⬡ Harvester
⬡ Harvester
Listings / جهاز الواكس الاصلي لازاله الشعر + شمع + عيدان واكس طنجرة اذابه شمع الشمع جهاز تسخين شمع ازالة
جهاز الواكس الاصلي لازاله الشعر + شمع + عيدان واكس طنجرة اذابه شمع الشمع جهاز تسخين شمع ازالة

جهاز الواكس الاصلي لازاله الشعر + شمع + عيدان واكس طنجرة اذابه شمع الشمع جهاز تسخين شمع ازالة

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جهاز الواكس الاصلي لازاله الشعر + شمع + عيدان واكس طنجرة اذابه شمع الشمع جهاز تسخين شمع ازالة
جهاز الواكس السعر 8 دينار مكفووول
جهاز الواكس الاصلي + شمع + عيدان
للصالونات والاستخدام الشخصي
متوفر اجهزه متعدده لإزاله الشعر
جهاز شمع
طنجرة الواكس شمع برو واكس
جهاز حبيبات الواكس لإزالة الشعر
سريع و عملى جدا لاستخدام الجسم و الوجه
سهل و سريع الاستخدام فى وقت قصير جدا
1-بتم تشغيل الجهاز الكهربائي و وضع الواكس فيه حتي يذوب ..
2- يتم فرد الواكس المذاب على الجسم باستخدام الاداة الخاصة
3- بعد ما ينشف يتم ازالة الواكس بكل سهوولة .
يستخدم لكامل الجسم والمناطق الحساسة بدون تهيج للبشرة او حساسية و يفتح البشره حيث يزيل الجلد الميت ..
مناسب لكافة انواع البشرة متوفر الان
اهلا وسهلا بكم
لتلبيه طلبك أو استفسارك
بشكل اسرع
الرجاء ترك رساله برقمك
او الرجاء الاتصال على الخلوي أو واتس اب
خلوي
{phone_key_0}
{phone_key_1}
الواتس اب
{phone_key_2}
{phone_key_3}
يوجد خدمه التوصيل لجميع مناطق ومحافظات المملكه
جهاز واكس الشمع الواكس شمع براون اجهزة ازاله و نزع الشعر صالونات منزلي صالون الواكس

Seller: Easy shop ايزي شوب

First seen: 10 days ago

Last seen: about 23 hours ago

View Original →

Price history

Lowest 8.00 Highest 8.00 1 point
  • 8.00 first seen 10 days ago
Raw Data
specs {"ConditionUsed" => "جديد", "DeliveryService" => "نعم"}
lastmod 2026-10-02
payload {"cv" => nil, "job" => nil, "type" => "listing", "config" => {"loan_type" => nil, "dfpPosition" => "below_ctas", "mapPosition" => "below_ai_tags", "imagesBaseUrl" => "https://opensooq-imagesv2.os-cdn.com/previews/{size}/", "videosBaseUrl" => "https://opensooq-video.os-cdn.com/previews/{size}/", "reviewsPosition" => "below_cps", "dynamicSectionsPosition" => "below_ai_tags", "isLoginBeforeCallEnabled" => true, "isMemberVerificationWidgetEnabled" => true}, "listing" => {"price" => {"prices" => [{"key" => "JOD", "price" => "8", "currencyId" => 10, "currencyLabel" => "دينار ", "currencyLongLabel" => "دينار أردني"}], "price_valid_until" => "2026-11-01", "askForPriceRequested" => false, "askForPriceDropStatus" => 1}, "reviews" => nil, "starCps" => [{"icon" => "https://opensooqui2.os-cdn.com/api/apiV/android/{size}/icons/star_cps/default.webp", "label" => "جديد"}]}, "commonInfo" => {"aiTags" => "$undefined", "postId" => 288014686, "contact" => {"chat" => [{"type" => "chat"}], "phone" => {"revealKey" => "a2aa8414859d77c5774f531b846d4e3a", "phoneNumber" => "07974942XX"}, "isPhoneEnabled" => true, "isVoiceEnabled" => false, "hideContactInfo" => false}, "gallery" => {"cta" => {"askForImageRequested" => false}, "chips" => {"360Count" => 0, "imagesCount" => 14, "videosCount" => 0}, "media" => [{"id" => 1630089238, "uri" => "ae/3e/ae3eda303c3a6127028e8f92b0b83d9f4a57cab42db2526ad73af340e8d02756.jpg", "is360" => false, "isReels" => false, "mimeType" => "image/jpeg", "isFloorPlan" => false, "thumbnailUri" => nil, "originalFileName" => nil}, {"id" => 1630089240, "uri" => "15/bb/15bbda4141f96e450e4db81e48476b50bc77ca03e0508a89419d387d22b85cea.jpg", "is360" => false, "isReels" => false, "mimeType" => "image/jpeg", "isFloorPlan" => false, "thumbnailUri" => nil, "originalFileName" => nil}, {"id" => 1630089242, "uri" => "47/29/472911fb7ecc5609b4ca685461077a6013d902be114a60b94470ffae15575205.jpg", "is360" => false, "isReels" => false, "mimeType" => "image/jpeg", "isFloorPlan" => false, "thumbnailUri" => nil, "originalFileName" => nil}, {"id" => 1630089244, "uri" => "fe/61/fe618dd167e3e42111eb5d9ed591d7efeb0bd69ce312ade343394a8e9e9c1005.jpg", "is360" => false, "isReels" => false, "mimeType" => "image/jpeg", "isFloorPlan" => false, "thumbnailUri" => nil, "originalFileName" => nil}, {"id" => 1630089246, "uri" => "44/4a/444ab5a0c0fcb0e67a3e35772dca252638320c643d7e5c3fdebcfe5809beca43.jpg", "is360" => false, "isReels" => false, "mimeType" => "image/jpeg", "isFloorPlan" => false, "thumbnailUri" => nil, "originalFileName" => nil}, {"id" => 1630089248, "uri" => "89/d6/89d6689d49aa963b61062779b9668e3dfb7105f5f43459c31e551ef821601a13.jpg", "is360" => false, "isReels" => false, "mimeType" => "image/jpeg", "isFloorPlan" => false, "thumbnailUri" => nil, "originalFileName" => nil}, {"id" => 1630089250, "uri" => "1f/e3/1fe36466475a510f8130df3437257d63654a6bcb1b0701f77e6608c3ff523171.jpg", "is360" => false, "isReels" => false, "mimeType" => "image/jpeg", "isFloorPlan" => false, "thumbnailUri" => nil, "originalFileName" => nil}, {"id" => 1630089252, "uri" => "fb/11/fb114940c17f78ab3a497b132dec197ab411a1a4d30b067dbcc82055e04d50d2.jpg", "is360" => false, "isReels" => false, "mimeType" => "image/jpeg", "isFloorPlan" => false, "thumbnailUri" => nil, "originalFileName" => nil}, {"id" => 1630089254, "uri" => "97/aa/97aa5cc759bbfcc4404bcbaa412daa642ca00683c76ab9ac6b01eca3f27a0be3.jpg", "is360" => false, "isReels" => false, "mimeType" => "image/jpeg", "isFloorPlan" => false, "thumbnailUri" => nil, "originalFileName" => nil}, {"id" => 1630089256, "uri" => "71/76/71761741b480ac4551bdcec109ab4f52cde138a8e283a7458ab7d9d0f231af88.jpg", "is360" => false, "isReels" => false, "mimeType" => "image/jpeg", "isFloorPlan" => false, "thumbnailUri" => nil, "originalFileName" => nil}, {"id" => 1630089258, "uri" => "b1/83/b183a8a738b11007c0e83da90203999e1e87476fd0924189d4d106ddceb0f7fe.jpg", "is360" => false, "isReels" => false, "mimeType" => "image/jpeg", "isFloorPlan" => false, "thumbnailUri" => nil, "originalFileName" => nil}, {"id" => 1630089260, "uri" => "57/f5/57f51b02568f9fb930d3db99f8d610955b8553f0d03cc57617095129e8d0420d.jpg", "is360" => false, "isReels" => false, "mimeType" => "image/jpeg", "isFloorPlan" => false, "thumbnailUri" => nil, "originalFileName" => nil}, {"id" => 1630089262, "uri" => "e5/93/e5934a6bb83e59ea458a91983ef17a9d6db6240cca1b65170fe3115513ce6eef.jpg", "is360" => false, "isReels" => false, "mimeType" => "image/jpeg", "isFloorPlan" => false, "thumbnailUri" => nil, "originalFileName" => nil}, {"id" => 1630089264, "uri" => "fb/5f/fb5f7da691b90fdc3536e54cff7e2416f35f7e9b01d58499adb86ddc6c2ca756.jpg", "is360" => false, "isReels" => false, "mimeType" => "image/jpeg", "isFloorPlan" => false, "thumbnailUri" => nil, "originalFileName" => nil}]}, "postMap" => nil, "topTitle" => "جهاز الواكس الاصلي لازاله الشعر + شمع + عيدان واكس طنجرة اذابه شمع الشمع جهاز تسخين شمع ازالة", "askSeller" => {"icon" => nil, "title" => "اسأل المعلن", "directChatEnabled" => true, "askSellerQuestions" => [{"message" => "أنا مهتم", "analyticsKey" => "r_interest"}, {"message" => "من الاخر", "analyticsKey" => "r_bargain"}, {"message" => "في توصيل", "analyticsKey" => "r_delivery"}], "directChatValidations" => {"messageMaxLength" => 200, "messageMinLength" => 1}}, "basicInfo" => {"sections" => [{"items" => [{"type" => "normal", "label" => "هل لديك خدمة توصيل؟", "value" => "نعم", "action" => {"link" => "jo/cpsearch//2131/37411/////////", "type" => "deeplink"}, "fieldName" => "DeliveryService", "reporting_value_label" => "Yes"}, {"type" => "normal", "label" => "الحالة", "value" => "جديد", "action" => {"link" => "jo/cpsearch//2131/37411/ConditionUsed:4641////////", "type" => "deeplink"}, "fieldName" => "ConditionUsed", "reporting_value_label" => "New"}], "title" => "", "description" => "", "shownItemNumber" => 8}, {"items" => [{"id" => 14812, "type" => "normal", "label" => "الحي", "value" => "أخرى", "action" => {"link" => "أخرى", "type" => "url"}, "key_type" => "Neighborhood"}, {"id" => 59, "type" => "normal", "label" => "المدينة", "value" => "عمان", "action" => {"link" => "عمان", "type" => "url"}, "key_type" => "City"}, {"id" => 37411, "type" => "normal", "label" => "القسم الفرعي", "value" => "أجهزة إزالة الشعر بالشمع", "action" => {"link" => "أجهزة-إلكترونية-وأجهزة-منزلية/أجهزة-إزالة-الشعر-بالشمع", "type" => "url"}, "key_type" => "SubCategory", "reporting_value_label" => "ShavingGroomingWaxingDevice"}, {"id" => 2131, "type" => "normal", "label" => "القسم", "value" => "أجهزة الكترونية وأجهزة منزلية\r", "action" => {"link" => "اجهزة-الكترونيات", "type" => "url"}, "key_type" => "Category", "reporting_value_label" => "Electronics"}, {"type" => "normal", "label" => "إعلان رقم", "value" => 288014686, "action" => {"type" => "copy", "value" => 288014686}, "key_type" => "ListingCopyId"}, {"type" => "normal", "label" => "تاريخ النشر", "value" => "02-10-2026", "key_type" => "ListingPostDate"}], "title" => "", "description" => "", "shownItemNumber" => 8}], "shownRowsNumber" => 2}, "ownerData" => {"id" => 13199349, "isShop" => false, "fullName" => "Easy shop ايزي شوب", "ratingAvg" => 3.4, "isFollowed" => false, "isProBuyer" => false, "memberLink" => "/ar/متاجر/easy-shop-13199349", "memberSince" => "23-08-2016", "phoneDetails" => {"revealKey" => "a2aa8414859d77c5774f531b846d4e3a", "maskedPhoneNumber" => "07974942XX"}, "responseTime" => "الردّ على الدردشة خلال 9 ساعات", "profilePicture" => "https://opensooq-imagesv2.os-cdn.com/previews/300x300/00/59/0059a5cfc4085200d095fc51747da2d1fa0c42f02cc2493d8a87ffc1182a0236.jpg.jpg", "numberOfRatings" => 451, "authorisedSeller" => false, "numberOfListings" => 470, "verification_tag" => nil, "verificationLevel" => 0, "showRatingAfterInteraction" => false}, "subCatUrl" => "أجهزة-إلكترونية-وأجهزة-منزلية/أجهزة-إزالة-الشعر-بالشمع", "isReported" => false, "postBadges" => {"isVip" => nil, "isTurbo" => nil, "isBumpup" => nil, "canExport" => nil, "isPremium" => nil, "hasDeliveryService" => {"icon" => nil, "label" => "التوصيل متاح"}}, "stickyItem" => [{"type" => "price", "value" => "8 دينار ", "isIconsEnabled" => false}, {"type" => "text", "value" => "جهاز الواكس الاصلي لازاله الشعر + شمع + عيدان واكس طنجرة اذابه شمع الشمع جهاز تسخين شمع ازالة", "isIconsEnabled" => false}], "breadcrumbs" => "$undefined", "description" => {"tags" => [{"id" => "{phone_key_0}", "type" => "phone", "value" => "e24386a98f54baef9bea4bdcfb3c10fe", "placeholder" => "اضغط لإظهار رقم الهاتف 9627974942XX"}, {"id" => "{phone_key_1}", "type" => "phone", "value" => "e24386a98f54baef9bea4bdcfb3c10fe", "placeholder" => "اضغط لإظهار رقم الهاتف 9627974942XX"}, {"id" => "{phone_key_2}", "type" => "phone", "value" => "e24386a98f54baef9bea4bdcfb3c10fe", "placeholder" => "اضغط لإظهار رقم الهاتف 9627974942XX"}, {"id" => "{phone_key_3}", "type" => "phone", "value" => "e24386a98f54baef9bea4bdcfb3c10fe", "placeholder" => "اضغط لإظهار رقم الهاتف 9627974942XX"}], "title" => "الوصف", "content" => "جهاز الواكس الاصلي لازاله الشعر + شمع + عيدان واكس طنجرة اذابه شمع الشمع جهاز تسخين شمع ازالة\nجهاز الواكس السعر 8 دينار مكفووول \nجهاز الواكس الاصلي + شمع + عيدان\nللصالونات والاستخدام الشخصي \nمتوفر اجهزه متعدده لإزاله الشعر\nجهاز شمع \nطنجرة الواكس شمع برو واكس \nجهاز حبيبات الواكس لإزالة الشعر \nسريع و عملى جدا لاستخدام الجسم و الوجه \nسهل و سريع الاستخدام فى وقت قصير جدا \n1-بتم تشغيل الجهاز الكهربائي و وضع الواكس فيه حتي يذوب ..\n2- يتم فرد الواكس المذاب على الجسم باستخدام الاداة الخاصة\n3- بعد ما ينشف يتم ازالة الواكس بكل سهوولة .\n يستخدم لكامل الجسم والمناطق الحساسة بدون تهيج للبشرة او حساسية و يفتح البشره حيث يزيل الجلد الميت ..\nمناسب لكافة انواع البشرة متوفر الان\nاهلا وسهلا بكم\nلتلبيه طلبك أو استفسارك \nبشكل اسرع \nالرجاء ترك رساله برقمك \nاو الرجاء الاتصال على الخلوي أو واتس اب\nخلوي \n{phone_key_0} \n{phone_key_1}\nالواتس اب \n{phone_key_2} \n{phone_key_3}\n يوجد خدمه التوصيل لجميع مناطق ومحافظات المملكه\nجهاز واكس الشمع الواكس شمع براون اجهزة ازاله و نزع الشعر صالونات منزلي صالون الواكس", "maxLines" => 4, "isTitleUserInput" => false}, "isFavorites" => false, "tipsSection" => {"items" => ["اجتمع في الأماكن العامة فقط", "لا تقم بإرسال المال مسبقاً", "قم بتفقّد المنتج جيداً قبل شرائه"], "title" => "نصائح عامة"}, "translations" => {"shareText" => "شارك", "favoriteText" => "احفظ"}, "reportEnabled" => true, "shareDeeplink" => "https://opensooq.com/site/dl?requestUri=${utm}$jo/post/288014686", "listings_count" => 374798, "dynamicSections" => "$undefined", "listing_audience" => nil, "dynamicTabsSection" => "$undefined"}, "spotlights" => nil, "loggingData" => {"cps" => [{"value" => "New", "fieldName" => "ConditionUsed"}, {"value" => "Yes", "fieldName" => "DeliveryService"}], "cityId" => 59, "cityUrl" => "عمان", "filters" => {"filterCp" => "No", "filterMember" => "No", "filterKeyword" => "No", "filterListing" => "Yes", "filterCategory" => "No", "filterSubcategory" => "No"}, "nhoodId" => 14812, "services" => [], "categoryId" => 2131, "categoryUrl" => "اجهزة-الكترونيات", "city_labels" => {"label_ar" => "عمان", "label_en" => "Amman"}, "isListingLive" => true, "listingStatus" => "reposted", "subCategoryId" => 37411, "subCategoryUrl" => "أجهزة-إزالة-الشعر-بالشمع", "userTargetType" => "membership", "category_labels" => {"label_ar" => "أجهزة الكترونية وأجهزة منزلية\r", "label_en" => "Electronics & Appliances"}, "cityReportingName" => "Amman", "currentPaidFeature" => "3", "subcategory_labels" => {"label_ar" => "أجهزة إزالة الشعر بالشمع", "label_en" => "Waxing Devices"}, "neighborhood_labels" => {"label_ar" => "أخرى", "label_en" => "Other", "label_ku" => "ئەوانەی تر"}, "categoryReportingName" => "Electronics", "subCategoryReportingName" => "ShavingGroomingWaxingDevice", "neighborhoodReportingName" => "Other"}, "favorites_count" => "1"}
specs_en {"ConditionUsed" => "New", "DeliveryService" => "Yes"}
raw_price 8
seller_id 13199349
listing_id 288014686
breadcrumbs ["الأردن", "أجهزة الكترونية وأجهزة منزلية", "الكترونيات", "عناية شخصية وتصفيف الشعر", "أجهزة حلاقة وعناية شخصية", "أجهزة إزالة الشعر بالشمع", "أجهزة إزالة الشعر بالشمع في عمان"]
spec_labels {"ConditionUsed" => "الحالة", "DeliveryService" => "هل لديك خدمة توصيل؟"}
currency_key JOD
phone_masked 07974942XX
seller_rating 3.4
description_ld جهاز الواكس الاصلي لازاله الشعر + شمع + عيدان واكس طنجرة اذابه شمع الشمع جهاز تسخين شمع ازالة جهاز الواكس السعر 8 دينار مكفووول جهاز الواكس الاصلي + شمع + عيدان للصالونات والاستخدام الشخصي متوفر اجهزه متعدده لإزاله الشعر جهاز شمع طنجرة الواكس شمع برو واكس جهاز حبيبات الواكس لإزالة الشعر
seller_is_shop false
seller_listings 470
seller_member_since 23-08-2016

Use with AI

Paste this into Claude or any AI agent that can make web requests. It explains the public API — endpoints, parameters, limits — so the agent can search listings on its own. Also at /api/v1/prompt. 

You can use the Harvester listings API: a public, read-only JSON API over products
scraped from online shops (mostly Jordanian). Call it with plain HTTP GET requests.

Base URL: https://harvester.mehyar.ing/api/v1
No authentication, no API key. GET only. Every response is JSON, errors included.

## Endpoints

GET /api/v1/meta
  Describes the API itself: every endpoint and parameter, legal values, the limits,
  and live corpus statistics (how many listings and sites, the typical price range).
  Call this first — it is always current.

GET /api/v1/sites
  Every shop that has live listings: id, name, domain, status, listing_count.
  Use it to turn a shop name into a site_id.

GET /api/v1/listings
  Search and filter live listings (delisted ones are excluded). Parameters, all optional:
    q            Free-text search over title and description. Truncated to 200 characters.
                 Arabic text is matched word by word (first 8 words only) and is slower — keep it short.
    search_mode  How q matches: exact, any, all, fuzzy. Default all.
                   all   = every word must appear (narrowest)
                   any   = at least one word
                   exact = the phrase as a substring
                   fuzzy = typo-tolerant match on the title, any script
    site_id      One id or a comma-separated list (from /api/v1/sites).
    site         Substring of the shop's domain, e.g. site=opensooq. ANDed with site_id.
    category_id  One id or a comma-separated list. Ids appear on each listing.
    min_price    Inclusive lower bound on the raw price number.
    max_price    Inclusive upper bound on the raw price number.
    sort         relevance, recent, oldest, price_asc, price_desc. Default: relevance when q is given, else recent.
                 Listings without a price sort last.
    limit        Page size. Default 25, max 100 (larger values are clamped).
    offset       Rows to skip. Max 10000 (larger values are clamped).
    include      Comma-separated extra fields. Only value: raw_data (see below).
  Returns { meta: {...}, listings: [...] }. meta.returned is the row count of this page.

GET /api/v1/listings/:id
  One listing in full: untruncated description, raw_price (the original price text),
  availability, price_history, lowest/highest price seen, active, removed_at, and raw_data.
  Works for delisted listings too — check `active`.

GET /api/v1/prompt
  This text, as text/plain.

## Examples

  https://harvester.mehyar.ing/api/v1/meta
  https://harvester.mehyar.ing/api/v1/sites
  https://harvester.mehyar.ing/api/v1/listings?q=iphone&sort=price_asc&limit=10
  https://harvester.mehyar.ing/api/v1/listings?q=لابتوب&site=opensooq&max_price=400
  https://harvester.mehyar.ing/api/v1/listings?q=makita+drill&search_mode=fuzzy
  https://harvester.mehyar.ing/api/v1/listings?site=opensooq&q=تويوتا&include=raw_data&limit=20
  https://harvester.mehyar.ing/api/v1/listings/12345

## The listing object

id, title, price, currency, url, description, seller, condition, images, site {id, name,
domain, status}, category {id, name}, first_seen_at, last_seen_at.
Any field except id, title and url can be null — shops don't all publish everything.

- currency is per listing and can be null. Never compare or sum prices whose currency
  differs or is null. min_price/max_price ignore currency.
- In list responses description is cut to 400 characters and
  description_truncated is true; fetch /api/v1/listings/:id for the full text.
- This is scraped data, not a live shop. A price is what the shop showed at last_seen_at.
- site.status describes our scraper, not the data. A "broken" site's listings are still
  valid — don't filter them out.
- category is null when a listing came from a whole-catalogue scrape.
- Always give the user the listing's url; it is the real product page.

## raw_data

Everything the scraper captured that has no dedicated field. Always on
/api/v1/listings/:id; on /api/v1/listings only with include=raw_data (it is large,
so ask for it only when you need it, and prefer small pages when you do).
Its shape depends on the site. Sensitive values (e.g. phone reveal tokens) are removed.

For OpenSooq (domain jo.opensooq.com) raw_data holds:
  specs        { fieldName: value in Arabic } — the listing's real attributes.
  specs_en     { fieldName: English label } — same fields, English.
  spec_labels  { fieldName: Arabic name of the field }
  breadcrumbs  category path, e.g. ["الأردن", "سيارات ومركبات", "آليات ثقيلة", "جرافة"]
  seller_id, seller_rating, seller_listings, seller_member_since, seller_is_shop,
  phone_masked (last digits hidden), listing_id, lastmod, description_ld
  payload      the full listing object from the OpenSooq page, for anything else.

TRAP: in specs_en, numeric fields (mileage, year ranges, sizes, …) are SEARCH BUCKETS,
not values — e.g. "+200,000" for mileage. For real numbers read the same fieldName from
specs, which holds the actual value (in Arabic; digits may be Arabic-Indic or Latin).
Use specs_en only to understand what a field means. seller_is_shop is unreliable.

## Limits and errors

- Rate limit: 60 requests per 60 seconds per IP. Over it you get HTTP 429
  with a Retry-After header: stop and wait that many seconds before the next request.
- A query running over 5 seconds is cancelled with HTTP 503 code=query_too_expensive.
  Don't retry it as-is — narrow it (add site_id/category_id, fewer words, or search_mode=fuzzy).
- meta.total_estimate stops counting at 1000. If meta.total_is_capped is true, the real
  total is at least that — say "1000+", never an exact number.
- 404 = unknown id or path, 400 = malformed parameter. Error bodies are
  { error: { code, message } }; the message says what to do.

## How to work well

1. Start with /api/v1/meta (and /api/v1/sites if the user names a shop).
2. Search with q in the default mode. Nothing back? Try search_mode=any, then fuzzy —
   most misses are a typo, a synonym, or English words against Arabic titles.
3. Too much back? Narrow with site, site_id, category_id or a price bound rather than
   paging deeper. You cannot page past offset 10000.
4. Paginate politely: one request at a time, never in parallel. Use limit=100 when
   scanning and a small limit when you only need examples. Stop as soon as you have
   what you need.
5. Reuse results you already have instead of re-fetching them.