypestring (one of 2)Whether the location ID is a city or a country.Default "CITY"
languagesarray of stringLanguages of the reviews to collect.Default ["en"]
dateFromstringOnly reviews on or after this date (YYYY-MM-DD, or a relative span such as 30 days or 2 months; empty = no filter). Works with newest-first sorting.
onlyNewReviewsbooleanReturn only reviews not delivered by a previous run with the same state key.Default false
stateKeystringName of the saved state used by only-new-reviews mode. Use different keys for independent monitors. Example: weekly-monitoring.Default "default"
includeErrorRowsbooleanAdd a free row to the dataset for each company that could not be read.Default true
includeCoverageRowsbooleanAdd one free row with rowType 'coverage' per source: the review total the site states, how many were delivered, why paging ended and whether anything is missing. Not charged.Default true
markEditedbooleanWith 'Only new reviews': also deliver reviews seen before whose text changed in the last 7 days, marked extras.changeType 'edited'. Edited reviews are charged like new ones.Default true

Questions people ask before they top up

What does a run cost?

Each review costs $0.003, which is $3.00 per 1,000. A run that delivers rows also pays a $0.024 start fee.

Only-new mode, per 100 reviews re-checked: $0.035 each.

A run that returns rows costs at least $0.005, start fee included. Failed runs, empty runs and duplicate rows cost $0. You set the most a run may cost, and it stops there.

Can I get only the reviews added since my last run?

Yes, with the onlyNewReviews option. Return only reviews not delivered by a previous run with the same state key.

Do you ever return personal data?

Not about reviewers or users. Reviewer names, profile links, photos, emails and phone numbers are not collected. When a name appears inside a review or a reply, it is replaced with [name].

Job titles and company sizes stay where a site shows them, because they describe a role rather than a person. On YouTube, channel names and URLs are the publisher labels YouTube shows publicly.

How fresh is the data?

Each run reads the live site when you start it, so rows are as current as the site itself.

More from Reviews

  • Score, pros, cons, traveler type, room, nights, hotel reply

    $1.00per 1,000 reviews

  • Rating, title, text, sub-ratings, trip type, owner reply

    $0.75per 1,000 reviews

  • Rating, room, service and location scores, translation, reply

    $0.50per 1,000 reviews

  • Score, text, translation, traveler type, room, nights, reply

    $1.00per 1,000 reviews

  • Rating, text, language, reactions, owner reply

    $0.25per 1,000 reviews

  • Rating, pros, cons, reviewer role, company size, incentive flag

    $2.00per 1,000 reviews