[{"data":1,"prerenderedAt":2141},["ShallowReactive",2],{"blog-guide-\u002Fblog\u002Fguides\u002Famazon-asin-scraper-when-it-returns-nothing":3,"blog-guide-related-\u002Fblog\u002Fguides\u002Famazon-asin-scraper-when-it-returns-nothing":1174},{"id":4,"title":5,"author":6,"body":7,"category":1154,"cover":1155,"description":1156,"draft":1157,"extension":1158,"image":1159,"launchCta":1159,"listingCover":1160,"meta":1161,"navigation":773,"ogImage":1159,"path":1162,"publishedAt":1163,"readTime":1164,"seo":1165,"stem":1166,"tags":1167,"toolCategory":1108,"updatedAt":1163,"__hash__":1173},"blogGuides\u002Fblog\u002Fguides\u002Famazon-asin-scraper-when-it-returns-nothing.md","Amazon ASIN Scraper: What to Do When It Returns Nothing","Jasper Li",{"type":8,"value":9,"toc":1123},"minimark",[10,15,71,83,88,91,96,186,194,198,211,214,218,262,269,273,317,320,334,338,341,345,348,369,373,376,380,383,407,410,414,495,498,502,505,509,518,526,534,538,594,598,604,609,633,642,648,652,657,667,671,708,736,745,749,754,759,786,793,798,808,812,816,819,823,833,837,840,844,847,851,854,858,997,1006,1009,1013,1016,1022,1032,1038,1041,1044,1048,1051,1054,1065,1069,1080,1086,1095,1105,1113,1119],[11,12,14],"p",{"style":13},"font-size:18px !important;line-height:1.65 !important;margin:0 0 24px;color:inherit;","Copy this line to your agent to pull Amazon product data and check it actually arrived.",[16,17,22],"pre",{"className":18,"code":19,"language":20,"meta":21,"style":21},"language-sh shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","set up https:\u002F\u002Fmonid.ai\u002FSKILL.md and use context.dev \u002Fbrand\u002Fai\u002Fproduct to read an Amazon product page\n","sh","",[23,24,25],"code",{"__ignoreMap":21},[26,27,30,34,38,41,44,47,50,53,56,59,62,65,68],"span",{"class":28,"line":29},"line",1,[26,31,33],{"class":32},"s2Zo4","set",[26,35,37],{"class":36},"sfazB"," up",[26,39,40],{"class":36}," https:\u002F\u002Fmonid.ai\u002FSKILL.md",[26,42,43],{"class":36}," and",[26,45,46],{"class":36}," use",[26,48,49],{"class":36}," context.dev",[26,51,52],{"class":36}," \u002Fbrand\u002Fai\u002Fproduct",[26,54,55],{"class":36}," to",[26,57,58],{"class":36}," read",[26,60,61],{"class":36}," an",[26,63,64],{"class":36}," Amazon",[26,66,67],{"class":36}," product",[26,69,70],{"class":36}," page\n",[11,72,73,74,82],{},"While researching this article the purpose-built ASIN endpoint returned a perfect-looking record with every field present and every value empty, twice, for valid ASINs. Nothing errored. A pipeline checking status codes would have written twenty-six blank columns into a database and moved on. That is the most important thing to know about scraping Amazon by ASIN, and no store listing mentions it, so this guide starts there and then shows what did work, running through ",[75,76,81],"a",{"href":77,"rel":78},"https:\u002F\u002Fmonid.ai",[79,80],"noopener","noreferrer","Monid",", the OpenRouter for agent tools.",[84,85,87],"h2",{"id":86},"what-does-an-asin-scraper-return","What does an ASIN scraper return?",[11,89,90],{},"Three different endpoints, three different answers on the same day, which is the whole reason to measure rather than read a feature list.",[92,93,95],"h3",{"id":94},"the-detail-endpoint-on-paper","The detail endpoint, on paper",[11,97,98,104,105,108,109,108,112,108,115,108,118,108,121,108,124,108,127,108,130,108,133,108,136,108,139,108,142,108,145,108,148,108,151,108,154,108,157,108,160,108,163,108,166,108,169,108,172,108,175,108,178,181,182,185],{},[75,99,101],{"href":100},"\u002Ftools\u002Famazon",[23,102,103],{},"apify\u002Fdelicious_zebu\u002Famazon-product-details-scraper"," documents a rich schema: ",[23,106,107],{},"asin",", ",[23,110,111],{},"product_url",[23,113,114],{},"title",[23,116,117],{},"brand_name",[23,119,120],{},"rating_stars",[23,122,123],{},"rating_count",[23,125,126],{},"rating_distribution",[23,128,129],{},"price",[23,131,132],{},"list_price",[23,134,135],{},"default_variant",[23,137,138],{},"recent_purchases",[23,140,141],{},"availability",[23,143,144],{},"about_item",[23,146,147],{},"delivery_date",[23,149,150],{},"fastest_delivery_date",[23,152,153],{},"product_description",[23,155,156],{},"customer_review_summary",[23,158,159],{},"best_sellers_rank",[23,161,162],{},"brand_page_url",[23,164,165],{},"model_number",[23,167,168],{},"manufacturer",[23,170,171],{},"breadcrumbs",[23,173,174],{},"seller_name",[23,176,177],{},"seller_page_url",[23,179,180],{},"images"," and ",[23,183,184],{},"scrape_time",".",[11,187,188,189,181,191,193],{},"Twenty-six fields, and several of them are genuinely hard to get any other way. ",[23,190,138],{},[23,192,159],{}," are commercial signals a generic parser will not reconstruct.",[92,195,197],{"id":196},"the-detail-endpoint-measured","The detail endpoint, measured",[11,199,200,201,204,205,207,208,210],{},"Run against ASIN ",[23,202,203],{},"B08N5WRWNW"," on 2026-09-01, it returned one record with all twenty-six keys present and every string empty, ",[23,206,126],{}," an empty object and ",[23,209,135],{}," an empty array. Run again against a full product URL for a different ASIN, the same. Two ASINs, both formats the schema accepts, both empty.",[11,212,213],{},"The response was valid JSON with HTTP 200. There was no error to catch.",[92,215,217],{"id":216},"the-search-endpoint-measured","The search endpoint, measured",[11,219,220,225,226,228,229,108,232,234,235,238,239,242,243,246,247,250,251,254,255,254,258,261],{},[75,221,222],{"href":100},[23,223,224],{},"apify\u002Faxesso_data\u002Famazon-search-scraper"," on the same day returned sixteen complete records for one keyword. A representative row: ",[23,227,107],{}," ",[23,230,231],{},"B09B93ZDG4",[23,233,129],{}," 54.99, ",[23,236,237],{},"retailPrice"," 79.99, ",[23,240,241],{},"productRating"," \"4.7 out of 5 stars\", ",[23,244,245],{},"countReview"," 198959, ",[23,248,249],{},"salesVolume"," \"10K+ bought in past month\", ",[23,252,253],{},"prime"," false, ",[23,256,257],{},"sponsored",[23,259,260],{},"searchResultPosition"," 1.",[11,263,264,181,266,268],{},[23,265,249],{},[23,267,257],{}," are worth noting. One is a demand signal Amazon publishes and few parsers capture; the other tells you whether a position was bought, which changes what a ranking means entirely.",[92,270,272],{"id":271},"the-generic-extractor-measured","The generic extractor, measured",[11,274,275,281,282,108,285,288,289,292,293,296,297,108,300,302,303,108,306,309,310,313,314,185],{},[75,276,278],{"href":277},"\u002Ftools\u002Fweb-extraction",[23,279,280],{},"context.dev\u002Fbrand\u002Fai\u002Fproduct"," pointed at the same product URL returned ",[23,283,284],{},"is_product_page: true",[23,286,287],{},"platform: \"amazon\"",", and a ",[23,290,291],{},"product"," object with ",[23,294,295],{},"name",", a written ",[23,298,299],{},"description",[23,301,129],{}," as the number 54.99, ",[23,304,305],{},"currency",[23,307,308],{},"image_url",", a ",[23,311,312],{},"features"," array and ",[23,315,316],{},"tags",[11,318,319],{},"A generic endpoint read the page the purpose-built one could not.",[321,322,323],"blockquote",{},[11,324,325,326,228,330],{},"📖 ",[327,328,329],"strong",{},"See also",[75,331,333],{"href":332},"\u002Fblog\u002Fguides\u002Famazon-pa-api-alternatives","Amazon's PA-API Retires in 2026: How to Move to Monid",[84,335,337],{"id":336},"why-did-a-working-endpoint-return-an-empty-record","Why did a working endpoint return an empty record?",[11,339,340],{},"The specific cause is the vendor's to diagnose. The pattern is yours to defend against, and it is the same pattern this whole category keeps producing.",[92,342,344],{"id":343},"the-shape-of-the-failure","The shape of the failure",[11,346,347],{},"Not an exception. Not a 500. A structurally correct response whose values are absent. Every consumer of that response behaves normally: JSON parses, the record has the expected keys, a typed model deserialises happily, and nullable fields quietly accept nothing.",[11,349,350,351,355,356,360,361,364,365,368],{},"We have now hit this four times in six weeks on different surfaces. A crawl returned HTTP 200 with empty Markdown for a page that rendered fine in a browser, described in ",[75,352,354],{"href":353},"\u002Fblog\u002Fguides\u002Fcrawl4ai-when-to-run-your-own-crawler","the Crawl4AI guide",". Google silently stopped honouring a search parameter, so requests for a hundred results returned ten with no error, in ",[75,357,359],{"href":358},"\u002Fblog\u002Fguides\u002Fgoogle-search-url-parameters","the URL parameters guide",". A LinkedIn call returned zero records because a parameter was named ",[23,362,363],{},"profiles"," rather than ",[23,366,367],{},"targetUrls",". And now this.",[92,370,372],{"id":371},"why-it-happens-more-here-than-elsewhere","Why it happens more here than elsewhere",[11,374,375],{},"Because these endpoints sit on top of a target that changes without telling anybody. When a page's structure moves, a parser stops finding things. Returning a shaped record with blanks is a reasonable engineering choice for the vendor, and it is indistinguishable from a product with no data on your side.",[92,377,379],{"id":378},"the-defence-which-costs-nothing","The defence, which costs nothing",[11,381,382],{},"Assert on a value you know must be present, not on the request.",[16,384,388],{"className":385,"code":386,"language":387,"meta":21,"style":21},"language-python shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","if not (rec.get(\"title\") or \"\").strip():\n    log_and_quarantine(rec[\"asin\"])   # do not write this row\n    continue\n","python",[23,389,390,395,401],{"__ignoreMap":21},[26,391,392],{"class":28,"line":29},[26,393,394],{},"if not (rec.get(\"title\") or \"\").strip():\n",[26,396,398],{"class":28,"line":397},2,[26,399,400],{},"    log_and_quarantine(rec[\"asin\"])   # do not write this row\n",[26,402,404],{"class":28,"line":403},3,[26,405,406],{},"    continue\n",[11,408,409],{},"Pick a field that cannot legitimately be empty. A product has a title. A listing has a price or an explicit unavailability. A profile has a name. Choosing the right field takes ten seconds and it is the entire intervention.",[92,411,413],{"id":412},"status-checks-vs-value-checks-what-actually-differs","Status checks vs value checks: what actually differs",[415,416,417,433],"table",{},[418,419,420],"thead",{},[421,422,423,427,430],"tr",{},[424,425,426],"th",{},"Aspect",[424,428,429],{},"Status check",[424,431,432],{},"Value check",[434,435,436,447,457,466,475,485],"tbody",{},[421,437,438,442,445],{},[439,440,441],"td",{},"Catches a 500",[439,443,444],{},"Yes",[439,446,444],{},[421,448,449,452,455],{},[439,450,451],{},"Catches a challenge page returned as 200",[439,453,454],{},"No",[439,456,444],{},[421,458,459,462,464],{},[439,460,461],{},"Catches a parser that found nothing",[439,463,454],{},[439,465,444],{},[421,467,468,471,473],{},[439,469,470],{},"Catches a wrong parameter name",[439,472,454],{},[439,474,444],{},[421,476,477,480,483],{},[439,478,479],{},"Cost to add",[439,481,482],{},"None",[439,484,482],{},[421,486,487,490,492],{},[439,488,489],{},"Cost to add retroactively",[439,491,482],{},[439,493,494],{},"The data you already wrote",[11,496,497],{},"The bottom row is why this is worth a section rather than a footnote. Nothing recovers the rows you already stored as blank.",[84,499,501],{"id":500},"how-do-you-pull-product-data-that-is-actually-there","How do you pull product data that is actually there?",[11,503,504],{},"Three steps, two of them free, and the third is the one that would have caught the above.",[92,506,508],{"id":507},"for-agents","For agents",[11,510,511,512,517],{},"Grab an API key at ",[75,513,516],{"href":514,"rel":515},"https:\u002F\u002Fapp.monid.ai\u002F",[79,80],"app.monid.ai",", then paste this to your agent and hand it the key:",[16,519,524],{"className":520,"code":522,"language":523,"meta":21},[521],"language-text","set up https:\u002F\u002Fmonid.ai\u002FSKILL.md\n","text",[23,525,522],{"__ignoreMap":21},[11,527,528,529,185],{},"It learns the whole discover, inspect, run workflow itself. More in the ",[75,530,533],{"href":531,"rel":532},"https:\u002F\u002Fmonid.ai\u002Fdocs\u002Fguide\u002Fquickstart-skill",[79,80],"agent quickstart",[92,535,537],{"id":536},"for-humans","For humans",[16,539,543],{"className":540,"code":541,"language":542,"meta":21,"style":21},"language-bash shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","npm install -g @monid-ai\u002Fcli\nmonid keys add -k \u003Cyour-api-key> -l main\n","bash",[23,544,545,560],{"__ignoreMap":21},[26,546,547,551,554,557],{"class":28,"line":29},[26,548,550],{"class":549},"sBMFI","npm",[26,552,553],{"class":36}," install",[26,555,556],{"class":36}," -g",[26,558,559],{"class":36}," @monid-ai\u002Fcli\n",[26,561,562,565,568,571,574,578,581,585,588,591],{"class":28,"line":397},[26,563,564],{"class":549},"monid",[26,566,567],{"class":36}," keys",[26,569,570],{"class":36}," add",[26,572,573],{"class":36}," -k",[26,575,577],{"class":576},"sMK4o"," \u003C",[26,579,580],{"class":36},"your-api-ke",[26,582,584],{"class":583},"sTEyZ","y",[26,586,587],{"class":576},">",[26,589,590],{"class":36}," -l",[26,592,593],{"class":36}," main\n",[92,595,597],{"id":596},"step-1-find-more-than-one-route-to-the-same-fact","Step 1. Find more than one route to the same fact",[11,599,600,603],{},[327,601,602],{},"What it does."," Gives you a fallback before you need one, which is the difference between a bad afternoon and a bad quarter.",[11,605,606],{},[327,607,608],{},"The call.",[16,610,612],{"className":540,"code":611,"language":542,"meta":21,"style":21},"monid discover -q \"amazon product detail page by asin\"\n",[23,613,614],{"__ignoreMap":21},[26,615,616,618,621,624,627,630],{"class":28,"line":29},[26,617,564],{"class":549},[26,619,620],{"class":36}," discover",[26,622,623],{"class":36}," -q",[26,625,626],{"class":576}," \"",[26,628,629],{"class":36},"amazon product detail page by asin",[26,631,632],{"class":576},"\"\n",[11,634,635,638,639,641],{},[327,636,637],{},"What comes back."," On 2026-09-01 this returned the ASIN detail actor, a reviews-by-ASIN endpoint, and ",[23,640,280],{},", which detects and extracts any product page. Three routes, one of which turned out to work that day.",[11,643,644,647],{},[327,645,646],{},"What it costs."," Nothing. Discovery never bills.",[92,649,651],{"id":650},"step-2-read-the-page-with-something-that-handles-any-product-url","Step 2. Read the page with something that handles any product URL",[11,653,654,656],{},[327,655,602],{}," Gets the product, using the route that returned data.",[11,658,659,228,662,666],{},[327,660,661],{},"The endpoints.",[75,663,664],{"href":277},[23,665,280],{},", billed per call.",[11,668,669],{},[327,670,608],{},[16,672,674],{"className":540,"code":673,"language":542,"meta":21,"style":21},"monid run -p context.dev -e \u002Fbrand\u002Fai\u002Fproduct -w -i '{\"url\": \"https:\u002F\u002Fwww.amazon.com\u002Fdp\u002FB09B93ZDG4\"}'\n",[23,675,676],{"__ignoreMap":21},[26,677,678,680,683,686,688,691,693,696,699,702,705],{"class":28,"line":29},[26,679,564],{"class":549},[26,681,682],{"class":36}," run",[26,684,685],{"class":36}," -p",[26,687,49],{"class":36},[26,689,690],{"class":36}," -e",[26,692,52],{"class":36},[26,694,695],{"class":36}," -w",[26,697,698],{"class":36}," -i",[26,700,701],{"class":576}," '",[26,703,704],{"class":36},"{\"url\": \"https:\u002F\u002Fwww.amazon.com\u002Fdp\u002FB09B93ZDG4\"}",[26,706,707],{"class":576},"'\n",[11,709,710,228,712,108,715,288,718,292,720,108,722,108,724,726,727,108,729,108,731,181,733,735],{},[327,711,637],{},[23,713,714],{},"is_product_page",[23,716,717],{},"platform",[23,719,291],{},[23,721,295],{},[23,723,299],{},[23,725,129],{}," as a number, ",[23,728,305],{},[23,730,308],{},[23,732,312],{},[23,734,316],{},". The price arrives numeric rather than as a formatted string, which removes the parsing step people usually write.",[11,737,738,740,741,185],{},[327,739,646],{}," Under a cent per call. Current figures at ",[75,742,744],{"href":743},"\u002Ftools","monid.ai\u002Ftools",[92,746,748],{"id":747},"step-3-quarantine-the-blanks-instead-of-storing-them","Step 3. Quarantine the blanks instead of storing them",[11,750,751,753],{},[327,752,602],{}," The intervention this whole post exists for.",[11,755,756,758],{},[327,757,608],{}," No endpoint:",[16,760,762],{"className":385,"code":761,"language":387,"meta":21,"style":21},"REQUIRED = (\"name\", \"price\")\n\ndef usable(product):\n    return all(product.get(f) not in (None, \"\", [], {}) for f in REQUIRED)\n",[23,763,764,769,775,780],{"__ignoreMap":21},[26,765,766],{"class":28,"line":29},[26,767,768],{},"REQUIRED = (\"name\", \"price\")\n",[26,770,771],{"class":28,"line":397},[26,772,774],{"emptyLinePlaceholder":773},true,"\n",[26,776,777],{"class":28,"line":403},[26,778,779],{},"def usable(product):\n",[26,781,783],{"class":28,"line":782},4,[26,784,785],{},"    return all(product.get(f) not in (None, \"\", [], {}) for f in REQUIRED)\n",[11,787,788,789,185],{},"A worked version of the buy-versus-build arithmetic on this exact surface is in ",[75,790,792],{"href":791},"\u002Fblog\u002Fbuy-vs-build-amazon-product-detail-feeds","Amazon Product Data API: Buy vs Build an ASIN Feed",[11,794,795,797],{},[327,796,637],{}," A quarantine list you can alert on. The number to watch is the rate rather than the count: a blank rate that moves from two percent to thirty is telling you a source changed, and it is the earliest warning you will get.",[321,799,800],{},[11,801,325,802,228,804],{},[327,803,329],{},[75,805,807],{"href":806},"\u002Fblog\u002Fguides\u002Fbest-amazon-reviews-api-2026","The Best Amazon Reviews API in 2026 (We Tested Them)",[809,810],"skill-prompt",{"prompt":811},"pull product data for these 30 Amazon URLs, and give me two lists: the ones with a name and price, and the ones that came back blank",[84,813,815],{"id":814},"is-search-or-detail-the-better-starting-point","Is search or detail the better starting point?",[11,817,818],{},"Search, more often than people assume, and the reason is what the two responses actually carry.",[92,820,822],{"id":821},"search-returns-commercial-context-detail-does-not","Search returns commercial context detail does not",[11,824,825,826,108,828,181,830,832],{},"That live search row included ",[23,827,249],{},[23,829,257],{},[23,831,260],{},". None of those exists on a product page in isolation, because they are properties of the result set rather than of the product. If your question is competitive, \"who ranks for this term and which of them paid for it\", only search can answer it.",[92,834,836],{"id":835},"detail-returns-depth-search-does-not","Detail returns depth search does not",[11,838,839],{},"Full description, specifications, seller identity, variation structure. If your question is about one product you already care about, detail is the shape you want, and search will not give you the long tail of fields.",[92,841,843],{"id":842},"the-pattern-that-works-for-most-jobs","The pattern that works for most jobs",[11,845,846],{},"Search to discover, detail to enrich, and only enrich what survived a filter. Pulling detail for every search result is the most common way an Amazon pipeline gets expensive, because search is per call and detail is per result.",[92,848,850],{"id":849},"the-billing-asymmetry-plainly","The billing asymmetry, plainly",[11,852,853],{},"A keyword search costs one call and returns whatever it returns. Detail costs per ASIN. So the query shape that saves money is a wide search followed by a narrow enrich, and the shape that wastes it is a narrow search followed by enriching everything.",[84,855,857],{"id":856},"which-endpoint-should-i-use-for-which-job","Which endpoint should I use for which job?",[415,859,860,882],{},[418,861,862],{},[421,863,864,867,870,873,876,879],{},[424,865,866],{},"Endpoint",[424,868,869],{},"What it does",[424,871,872],{},"Input",[424,874,875],{},"Output",[424,877,878],{},"Best for",[424,880,881],{},"Billing",[434,883,884,907,930,953,975],{},[421,885,886,892,895,898,901,904],{},[439,887,888],{},[75,889,890],{"href":100},[23,891,224],{},[439,893,894],{},"Keyword search results",[439,896,897],{},"Keyword, domain, pages",[439,899,900],{},"Price, rating, reviews, salesVolume, sponsored, position",[439,902,903],{},"Competitive and discovery work",[439,905,906],{},"Per result",[421,908,909,915,918,921,924,927],{},[439,910,911],{},[75,912,913],{"href":277},[23,914,280],{},[439,916,917],{},"Any product URL to structured fields",[439,919,920],{},"A URL",[439,922,923],{},"Name, numeric price, features, tags",[439,925,926],{},"Detail that works across sites",[439,928,929],{},"Per call",[421,931,932,939,942,945,948,951],{},[439,933,934],{},[75,935,936],{"href":100},[23,937,938],{},"apify\u002Faxesso_data\u002Famazon-reviews-scraper",[439,940,941],{},"Reviews for an ASIN",[439,943,944],{},"ASIN, domain, pages",[439,946,947],{},"Review records",[439,949,950],{},"Sentiment and quality work",[439,952,906],{},[421,954,955,961,964,967,970,973],{},[439,956,957],{},[75,958,959],{"href":100},[23,960,103],{},[439,962,963],{},"ASIN detail, deep fields",[439,965,966],{},"ASINs or URLs",[439,968,969],{},"26 fields including best sellers rank",[439,971,972],{},"Depth, when it returns data",[439,974,906],{},[421,976,977,984,987,989,992,995],{},[439,978,979],{},[75,980,981],{"href":277},[23,982,983],{},"context.dev\u002Fweb\u002Fscrape\u002Fmarkdown",[439,985,986],{},"The raw page",[439,988,920],{},[439,990,991],{},"Markdown, metadata, JSON-LD",[439,993,994],{},"Debugging what is actually served",[439,996,929],{},[11,998,999,1000,1003,1004,185],{},"Every row was verified with ",[23,1001,1002],{},"monid inspect"," on 2026-09-01. The table gives billing shape rather than figures; shape drives design and current numbers live on ",[75,1005,744],{"href":743},[11,1007,1008],{},"The last row is the debugging tool and it earns its place. When a structured endpoint returns blanks, fetching the raw page tells you in one call whether the content is absent from the page or absent from the parser. Those have completely different fixes and guessing between them wastes a day.",[84,1010,1012],{"id":1011},"when-should-you-use-amazons-own-api","When should you use Amazon's own API?",[11,1014,1015],{},"Three cases, and the first is narrower than it used to be.",[11,1017,1018,1021],{},[327,1019,1020],{},"You are an Amazon seller looking at your own data."," Seller Central and the Selling Partner API give you your own orders, inventory, fees and advertising data, authoritatively and free. No scraper reaches any of it, because none of it is rendered on a public page.",[11,1023,1024,1027,1028,1031],{},[327,1025,1026],{},"You are an affiliate with API access."," The Product Advertising API exists for affiliates and carries requirements, including maintaining qualifying sales. It is authoritative for what it covers. It is also the API whose retirement we wrote up in ",[75,1029,1030],{"href":332},"Amazon's PA-API Retires in 2026",", which is why the third-party market for this data exists at all.",[11,1033,1034,1037],{},[327,1035,1036],{},"You need contractual reliability."," If a blank field is a customer incident, an unofficial source is the wrong dependency, and today's measurement is a good argument for that position rather than against it.",[11,1039,1040],{},"Where the official routes cannot help is the common case: reading public product data for products you neither sell nor promote. That is competitive research, and no first-party API serves it.",[11,1042,1043],{},"And the disclosure: this is Monid's blog and we sell per-call access to these endpoints, including the one that returned blanks today. Reporting that is not generosity, it is the only version of this article worth publishing, and the same measurement is the reason the assertion pattern is the main recommendation rather than a vendor.",[84,1045,1047],{"id":1046},"conclusion","Conclusion",[11,1049,1050],{},"An Amazon ASIN scraper is easy to buy and easy to trust wrongly. The endpoint that failed today failed silently, with a full field list and no content, which is a shape that passes every check most pipelines make. The generic extractor read the same page correctly and the search endpoint returned richer commercial fields than the detail endpoint carries even when it works.",[11,1052,1053],{},"So the recommendation is not a vendor. It is a habit: assert on a value that cannot legitimately be empty, quarantine anything that fails, and watch the blank rate rather than the error rate. That check costs nothing on the day you write it and cannot be applied retroactively to the rows you already stored.",[11,1055,1056,1057,1060,1061,185],{},"Free next step: run ",[23,1058,1059],{},"monid discover -q \"amazon product detail page by asin\""," and note that more than one route exists. It costs nothing, and knowing your fallback before you need it is most of what today's finding is worth. Start at ",[75,1062,1064],{"href":77,"rel":1063},[79,80],"monid.ai",[84,1066,1068],{"id":1067},"faq","FAQ",[1070,1071,1073],"faq-item",{"q":1072},"What is an ASIN and where do you get one?",[11,1074,1075,1076,1079],{},"A ten-character identifier Amazon assigns to each product, visible in the product URL after ",[23,1077,1078],{},"\u002Fdp\u002F"," and in the product details section of the page. If you are starting from keywords rather than known products, a search endpoint returns the ASIN on every row, which is the usual way a list gets built. Note that the same physical product can carry different ASINs across Amazon's regional sites, so an ASIN is only meaningful together with the marketplace it came from.",[1070,1081,1083],{"q":1082},"Do you get billed when a scraper returns an empty result?",[11,1084,1085],{},"It depends on the billing shape and it is worth checking before a batch rather than after. Per-result endpoints generally do not bill for results they did not return, so a genuinely empty response is free. The case that costs you is today's: a record that came back and is therefore billable, containing nothing. That is the strongest practical argument for the value check, because it is the failure mode where you pay and get nothing and no alert fires.",[1070,1087,1089],{"q":1088},"How do you handle Amazon product variations?",[11,1090,1091,1092,1094],{},"Sizes and colours are usually separate child ASINs under a parent, and which one a URL resolves to depends on how the link was constructed. The detail endpoint exposes a ",[23,1093,135],{}," field for this, and the practical advice is to decide early whether your unit of analysis is the parent product or the specific variant, because mixing them produces price comparisons that are quietly wrong. Store both identifiers when you have them.",[1070,1096,1098],{"q":1097},"How often should you re-pull Amazon product data?",[11,1099,1100,1101,185],{},"Match the cadence to the field rather than the product. Prices and availability move daily on competitive listings and justify a daily pull if pricing is the product. Descriptions, specifications and images change rarely and pulling them daily is paying repeatedly for the same bytes. Splitting a pipeline into a fast price check and a slow detail refresh is usually the single largest saving available, and it is the same per-surface reasoning we applied to ",[75,1102,1104],{"href":1103},"\u002Fblog\u002Fguides\u002Fzillow-scraper-what-the-listing-carries","property listings",[1106,1107,1110],"tool-cta",{"category":1108,"title":1109},"amazon","More than one route to the same fact",[11,1111,1112],{},"Discover which endpoints cover a product, read each schema and price for free, then run one and check what came back.",[11,1114,1115],{},[1116,1117,1118],"em",{},"Last updated September 2026.",[1120,1121,1122],"style",{},"html pre.shiki code .s2Zo4, html code.shiki .s2Zo4{--shiki-light:#6182B8;--shiki-default:#82AAFF;--shiki-dark:#82AAFF}html pre.shiki code .sfazB, html code.shiki .sfazB{--shiki-light:#91B859;--shiki-default:#C3E88D;--shiki-dark:#C3E88D}html .light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html.light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .sBMFI, html code.shiki .sBMFI{--shiki-light:#E2931D;--shiki-default:#FFCB6B;--shiki-dark:#FFCB6B}html pre.shiki code .sMK4o, html code.shiki .sMK4o{--shiki-light:#39ADB5;--shiki-default:#89DDFF;--shiki-dark:#89DDFF}html pre.shiki code .sTEyZ, html code.shiki .sTEyZ{--shiki-light:#90A4AE;--shiki-default:#EEFFFF;--shiki-dark:#BABED8}",{"title":21,"searchDepth":397,"depth":397,"links":1124},[1125,1131,1137,1144,1150,1151,1152,1153],{"id":86,"depth":397,"text":87,"children":1126},[1127,1128,1129,1130],{"id":94,"depth":403,"text":95},{"id":196,"depth":403,"text":197},{"id":216,"depth":403,"text":217},{"id":271,"depth":403,"text":272},{"id":336,"depth":397,"text":337,"children":1132},[1133,1134,1135,1136],{"id":343,"depth":403,"text":344},{"id":371,"depth":403,"text":372},{"id":378,"depth":403,"text":379},{"id":412,"depth":403,"text":413},{"id":500,"depth":397,"text":501,"children":1138},[1139,1140,1141,1142,1143],{"id":507,"depth":403,"text":508},{"id":536,"depth":403,"text":537},{"id":596,"depth":403,"text":597},{"id":650,"depth":403,"text":651},{"id":747,"depth":403,"text":748},{"id":814,"depth":397,"text":815,"children":1145},[1146,1147,1148,1149],{"id":821,"depth":403,"text":822},{"id":835,"depth":403,"text":836},{"id":842,"depth":403,"text":843},{"id":849,"depth":403,"text":850},{"id":856,"depth":397,"text":857},{"id":1011,"depth":397,"text":1012},{"id":1046,"depth":397,"text":1047},{"id":1067,"depth":397,"text":1068},"Ecommerce","\u002Fimg\u002Fblog\u002Famazon-asin-scraper-when-it-returns-nothing.png","A purpose-built ASIN endpoint returned 26 fields and zero values for two valid ASINs. A generic extractor read the same page fine. Assert on values.",false,"md",null,"\u002Fimg\u002Fblog\u002Famazon-asin-scraper-when-it-returns-nothing-card.png",{},"\u002Fblog\u002Fguides\u002Famazon-asin-scraper-when-it-returns-nothing","2026-09-01","11 min",{"title":5,"description":1156},"blog\u002Fguides\u002Famazon-asin-scraper-when-it-returns-nothing",[1168,1169,1170,1171,1172],"amazon asin scraper","asin lookup","ecommerce data","product data","silent failure","Y4D3wTHQ5VELfWx7tqUJooAH9D_71G9-CuEYIyBKq6s",[1175,1189,1202,1216,1228,1240,1253,1266,1279,1291,1293,1305,1317,1329,1343,1355,1367,1378,1388,1400,1412,1422,1434,1445,1456,1467,1479,1488,1498,1507,1517,1529,1541,1554,1565,1575,1588,1598,1610,1621,1630,1640,1650,1659,1666,1675,1685,1696,1706,1717,1729,1736,1746,1754,1762,1772,1782,1793,1801,1810,1820,1831,1841,1851,1860,1870,1881,1890,1899,1910,1920,1928,1939,1949,1959,1967,1977,1987,1995,2004,2012,2022,2032,2044,2053,2063,2072,2081,2090,2097,2106,2114,2123,2132],{"path":1176,"title":1177,"description":1178,"publishedAt":1179,"author":6,"category":1180,"tags":1181,"readTime":1164,"cover":1187,"listingCover":1188,"image":1159},"\u002Fblog\u002Fguides\u002Fare-instagram-engagement-trackers-accurate","Are Instagram Follower and Engagement Trackers Accurate?","Two providers disagreed by 2 followers out of 104 million. The same 12 posts gave 0.096% or 0.334% engagement depending on one undocumented choice.","2026-09-03","Social data",[1182,1183,1184,1185,1186],"instagram engagement rate","follower count accuracy","influencer vetting","social data","instagram api","\u002Fimg\u002Fblog\u002Fare-instagram-engagement-trackers-accurate.png","\u002Fimg\u002Fblog\u002Fare-instagram-engagement-trackers-accurate-card.png",{"path":1190,"title":1191,"description":1192,"publishedAt":1179,"author":6,"category":1193,"tags":1194,"readTime":1164,"cover":1200,"listingCover":1201,"image":1159},"\u002Fblog\u002Fguides\u002Fbounce-rates-and-spam-traps-when-validating-email","Bounce Rates and Spam Traps When Validating an Email List","A verifier returned twelve fields for three addresses. None of them was spam_trap, and none could be. Here is what verification fixes and what it cannot.","Sales & enrichment",[1195,1196,1197,1198,1199],"spam traps","email bounce rate","email verification","deliverability","list hygiene","\u002Fimg\u002Fblog\u002Fbounce-rates-and-spam-traps-when-validating-email.png","\u002Fimg\u002Fblog\u002Fbounce-rates-and-spam-traps-when-validating-email-card.png",{"path":1203,"title":1204,"description":1205,"publishedAt":1179,"author":6,"category":1206,"tags":1207,"readTime":1213,"cover":1214,"listingCover":1215,"image":1159},"\u002Fblog\u002Fguides\u002Frate-limit-calls-to-a-third-party-api","How to Rate Limit Calls to a Third Party API","Six real failure responses collected over three days. Only one of them meant slow down, and telling them apart matters more than any backoff algorithm.","Product",[1208,1209,1210,1211,1212],"rate limiting","retry backoff","429 too many requests","api reliability","concurrency","12 min","\u002Fimg\u002Fblog\u002Frate-limit-calls-to-a-third-party-api.png","\u002Fimg\u002Fblog\u002Frate-limit-calls-to-a-third-party-api-card.png",{"path":1217,"title":1218,"description":1219,"publishedAt":1179,"author":6,"category":1193,"tags":1220,"readTime":1164,"cover":1226,"listingCover":1227,"image":1159},"\u002Fblog\u002Fguides\u002Fscrape-linkedin-without-getting-banned","How to Scrape LinkedIn Without Getting Your Account Banned","The ban risk comes from tools that drive your logged-in session. Three endpoints returned profile data from a URL alone, with no cookie involved.",[1221,1222,1223,1224,1225],"linkedin scraping","account ban","li_at cookie","sales navigator","linkedin api","\u002Fimg\u002Fblog\u002Fscrape-linkedin-without-getting-banned.png","\u002Fimg\u002Fblog\u002Fscrape-linkedin-without-getting-banned-card.png",{"path":1229,"title":1230,"description":1231,"publishedAt":1179,"author":6,"category":1206,"tags":1232,"readTime":1213,"cover":1238,"listingCover":1239,"image":1159},"\u002Fblog\u002Fguides\u002Fstop-depending-on-one-scraping-vendor","How to Stop Depending on One Scraping Vendor","Ten provider failures in three days, all while doing other work. None was a bad vendor. The defence is a second route you can reach without a rewrite.",[1233,1234,1235,1236,1237],"vendor lock-in","scraping reliability","actor removed","failover","data pipeline","\u002Fimg\u002Fblog\u002Fstop-depending-on-one-scraping-vendor.png","\u002Fimg\u002Fblog\u002Fstop-depending-on-one-scraping-vendor-card.png",{"path":1241,"title":1242,"description":1243,"publishedAt":1244,"author":6,"category":1206,"tags":1245,"readTime":1213,"cover":1251,"listingCover":1252,"image":1159},"\u002Fblog\u002Fguides\u002Fextract-pricing-and-free-trial-information","Extract Pricing and Free Trial Information From Websites","One endpoint returned four plans, numeric amounts and a free_trial_available flag. It also disclosed that a model read the page, which changes everything.","2026-09-02",[1246,1247,1248,1249,1250],"pricing page extraction","competitor pricing","free trial data","saas pricing","llm extraction","\u002Fimg\u002Fblog\u002Fextract-pricing-and-free-trial-information.png","\u002Fimg\u002Fblog\u002Fextract-pricing-and-free-trial-information-card.png",{"path":1254,"title":1255,"description":1256,"publishedAt":1244,"author":6,"category":1257,"tags":1258,"readTime":1164,"cover":1264,"listingCover":1265,"image":1159},"\u002Fblog\u002Fguides\u002Ffind-all-urls-on-a-domain","Find All URLs on a Domain: Why the Sitemap Route Usually Stops","Four domains, one sitemap endpoint. Three returned an index and no URL count at all. A sitemap gives you a map of a site, not a list of its pages.","Search & RAG",[1259,1260,1261,1262,1263],"find all urls on a domain","sitemap parser","site crawl","url discovery","seo audit","\u002Fimg\u002Fblog\u002Ffind-all-urls-on-a-domain.png","\u002Fimg\u002Fblog\u002Ffind-all-urls-on-a-domain-card.png",{"path":1267,"title":1268,"description":1269,"publishedAt":1244,"author":6,"category":1270,"tags":1271,"readTime":1213,"cover":1277,"listingCover":1278,"image":1159},"\u002Fblog\u002Fguides\u002Fmls-real-estate-api-without-mls-access","MLS Real Estate API: What You Get When You Cannot Get MLS","MLS access needs a licence and a broker. Two public sources returned 40 listings and 48 agents with phones. What they carry, and what they do not.","Local data",[1272,1273,1274,1275,1276],"mls real estate api","idx feed","property data","real estate agents","listing data","\u002Fimg\u002Fblog\u002Fmls-real-estate-api-without-mls-access.png","\u002Fimg\u002Fblog\u002Fmls-real-estate-api-without-mls-access-card.png",{"path":1280,"title":1281,"description":1282,"publishedAt":1244,"author":6,"category":1206,"tags":1283,"readTime":1164,"cover":1289,"listingCover":1290,"image":1159},"\u002Fblog\u002Fguides\u002Fsimply-wall-st-graphql-api-fundamentals","Simply Wall St GraphQL API: What Returns Fundamentals Instead","There is no public Simply Wall St GraphQL API. An endpoint that does return fundamentals gave 26 line items across six periods, and named its own source.",[1284,1285,1286,1287,1288],"simply wall st api","stock fundamentals api","income statement api","financial data","graphql","\u002Fimg\u002Fblog\u002Fsimply-wall-st-graphql-api-fundamentals.png","\u002Fimg\u002Fblog\u002Fsimply-wall-st-graphql-api-fundamentals-card.png",{"path":1162,"title":5,"description":1156,"publishedAt":1163,"author":6,"category":1154,"tags":1292,"readTime":1164,"cover":1155,"listingCover":1160,"image":1159},[1168,1169,1170,1171,1172],{"path":1294,"title":1295,"description":1296,"publishedAt":1163,"author":6,"category":1206,"tags":1297,"readTime":1213,"cover":1303,"listingCover":1304,"image":1159},"\u002Fblog\u002Fguides\u002Fdatacenter-proxies-vs-residential","Datacenter Proxies vs Residential: What Each One Actually Fixes","A real residential IP with a real Chrome user agent still got 403 from two sites. The IP type was not the constraint. What each type does fix.",[1298,1299,1300,1301,1302],"datacenter proxies vs residential","proxy types","rotating proxies","web scraping","geolocation","\u002Fimg\u002Fblog\u002Fdatacenter-proxies-vs-residential.png","\u002Fimg\u002Fblog\u002Fdatacenter-proxies-vs-residential-card.png",{"path":1306,"title":1307,"description":1308,"publishedAt":1163,"author":6,"category":1193,"tags":1309,"readTime":1164,"cover":1315,"listingCover":1316,"image":1159},"\u002Fblog\u002Fguides\u002Fextracting-leadership-contact-information","Extracting Leadership Contact Information Without Paying to Look","Hunter's multi-domain search returned 404,695 matching executives for free, names masked and titles visible. You pay only for the addresses you choose.",[1310,1311,1312,1313,1314],"leadership contact information","executive contact data","decision maker search","hunter io","b2b prospecting","\u002Fimg\u002Fblog\u002Fextracting-leadership-contact-information.png","\u002Fimg\u002Fblog\u002Fextracting-leadership-contact-information-card.png",{"path":1318,"title":1319,"description":1320,"publishedAt":1163,"author":6,"category":1206,"tags":1321,"readTime":1213,"cover":1327,"listingCover":1328,"image":1159},"\u002Fblog\u002Fguides\u002Fpuppeteer-extra-plugin-stealth-release-date","Puppeteer Extra Plugin Stealth: Check the Release Date First","The stealth plugin last shipped in March 2023. Puppeteer shipped last week. What that gap means, and what scrapy-playwright does differently.",[1322,1323,1324,1325,1326],"puppeteer-extra-plugin-stealth","scrapy-playwright","headless browser","bot detection","browser automation","\u002Fimg\u002Fblog\u002Fpuppeteer-extra-plugin-stealth-release-date.png","\u002Fimg\u002Fblog\u002Fpuppeteer-extra-plugin-stealth-release-date-card.png",{"path":1330,"title":1331,"description":1332,"publishedAt":1333,"author":6,"category":1257,"tags":1334,"readTime":1340,"cover":1341,"listingCover":1342,"image":1159},"\u002Fblog\u002Fguides\u002Fc-sharp-web-scraping-without-the-stack","C# Web Scraping: Keep HtmlAgilityPack, Drop the Fetch","The .NET parsing stack was never the problem. What breaks a C# scraper is the request leaving your server, and that half is not a language question.","2026-08-31",[1335,1336,1337,1338,1339],"c# web scraping","htmlagilitypack","dotnet","web extraction","playwright","10 min","\u002Fimg\u002Fblog\u002Fc-sharp-web-scraping-without-the-stack.png","\u002Fimg\u002Fblog\u002Fc-sharp-web-scraping-without-the-stack-card.png",{"path":1344,"title":1345,"description":1346,"publishedAt":1333,"author":6,"category":1193,"tags":1347,"readTime":1164,"cover":1353,"listingCover":1354,"image":1159},"\u002Fblog\u002Fguides\u002Flinkedin-post-scraper-what-comes-back","LinkedIn Post Scraper: What Actually Comes Back","Posts, reactions and comments are three billing decisions in one call. A live run shows the fields, and the two flags that quietly multiply the bill.",[1348,1349,1350,1351,1352],"linkedin post scraper","linkedin company scraper","social selling","harvestapi","linkedin data","\u002Fimg\u002Fblog\u002Flinkedin-post-scraper-what-comes-back.png","\u002Fimg\u002Fblog\u002Flinkedin-post-scraper-what-comes-back-card.png",{"path":1356,"title":1357,"description":1358,"publishedAt":1333,"author":6,"category":1257,"tags":1359,"readTime":1164,"cover":1365,"listingCover":1366,"image":1159},"\u002Fblog\u002Fguides\u002Fweb-scraping-vs-api-wrong-question","Web Scraping vs API: You Are Choosing a Maintainer","Both end in an HTTP request returning the same facts. What differs is who owns the parser when the page changes, and whether anyone promised you anything.",[1360,1361,1362,1363,1364],"web scraping vs api","data acquisition","buy vs build","scraping api","ai agents","\u002Fimg\u002Fblog\u002Fweb-scraping-vs-api-wrong-question.png","\u002Fimg\u002Fblog\u002Fweb-scraping-vs-api-wrong-question-card.png",{"path":1368,"title":1369,"description":1370,"publishedAt":1333,"author":6,"category":1257,"tags":1371,"readTime":1164,"cover":1376,"listingCover":1377,"image":1159},"\u002Fblog\u002Fguides\u002Fxpath-cheat-sheet-for-scraping","XPath Cheat Sheet: The Dozen Expressions That Survive","Most XPath references list what the spec allows. This lists what still matches after a redesign, ranked by how long each anchor survives.",[1372,1373,1374,1338,1375],"xpath cheat sheet","xpath","css selectors","scraping","\u002Fimg\u002Fblog\u002Fxpath-cheat-sheet-for-scraping.png","\u002Fimg\u002Fblog\u002Fxpath-cheat-sheet-for-scraping-card.png",{"path":1103,"title":1379,"description":1380,"publishedAt":1333,"author":6,"category":1270,"tags":1381,"readTime":1164,"cover":1386,"listingCover":1387,"image":1159},"Zillow Scraper: What One Listing Record Carries","A live search returns zpid, unformatted price, beds and the detail URL. Five endpoints split by intent, and the sold one is the underrated half.",[1382,1383,1274,1384,1385],"zillow scraper","real estate api","local data","listings","\u002Fimg\u002Fblog\u002Fzillow-scraper-what-the-listing-carries.png","\u002Fimg\u002Fblog\u002Fzillow-scraper-what-the-listing-carries-card.png",{"path":1389,"title":1390,"description":1391,"publishedAt":1392,"author":6,"category":1393,"tags":1394,"readTime":1164,"cover":1398,"listingCover":1399,"image":1159},"\u002Fblog\u002Fguides\u002Fad-agent-auction-outside-the-account","Soku Runs the Campaign. The Auction Sits Outside It.","One small advertiser shares a single keyword with a bidder running 198,105 of them. An ad agent optimising inside its own account cannot see that.","2026-08-30","Ads intelligence",[1395,1396,1397,1364],"paid search","ad agents","competitor intelligence","\u002Fimg\u002Fblog\u002Fad-agent-auction-outside-the-account.png","\u002Fimg\u002Fblog\u002Fad-agent-auction-outside-the-account-card.png",{"path":1401,"title":1402,"description":1403,"publishedAt":1392,"author":6,"category":1257,"tags":1404,"readTime":1164,"cover":1410,"listingCover":1411,"image":1159},"\u002Fblog\u002Fguides\u002Fbing-serp-tracker-after-the-api","Bing SERP Tracker: What to Use After the API Retired","Microsoft retired the Search API, so a Bing position now comes from three places. One is free and first-party, and most articles do not mention it.",[1405,1406,1407,1408,1409],"bing serp tracker","bing rank tracking","serp api","bing webmaster tools","rank tracking","\u002Fimg\u002Fblog\u002Fbing-serp-tracker-after-the-api.png","\u002Fimg\u002Fblog\u002Fbing-serp-tracker-after-the-api-card.png",{"path":1413,"title":1414,"description":1415,"publishedAt":1392,"author":6,"category":1206,"tags":1416,"readTime":1164,"cover":1420,"listingCover":1421,"image":1159},"\u002Fblog\u002Fguides\u002Fbrowser-automation-without-an-api","Browser Automation When the Site Has No API","Check the premise first. The site owner has no API, but somebody may already have an endpoint for it, and a browser is the most expensive answer available.",[1326,1417,1418,1419,1364],"antidetect browser","nodriver","no api","\u002Fimg\u002Fblog\u002Fbrowser-automation-without-an-api.png","\u002Fimg\u002Fblog\u002Fbrowser-automation-without-an-api-card.png",{"path":1423,"title":1424,"description":1425,"publishedAt":1392,"author":6,"category":1193,"tags":1426,"readTime":1164,"cover":1432,"listingCover":1433,"image":1159},"\u002Fblog\u002Fguides\u002Fjob-scraping-software-per-board","Job Scraping Software: There Is No Single Job Feed","Postings are fragmented across boards by design, and no endpoint covers all of them. Pick per board, and the schema differences are the real work.",[1427,1428,1429,1430,1431],"job scraping software","indeed job scraper","jobspy","job postings api","hiring signals","\u002Fimg\u002Fblog\u002Fjob-scraping-software-per-board.png","\u002Fimg\u002Fblog\u002Fjob-scraping-software-per-board-card.png",{"path":1435,"title":1436,"description":1437,"publishedAt":1392,"author":6,"category":1193,"tags":1438,"readTime":1164,"cover":1443,"listingCover":1444,"image":1159},"\u002Fblog\u002Fguides\u002Fmid-form-enrichment-fewer-questions","TinyCommand Asks One Question. The API Fills Twenty-Six.","One domain went in. Twenty-six fields came back, including a 43-item tech stack. Every one of them is a question the form no longer has to ask.",[1439,1440,1441,1442],"lead enrichment","forms","progressive profiling","workflow automation","\u002Fimg\u002Fblog\u002Fmid-form-enrichment-fewer-questions.png","\u002Fimg\u002Fblog\u002Fmid-form-enrichment-fewer-questions-card.png",{"path":1446,"title":1447,"description":1448,"publishedAt":1392,"author":6,"category":1257,"tags":1449,"readTime":1340,"cover":1454,"listingCover":1455,"image":1159},"\u002Fblog\u002Fguides\u002Fnode-unblocker-what-it-does-not-do","Node Unblocker: What It Does, and What It Does Not","A proxy you host still leaves from your address. It changes the code path, not what refused you. Its own README lists the sites it cannot handle.",[1450,1451,1452,1453,1338],"node unblocker","web proxy","blocked scraper","nodejs","\u002Fimg\u002Fblog\u002Fnode-unblocker-what-it-does-not-do.png","\u002Fimg\u002Fblog\u002Fnode-unblocker-what-it-does-not-do-card.png",{"path":1457,"title":1458,"description":1459,"publishedAt":1392,"author":6,"category":1257,"tags":1460,"readTime":1164,"cover":1465,"listingCover":1466,"image":1159},"\u002Fblog\u002Fguides\u002Fserp-history-track-the-shape","SERP History: Track the Page's Shape, Not Just Your Rank","A flat position line hides the month an AI Overview appeared and took the clicks. We have 45 keywords on page one and zero clicks. Here is what to record.",[1461,1462,1463,1409,1464],"serp history","paa seo","ai overview","serp features","\u002Fimg\u002Fblog\u002Fserp-history-track-the-shape.png","\u002Fimg\u002Fblog\u002Fserp-history-track-the-shape-card.png",{"path":1468,"title":1469,"description":1470,"publishedAt":1471,"author":6,"category":1257,"tags":1472,"readTime":1164,"cover":1477,"listingCover":1478,"image":1159},"\u002Fblog\u002Fguides\u002Fbrave-search-api-what-you-can-keep","Brave Search API: Check What You Are Allowed to Keep","An independent index at a fair price, with one clause that decides whether it fits: result storage is granted per plan, and most builds need to store.","2026-08-27",[1473,1474,1475,1476,1409],"brave search api","search api","independent index","rag","\u002Fimg\u002Fblog\u002Fbrave-search-api-what-you-can-keep.png","\u002Fimg\u002Fblog\u002Fbrave-search-api-what-you-can-keep-card.png",{"path":358,"title":1480,"description":1481,"publishedAt":1471,"author":6,"category":1257,"tags":1482,"readTime":1164,"cover":1486,"listingCover":1487,"image":1159},"Google Search URL Parameters: What Still Works in 2026","Google silently killed num in September 2025. Here is the current list, which ones are official, and which are community guesses you should not depend on.",[1483,1407,1409,1484,1485],"google search url parameters","udm","search operators","\u002Fimg\u002Fblog\u002Fgoogle-search-url-parameters.png","\u002Fimg\u002Fblog\u002Fgoogle-search-url-parameters-card.png",{"path":1489,"title":1490,"description":1491,"publishedAt":1471,"author":6,"category":1180,"tags":1492,"readTime":1164,"cover":1496,"listingCover":1497,"image":1159},"\u002Fblog\u002Fguides\u002Finstagram-api-which-one-in-2026","What Is the Best Instagram API in 2026?","Four products answer to the name: Meta's Graph API, the private mobile API, hosted actors, metered endpoints. One question decides which.",[1186,1493,1185,1494,1495],"instagram graph api","tikhub","apify","\u002Fimg\u002Fblog\u002Finstagram-api-which-one-in-2026.png","\u002Fimg\u002Fblog\u002Finstagram-api-which-one-in-2026-card.png",{"path":1499,"title":1500,"description":1501,"publishedAt":1471,"author":6,"category":1180,"tags":1502,"readTime":1164,"cover":1505,"listingCover":1506,"image":1159},"\u002Fblog\u002Fguides\u002Ftiktok-scraper-which-endpoint","TikTok Scraper: Which Endpoint for Which Question?","Profiles, videos, comments and search are four jobs with four cost curves. And the creator arrives nested inside every post, which changes the design.",[1503,1504,1185,1494,1495],"tiktok scraper","tiktok api","\u002Fimg\u002Fblog\u002Ftiktok-scraper-which-endpoint.png","\u002Fimg\u002Fblog\u002Ftiktok-scraper-which-endpoint-card.png",{"path":1508,"title":1509,"description":1510,"publishedAt":1471,"author":6,"category":1257,"tags":1511,"readTime":1164,"cover":1515,"listingCover":1516,"image":1159},"\u002Fblog\u002Fguides\u002Fweb-scraping-services-should-you-hire-it-out","Web Scraping Services: Should You Hire This Out?","A managed service is priced against the value of your data, not the cost of the requests. Three questions decide whether that is a bargain or a markup.",[1512,1513,1362,1514,1363],"web scraping services","managed scraping","data as a service","\u002Fimg\u002Fblog\u002Fweb-scraping-services-should-you-hire-it-out.png","\u002Fimg\u002Fblog\u002Fweb-scraping-services-should-you-hire-it-out-card.png",{"path":1518,"title":1519,"description":1520,"publishedAt":1521,"author":6,"category":1206,"tags":1522,"readTime":1164,"cover":1527,"listingCover":1528,"image":1159},"\u002Fblog\u002Fguides\u002Fbright-data-mcp-what-you-are-installing","Bright Data MCP: What Are You Actually Installing?","Sixty-nine tools arrive in one install, and every definition sits in the model's context before the agent does anything. When that trade is worth it.","2026-08-26",[1523,1524,1364,1525,1526],"bright data mcp","mcp server","web data","tool calling","\u002Fimg\u002Fblog\u002Fbright-data-mcp-what-you-are-installing.png","\u002Fimg\u002Fblog\u002Fbright-data-mcp-what-you-are-installing-card.png",{"path":1530,"title":1531,"description":1532,"publishedAt":1521,"author":6,"category":1193,"tags":1533,"readTime":1164,"cover":1539,"listingCover":1540,"image":1159},"\u002Fblog\u002Fguides\u002Fclay-alternatives-waterfall-enrichment","Clay Alternatives: You Are Buying the Waterfall","Clay's product is not the data, it is the fall-through logic between providers. Once they share a balance, that logic is about twenty lines of code.",[1534,1535,1536,1537,1538],"clay alternatives","waterfall enrichment","lead enrichment api","data enrichment","gtm","\u002Fimg\u002Fblog\u002Fclay-alternatives-waterfall-enrichment.png","\u002Fimg\u002Fblog\u002Fclay-alternatives-waterfall-enrichment-card.png",{"path":1542,"title":1543,"description":1544,"publishedAt":1521,"author":6,"category":1545,"tags":1546,"readTime":1340,"cover":1552,"listingCover":1553,"image":1159},"\u002Fblog\u002Fguides\u002Felevenlabs-alternatives-three-complaints","ElevenLabs Alternatives: Price, Voice, or Plumbing?","Three different complaints hide under one search. Only one of them needs a different provider, and the other two have cheaper fixes on the same one.","Generative media",[1547,1548,1549,1550,1551],"elevenlabs alternatives","text to speech","tts api","voice ai","generative media","\u002Fimg\u002Fblog\u002Felevenlabs-alternatives-three-complaints.png","\u002Fimg\u002Fblog\u002Felevenlabs-alternatives-three-complaints-card.png",{"path":1555,"title":1556,"description":1557,"publishedAt":1521,"author":6,"category":1257,"tags":1558,"readTime":1164,"cover":1563,"listingCover":1564,"image":1159},"\u002Fblog\u002Fguides\u002Frank-tracking-api-store-the-position","Rank Tracking API: The Hard Part Is Not the Fetch","Getting today's position is one cheap call. The product is yesterday's position, identical parameters, and knowing what moved. Here is the whole shape.",[1559,1560,1561,1562,1474],"rank tracking api","bing rank tracker","serp tracking","seo api","\u002Fimg\u002Fblog\u002Frank-tracking-api-store-the-position.png","\u002Fimg\u002Fblog\u002Frank-tracking-api-store-the-position-card.png",{"path":1566,"title":1567,"description":1568,"publishedAt":1521,"author":6,"category":1545,"tags":1569,"readTime":1164,"cover":1573,"listingCover":1574,"image":1159},"\u002Fblog\u002Fguides\u002Fstreaming-voice-agent-vs-batch-tts","Gradium Holds the Call. A Batch TTS API Renders the Rest.","Ten measured calls to a batch text to speech endpoint. The fastest never beat 3.05 seconds, and the model mattered more than four times the text.",[1570,1571,1572,1364],"text to speech api","voice agents","tts latency","\u002Fimg\u002Fblog\u002Fstreaming-voice-agent-vs-batch-tts.png","\u002Fimg\u002Fblog\u002Fstreaming-voice-agent-vs-batch-tts-card.png",{"path":1576,"title":1577,"description":1578,"publishedAt":1579,"author":6,"category":1193,"tags":1580,"readTime":1164,"cover":1586,"listingCover":1587,"image":1159},"\u002Fblog\u002Fguides\u002Fb2b-data-provider-dataset-vs-api","B2B Data Providers: Buy the Dataset or Call the API?","A dataset and an enrichment API are the same rows with a different contract. What changes is who carries the staleness and who pays for unread records.","2026-08-25",[1581,1582,1583,1584,1585],"b2b data","data provider","company enrichment","zoominfo","people data labs","\u002Fimg\u002Fblog\u002Fb2b-data-provider-dataset-vs-api.png","\u002Fimg\u002Fblog\u002Fb2b-data-provider-dataset-vs-api-card.png",{"path":353,"title":1589,"description":1590,"publishedAt":1579,"author":6,"category":1257,"tags":1591,"readTime":1164,"cover":1596,"listingCover":1597,"image":1159},"Crawl4AI: When Should You Run Your Own Crawler?","Crawl4AI does the parsing for free. The bill is the fleet you run around it. A decision rule for when to self-host a crawler and when to call one.",[1592,1593,1476,1594,1595],"crawl4ai","web crawler","markdown","open source","\u002Fimg\u002Fblog\u002Fcrawl4ai-when-to-run-your-own-crawler.png","\u002Fimg\u002Fblog\u002Fcrawl4ai-when-to-run-your-own-crawler-card.png",{"path":1599,"title":1600,"description":1601,"publishedAt":1579,"author":6,"category":1257,"tags":1602,"readTime":1213,"cover":1608,"listingCover":1609,"image":1159},"\u002Fblog\u002Fguides\u002Fis-web-scraping-legal-2026","Is Web Scraping Legal? What the Rulings Actually Say","Four US cases decided the modern law of scraping and none of them turned on scraping. They turned on login, publicness, copying and circumvention.",[1603,1604,1605,1606,1607],"web scraping legal","hiq linkedin","bright data","cfaa","dmca","\u002Fimg\u002Fblog\u002Fis-web-scraping-legal-2026.png","\u002Fimg\u002Fblog\u002Fis-web-scraping-legal-2026-card.png",{"path":1611,"title":1612,"description":1613,"publishedAt":1579,"author":6,"category":1257,"tags":1614,"readTime":1164,"cover":1619,"listingCover":1620,"image":1159},"\u002Fblog\u002Fguides\u002Fweb-scraping-news-articles","Web Scraping News Articles: Three Jobs, Three Endpoints","Scraping news is three jobs under one name. Find articles, read one article, watch one company. Each needs a different call and a different budget.",[1615,1616,1476,1617,1618],"news scraping","news api","media monitoring","web search","\u002Fimg\u002Fblog\u002Fweb-scraping-news-articles.png","\u002Fimg\u002Fblog\u002Fweb-scraping-news-articles-card.png",{"path":1622,"title":1623,"description":1624,"publishedAt":1579,"author":6,"category":1180,"tags":1625,"readTime":1164,"cover":1628,"listingCover":1629,"image":1159},"\u002Fblog\u002Fguides\u002Fyoutube-scraper-past-the-quota","YouTube Scraper: What the Data API Will Not Give You","The official API allows 100 searches a day and no money raises it. That ceiling, not price, is why YouTube scrapers exist. Here is what each one returns.",[1626,1627,1185,1495,1494],"youtube scraper","youtube data api","\u002Fimg\u002Fblog\u002Fyoutube-scraper-past-the-quota.png","\u002Fimg\u002Fblog\u002Fyoutube-scraper-past-the-quota-card.png",{"path":1631,"title":1632,"description":1633,"publishedAt":1634,"author":6,"category":1206,"tags":1635,"readTime":1213,"cover":1638,"listingCover":1639,"image":1159},"\u002Fblog\u002Fguides\u002Fagentic-browser-when-your-agent-needs-one","Agentic Browser: When Your Agent Actually Needs One","Agentic browser names two products: one you sit in front of and one your agent drives. Most jobs need neither. The test is whether the task carries state.","2026-08-21",[1636,1326,1364,1339,1637],"agentic browser","browserbase","\u002Fimg\u002Fblog\u002Fagentic-browser-when-your-agent-needs-one.png","\u002Fimg\u002Fblog\u002Fagentic-browser-when-your-agent-needs-one-card.png",{"path":1641,"title":1642,"description":1643,"publishedAt":1634,"author":6,"category":1257,"tags":1644,"readTime":1213,"cover":1648,"listingCover":1649,"image":1159},"\u002Fblog\u002Fguides\u002Fdo-ai-agents-need-a-rotating-proxy","Do You Still Need a Rotating Proxy in 2026?","A rotating proxy is an input you buy by the gigabyte and hope works. Most teams wanted the outcome instead. Here is how to tell which one you need.",[1645,1646,1301,1364,1647],"rotating proxy","residential proxy","infrastructure","\u002Fimg\u002Fblog\u002Fdo-ai-agents-need-a-rotating-proxy.png","\u002Fimg\u002Fblog\u002Fdo-ai-agents-need-a-rotating-proxy-card.png",{"path":1651,"title":1652,"description":1653,"publishedAt":1634,"author":6,"category":1257,"tags":1654,"readTime":1213,"cover":1657,"listingCover":1658,"image":1159},"\u002Fblog\u002Fguides\u002Fpython-web-scraping-without-a-scraper","Web Scraping in Python Without Maintaining a Scraper","Python web scraping is two jobs wearing one name. Python is the best tool for one of them and the wrong place to solve the other. Here is the split.",[387,1301,1655,1656,1364],"beautifulsoup","selenium","\u002Fimg\u002Fblog\u002Fpython-web-scraping-without-a-scraper.png","\u002Fimg\u002Fblog\u002Fpython-web-scraping-without-a-scraper-card.png",{"path":1660,"title":1661,"description":1662,"publishedAt":1634,"author":6,"category":1257,"tags":1663,"readTime":1213,"cover":1664,"listingCover":1665,"image":1159},"\u002Fblog\u002Fguides\u002Fserp-api-for-ai-agents","What Is a SERP API, and Which Kind Do You Need?","A SERP API is three products under one name: a Google mirror, an independent index, and a read-through fetcher. The difference decides which one is yours.",[1407,1474,1618,1364,1476],"\u002Fimg\u002Fblog\u002Fserp-api-for-ai-agents.png","\u002Fimg\u002Fblog\u002Fserp-api-for-ai-agents-card.png",{"path":1667,"title":1668,"description":1669,"publishedAt":1634,"author":6,"category":1257,"tags":1670,"readTime":1213,"cover":1673,"listingCover":1674,"image":1159},"\u002Fblog\u002Fguides\u002Fweb-scraping-tools-which-kind","Web Scraping Tools: Which Kind Do You Actually Need?","Web scraping tools come in four kinds and they differ on who operates them, not on features. Pick the operator first and the shortlist writes itself.",[1671,1672,1363,1364,1495],"web scraping tools","no code scraper","\u002Fimg\u002Fblog\u002Fweb-scraping-tools-which-kind.png","\u002Fimg\u002Fblog\u002Fweb-scraping-tools-which-kind-card.png",{"path":1676,"title":1677,"description":1678,"publishedAt":1679,"author":6,"category":1154,"tags":1680,"readTime":1213,"cover":1683,"listingCover":1684,"image":1159},"\u002Fblog\u002Fguides\u002Fautonomous-store-agent-outside-data","Runner AI Runs the Store. Monid Feeds It the Market.","One call returned 48 competitors: prices from $3.99 to $59.97 and an incumbent with 136,609 reviews. No store dashboard contains that, and agents need it.","2026-08-20",[1681,1364,1170,1682],"agentic commerce","autonomous business","\u002Fimg\u002Fblog\u002Fautonomous-store-agent-outside-data.png","\u002Fimg\u002Fblog\u002Fautonomous-store-agent-outside-data-card.png",{"path":1686,"title":1687,"description":1688,"publishedAt":1679,"author":6,"category":1257,"tags":1689,"readTime":1213,"cover":1694,"listingCover":1695,"image":1159},"\u002Fblog\u002Fguides\u002Fbing-search-api-retired-alternatives","Bing Search API Retired: What Actually Replaces It","Microsoft turned the Bing Search APIs off in August 2025 and the endpoints now return 410. What a replacement has to do, and which route fits which job.",[1690,1691,1692,1476,1693],"search","web","api","agents","\u002Fimg\u002Fblog\u002Fbing-search-api-retired-alternatives.png","\u002Fimg\u002Fblog\u002Fbing-search-api-retired-alternatives-card.png",{"path":1697,"title":1698,"description":1699,"publishedAt":1679,"author":6,"category":1257,"tags":1700,"readTime":1164,"cover":1704,"listingCover":1705,"image":1159},"\u002Fblog\u002Fguides\u002Fingest-mixed-documents-llm-embedding","Ingesting Mixed Documents for LLM Embedding: PDF to Markdown","PDFs, Office files and HTML all become one clean format before chunking. Where the pipeline actually breaks, and which endpoint handles which format.",[1476,1701,1702,1703,1594],"embeddings","pdf","ocr","\u002Fimg\u002Fblog\u002Fingest-mixed-documents-llm-embedding.png","\u002Fimg\u002Fblog\u002Fingest-mixed-documents-llm-embedding-card.png",{"path":1707,"title":1708,"description":1709,"publishedAt":1679,"author":6,"category":1180,"tags":1710,"readTime":1213,"cover":1715,"listingCover":1716,"image":1159},"\u002Fblog\u002Fguides\u002Finstagram-follower-engagement-api","Instagram Follower and Engagement Data: Which API in 2026?","Follower counts are accurate. What trackers build on top is inference. Which endpoints return which fields, and how to tell a real signal from a guess.",[1711,1712,1692,1713,1714],"instagram","social","creators","engagement","\u002Fimg\u002Fblog\u002Finstagram-follower-engagement-api.png","\u002Fimg\u002Fblog\u002Finstagram-follower-engagement-api-card.png",{"path":1718,"title":1719,"description":1720,"publishedAt":1679,"author":6,"category":1206,"tags":1721,"readTime":1213,"cover":1727,"listingCover":1728,"image":1159},"\u002Fblog\u002Fguides\u002Fllm-gateway-vs-mcp-gateway","LLM Gateway vs MCP Gateway: Four Families, One Word","An LLM gateway routes prompts to models. An MCP gateway routes tool calls to vendors. Four gateway families, and which problem each one solves.",[1722,1723,1724,1725,1726],"llm gateway","ai gateway","mcp","agent tools","routing","\u002Fimg\u002Fblog\u002Fllm-gateway-vs-mcp-gateway.png","\u002Fimg\u002Fblog\u002Fllm-gateway-vs-mcp-gateway-card.png",{"path":1730,"title":1731,"description":1732,"publishedAt":1679,"author":6,"category":1206,"tags":1733,"readTime":1213,"cover":1734,"listingCover":1735,"image":1159},"\u002Fblog\u002Fguides\u002Fmcp-vs-api-for-ai-agents","MCP vs API for AI Agents: Who Does the Wrapping?","MCP is not an alternative to APIs, it wraps them. The real question is who does the wrapping, and the answer decides how much code you write.",[1724,1692,1725,1364,1526],"\u002Fimg\u002Fblog\u002Fmcp-vs-api-for-ai-agents.png","\u002Fimg\u002Fblog\u002Fmcp-vs-api-for-ai-agents-card.png",{"path":1737,"title":1738,"description":1739,"publishedAt":1679,"author":6,"category":1206,"tags":1740,"readTime":1164,"cover":1744,"listingCover":1745,"image":1159},"\u002Fblog\u002Fguides\u002Fn8n-data-layer-scraping-enrichment","The Data Layer for n8n: One Key Instead of a Node Per Vendor","n8n workflows rarely break at the logic. They break at the data source. Build the scraping and enrichment layer so a dead provider is a config change.",[1741,1742,1743,1375,1693],"n8n","automation","enrichment","\u002Fimg\u002Fblog\u002Fn8n-data-layer-scraping-enrichment.png","\u002Fimg\u002Fblog\u002Fn8n-data-layer-scraping-enrichment-card.png",{"path":1747,"title":1748,"description":1749,"publishedAt":1679,"author":6,"category":1206,"tags":1750,"readTime":1213,"cover":1752,"listingCover":1753,"image":1159},"\u002Fblog\u002Fguides\u002Fopenrouter-alternatives-after-stripe","OpenRouter Alternatives in 2026: Models, and Then Tools","Stripe agreed to buy OpenRouter for over $7 billion. The real alternatives on the model side, and the routing layer nobody is selling yet.",[1751,1722,1725,1724,1726],"openrouter","\u002Fimg\u002Fblog\u002Fopenrouter-alternatives-after-stripe.png","\u002Fimg\u002Fblog\u002Fopenrouter-alternatives-after-stripe-card.png",{"path":1755,"title":1756,"description":1757,"publishedAt":1679,"author":6,"category":1206,"tags":1758,"readTime":1213,"cover":1760,"listingCover":1761,"image":1159},"\u002Fblog\u002Fguides\u002Fopenrouter-mcp-server-tool-layer","Is OpenRouter an MCP Server? What It Actually Exposes","Yes, OpenRouter has an MCP server, and it exposes OpenRouter. Here is what it does, what it does not, and how to give the same agent real tools.",[1751,1724,1725,1759,1526],"claude code","\u002Fimg\u002Fblog\u002Fopenrouter-mcp-server-tool-layer.png","\u002Fimg\u002Fblog\u002Fopenrouter-mcp-server-tool-layer-card.png",{"path":1763,"title":1764,"description":1765,"publishedAt":1679,"author":6,"category":1193,"tags":1766,"readTime":1213,"cover":1770,"listingCover":1771,"image":1159},"\u002Fblog\u002Fguides\u002Fprompt-instead-of-filters-people-search","A Wrong Enum Returns Zero: Ploid and Prompt-Shaped APIs","A wrong enum returned 0 rows. A wrong range format returned 160,884. Neither raised an error. Why prompt-shaped APIs like Ploid exist, and what they cost.",[1767,1768,1769,1364],"people search api","agentic api","prospecting","\u002Fimg\u002Fblog\u002Fprompt-instead-of-filters-people-search.png","\u002Fimg\u002Fblog\u002Fprompt-instead-of-filters-people-search-card.png",{"path":1773,"title":1774,"description":1775,"publishedAt":1679,"author":6,"category":1193,"tags":1776,"readTime":1213,"cover":1780,"listingCover":1781,"image":1159},"\u002Fblog\u002Fguides\u002Fproxycurl-shutdown-linkedin-data-alternatives","Proxycurl Shut Down: Where LinkedIn Data Goes Now","Proxycurl closed in July 2025 to settle with LinkedIn. What a replacement has to return, which endpoints cover which half, and the risk to read first.",[1777,1743,1692,1778,1779],"linkedin","sales","leads","\u002Fimg\u002Fblog\u002Fproxycurl-shutdown-linkedin-data-alternatives.png","\u002Fimg\u002Fblog\u002Fproxycurl-shutdown-linkedin-data-alternatives-card.png",{"path":1783,"title":1784,"description":1785,"publishedAt":1679,"author":6,"category":1180,"tags":1786,"readTime":1213,"cover":1791,"listingCover":1792,"image":1159},"\u002Fblog\u002Fguides\u002Ftiktok-data-behind-an-ai-video-ad","Oumomo Generates the Ad. TikTok Data Decides Which One.","An AI video tool makes whatever you ask. One TikTok search call returned twenty videos with a fifteenfold spread in likes, and that spread is the brief.",[1787,1788,1789,1790],"tiktok data api","ai video ads","tiktok shop","creative research","\u002Fimg\u002Fblog\u002Ftiktok-data-behind-an-ai-video-ad.png","\u002Fimg\u002Fblog\u002Ftiktok-data-behind-an-ai-video-ad-card.png",{"path":1794,"title":1795,"description":1796,"publishedAt":1679,"author":6,"category":1180,"tags":1797,"readTime":1213,"cover":1799,"listingCover":1800,"image":1159},"\u002Fblog\u002Fguides\u002Ftiktok-scraper-catalogue-audit","Oumomo Remakes the Winner. A TikTok Scraper Tells You Which.","Fourteen videos, twenty one days, and one was 65 percent of the account. You cannot see that in the clips. One call puts the catalogue in a table.",[1503,1798,1789,1788],"content audit","\u002Fimg\u002Fblog\u002Ftiktok-scraper-catalogue-audit.png","\u002Fimg\u002Fblog\u002Ftiktok-scraper-catalogue-audit-card.png",{"path":1802,"title":1803,"description":1804,"publishedAt":1679,"author":6,"category":1206,"tags":1805,"readTime":1807,"cover":1808,"listingCover":1809,"image":1159},"\u002Fblog\u002Fguides\u002Fwhat-is-an-mcp-gateway","What Is an MCP Gateway? Two Products, One Name","An MCP gateway is one endpoint that fronts many tools. Two very different products share the name, and the difference decides which one you need.",[1724,1806,1725,1364,1726],"mcp gateway","13 min","\u002Fimg\u002Fblog\u002Fwhat-is-an-mcp-gateway.png","\u002Fimg\u002Fblog\u002Fwhat-is-an-mcp-gateway-card.png",{"path":1811,"title":1812,"description":1813,"publishedAt":1679,"author":6,"category":1180,"tags":1814,"readTime":1213,"cover":1818,"listingCover":1819,"image":1159},"\u002Fblog\u002Fguides\u002Fx-intent-search-social-selling","Monid Finds the Tweet. Volumn Tells You Who Sent It.","A tightened X search returned 19 of 20 keyword-relevant tweets. Only 2 were someone actually asking. Keyword match is not intent, and that gap is the work.",[1815,1816,1350,1817],"twitter scraper","x api","lead generation","\u002Fimg\u002Fblog\u002Fx-intent-search-social-selling.png","\u002Fimg\u002Fblog\u002Fx-intent-search-social-selling-card.png",{"path":1821,"title":1822,"description":1823,"publishedAt":1824,"author":6,"category":1257,"tags":1825,"readTime":1164,"cover":1829,"listingCover":1830,"image":1159},"\u002Fblog\u002Fguides\u002Fapify-alternatives","Apify Alternatives: You Probably Want a Different Way to Buy It","Every AI answer to this question names Apify. We ran an Apify actor without an Apify account to show what the real alternative is.","2026-08-19",[1826,1301,1827,1828],"apify alternatives","actors","pay per call","\u002Fimg\u002Fblog\u002Fapify-alternatives.png","\u002Fimg\u002Fblog\u002Fapify-alternatives-card.png",{"path":1832,"title":1833,"description":1834,"publishedAt":1824,"author":6,"category":1154,"tags":1835,"readTime":1164,"cover":1839,"listingCover":1840,"image":1159},"\u002Fblog\u002Fguides\u002Fconnect-claude-to-amazon-search-data","Connect Claude to Amazon Search Data: OpenWeb Ninja and Monid","Amazon has no keyword API for sellers. Here is what a search endpoint actually returns, how to hand it to an agent, and which route fits which job.",[1836,1837,1838,1364],"amazon search api","amazon keyword data","ecommerce","\u002Fimg\u002Fblog\u002Fconnect-claude-to-amazon-search-data.png","\u002Fimg\u002Fblog\u002Fconnect-claude-to-amazon-search-data-card.png",{"path":1842,"title":1843,"description":1844,"publishedAt":1824,"author":6,"category":1193,"tags":1845,"readTime":1164,"cover":1849,"listingCover":1850,"image":1159},"\u002Fblog\u002Fguides\u002Fenrich-a-list-from-email-addresses","Enriching a List When All You Have Is Email Addresses","We enriched four real email addresses and one returned a person. The misses billed nothing. What that changes about how you plan a batch.",[1846,1585,1847,1848],"email enrichment","zoominfo alternatives","lead data","\u002Fimg\u002Fblog\u002Fenrich-a-list-from-email-addresses.png","\u002Fimg\u002Fblog\u002Fenrich-a-list-from-email-addresses-card.png",{"path":1852,"title":1853,"description":1854,"publishedAt":1824,"author":6,"category":1257,"tags":1855,"readTime":1164,"cover":1858,"listingCover":1859,"image":1159},"\u002Fblog\u002Fguides\u002Ffree-api-extract-page-content-rag","A Free API to Extract Page Content for RAG: Read This First","We scraped a Wikipedia page and got 74,552 characters starting with the nav menu. The official API gave 689 clean ones. When each is right.",[1476,1338,1856,1857],"chunking","llm context","\u002Fimg\u002Fblog\u002Ffree-api-extract-page-content-rag.png","\u002Fimg\u002Fblog\u002Ffree-api-extract-page-content-rag-card.png",{"path":1861,"title":1862,"description":1863,"publishedAt":1824,"author":6,"category":1270,"tags":1864,"readTime":1164,"cover":1868,"listingCover":1869,"image":1159},"\u002Fblog\u002Fguides\u002Fgoogle-maps-scraper-alternatives","Google Maps Scraper Alternatives: Building a Local Lead List","Two Google Maps actors, same catalogue, different jobs. One returned nothing on a plausible query. What the fields tell you about a business, measured.",[1865,1866,1495,1867],"google maps scraper","local leads","lead list","\u002Fimg\u002Fblog\u002Fgoogle-maps-scraper-alternatives.png","\u002Fimg\u002Fblog\u002Fgoogle-maps-scraper-alternatives-card.png",{"path":1871,"title":1872,"description":1873,"publishedAt":1824,"author":6,"category":1393,"tags":1874,"readTime":1164,"cover":1879,"listingCover":1880,"image":1159},"\u002Fblog\u002Fguides\u002Fmeta-ad-library-longest-running-ads","Mining the Meta Ad Library with Wireflow: Ninety Days Means It Works","Run duration is the profitability signal competitors publish by accident. How to read it, when it lies, and how to turn a long runner into creative.",[1875,1876,1877,1878],"meta ad library","competitor ads","ad creative","facebook ads","\u002Fimg\u002Fblog\u002Fmeta-ad-library-longest-running-ads.png","\u002Fimg\u002Fblog\u002Fmeta-ad-library-longest-running-ads-card.png",{"path":1882,"title":1883,"description":1884,"publishedAt":1885,"author":6,"category":1206,"tags":1886,"readTime":1164,"cover":1888,"listingCover":1889,"image":1159},"\u002Fblog\u002Fguides\u002Fai-agent-needs-two-integrations","A Model Is Half an Agent: AIHubMix for Models, Monid for Tools","A model gateway gets your agent talking. It still cannot look anything up. How to wire both halves, with AIHubMix on models and Monid on tools.","2026-08-18",[1364,1887,1725,1724],"model gateway","\u002Fimg\u002Fblog\u002Fai-agent-needs-two-integrations.png","\u002Fimg\u002Fblog\u002Fai-agent-needs-two-integrations-card.png",{"path":1891,"title":1892,"description":1893,"publishedAt":1885,"author":6,"category":1206,"tags":1894,"readTime":1164,"cover":1897,"listingCover":1898,"image":1159},"\u002Fblog\u002Fguides\u002Fapi-marketplace-for-ai-agents","The Best API Marketplace for AI Agents in 2026","Marketplaces were built for developers who integrate once. An agent chooses at run time. One ordinary task touched five providers across four steps.",[1895,1364,1724,1896],"api marketplace","tool use","\u002Fimg\u002Fblog\u002Fapi-marketplace-for-ai-agents.png","\u002Fimg\u002Fblog\u002Fapi-marketplace-for-ai-agents-card.png",{"path":1900,"title":1901,"description":1902,"publishedAt":1885,"author":6,"category":1193,"tags":1903,"readTime":1164,"cover":1908,"listingCover":1909,"image":1159},"\u002Fblog\u002Fguides\u002Fbusiness-entity-search-api","Business Entity Search by API: What Exists and What Does Not","State registries are the most searched company lookup and the least available by API. We ran the US endpoint on a private company and it returned nothing.",[1904,1905,1906,1907],"business entity search","company registry","sec edgar","company data","\u002Fimg\u002Fblog\u002Fbusiness-entity-search-api.png","\u002Fimg\u002Fblog\u002Fbusiness-entity-search-api-card.png",{"path":1911,"title":1912,"description":1913,"publishedAt":1885,"author":6,"category":1257,"tags":1914,"readTime":1164,"cover":1918,"listingCover":1919,"image":1159},"\u002Fblog\u002Fguides\u002Fscraper-blocked-what-gets-through","Your Scraper Is Blocked: What Actually Gets Through in 2026","A raw request to a Cloudflare-protected page returns 403. We ran the same URL through a managed endpoint and read what came back, field by field.",[1301,1915,1916,1917],"cloudflare","proxies","blocked","\u002Fimg\u002Fblog\u002Fscraper-blocked-what-gets-through.png","\u002Fimg\u002Fblog\u002Fscraper-blocked-what-gets-through-card.png",{"path":1921,"title":1922,"description":1923,"publishedAt":1885,"author":6,"category":1257,"tags":1924,"readTime":1164,"cover":1926,"listingCover":1927,"image":1159},"\u002Fblog\u002Fguides\u002Fweb-scraping-api-for-ai-agents","The Best Web Scraping API for AI Agents in 2026","An agent cannot pick a scraper from a list it has never seen. What changes when the catalogue is discoverable at run time, measured across three phrasings.",[1925,1364,1724,1742],"web scraping api","\u002Fimg\u002Fblog\u002Fweb-scraping-api-for-ai-agents.png","\u002Fimg\u002Fblog\u002Fweb-scraping-api-for-ai-agents-card.png",{"path":1929,"title":1930,"description":1931,"publishedAt":1932,"author":6,"category":1193,"tags":1933,"readTime":1164,"cover":1937,"listingCover":1938,"image":1159},"\u002Fblog\u002Fguides\u002Fapi-to-find-a-company-website","The Best API to Find a Company's Website From Its Name","Name to homepage is a resolution problem, not a search one. Which endpoint does it, why fuzzy matches are a feature, and how to pick the right row.","2026-08-17",[1934,1935,1936,1743],"company website api","company lookup","domain resolution","\u002Fimg\u002Fblog\u002Fapi-to-find-a-company-website.png","\u002Fimg\u002Fblog\u002Fapi-to-find-a-company-website-card.png",{"path":1940,"title":1941,"description":1942,"publishedAt":1932,"author":6,"category":1257,"tags":1943,"readTime":1164,"cover":1947,"listingCover":1948,"image":1159},"\u002Fblog\u002Fguides\u002Fcompany-news-api-press-releases","PR Newswire API: How to Read Releases, Not Send Them","The newswires sell distribution, not access. Reading a company's releases and its coverage is a different endpoint, and one field separates the two.",[1944,1945,1617,1946],"company news api","press release api","signals","\u002Fimg\u002Fblog\u002Fcompany-news-api-press-releases.png","\u002Fimg\u002Fblog\u002Fcompany-news-api-press-releases-card.png",{"path":1950,"title":1951,"description":1952,"publishedAt":1932,"author":6,"category":1193,"tags":1953,"readTime":1164,"cover":1957,"listingCover":1958,"image":1159},"\u002Fblog\u002Fguides\u002Fcrunchbase-api-alternatives-funding-data","Crunchbase API Alternatives: Getting Funding Data by the Call","Crunchbase and PitchBook sell seats. If you only need funding fields on a domain, an enrichment call carries them. What it returns, and what it gets wrong.",[1954,1955,1956,1583],"crunchbase api","pitchbook api","funding data","\u002Fimg\u002Fblog\u002Fcrunchbase-api-alternatives-funding-data.png","\u002Fimg\u002Fblog\u002Fcrunchbase-api-alternatives-funding-data-card.png",{"path":1960,"title":1961,"description":1962,"publishedAt":1932,"author":6,"category":1193,"tags":1963,"readTime":1164,"cover":1965,"listingCover":1966,"image":1159},"\u002Fblog\u002Fguides\u002Fjob-postings-api-hiring-signals","Job Postings API: Turning Hiring Into a Buying Signal","A job ad says what a company is building before its website does. Which endpoint returns postings, what the record contains, and the fields nobody reads.",[1430,1431,1964,1538],"jobs data","\u002Fimg\u002Fblog\u002Fjob-postings-api-hiring-signals.png","\u002Fimg\u002Fblog\u002Fjob-postings-api-hiring-signals-card.png",{"path":1968,"title":1969,"description":1970,"publishedAt":1932,"author":6,"category":1193,"tags":1971,"readTime":1164,"cover":1975,"listingCover":1976,"image":1159},"\u002Fblog\u002Fguides\u002Ftechnographic-data-platforms-vs-per-call","Technographic Data Platforms vs One API Call: What You Give Up","We ran a stack detection on a major site and half the fields came back empty. What per-call detection sees, and when a platform earns its price.",[1972,1973,1974,1538],"technographic data","tech stack detection","b2b targeting","\u002Fimg\u002Fblog\u002Ftechnographic-data-platforms-vs-per-call.png","\u002Fimg\u002Fblog\u002Ftechnographic-data-platforms-vs-per-call-card.png",{"path":1978,"title":1979,"description":1980,"publishedAt":1981,"author":6,"category":1180,"tags":1982,"readTime":1164,"cover":1985,"listingCover":1986,"image":1159},"\u002Fblog\u002Fguides\u002Fbest-social-media-scraping-api-2026","What Is the Best API for Social Media Scraping in 2026?","No single best one, because the platforms are not one problem. Which endpoint covers which network, and where a per-call bill differs from per-result.","2026-08-14",[1983,1185,1984,1711],"social media scraping api","tiktok","\u002Fimg\u002Fblog\u002Fbest-social-media-scraping-api-2026.png","\u002Fimg\u002Fblog\u002Fbest-social-media-scraping-api-2026-card.png",{"path":1988,"title":1989,"description":1990,"publishedAt":1981,"author":6,"category":1257,"tags":1991,"readTime":1164,"cover":1993,"listingCover":1994,"image":1159},"\u002Fblog\u002Fguides\u002Fmcp-server-live-web-data-agents","Which MCP Server Gives an AI Agent Live Web Data?","Most MCP servers wrap one vendor. The question is whether your agent needs a scraper or a catalogue it can search at runtime, and how to tell which.",[1524,1364,1525,1992],"model context protocol","\u002Fimg\u002Fblog\u002Fmcp-server-live-web-data-agents.png","\u002Fimg\u002Fblog\u002Fmcp-server-live-web-data-agents-card.png",{"path":1996,"title":1997,"description":1998,"publishedAt":1981,"author":6,"category":1206,"tags":1999,"readTime":1340,"cover":2002,"listingCover":2003,"image":1159},"\u002Fblog\u002Fguides\u002Fpay-per-call-data-api-vs-subscription","Which Data API Lets You Pay Per Call Instead of a Subscription?","Metered beats a subscription when your usage is bursty and loses when it is steady. The shapes, the crossover, and the measurement that decides it.",[1828,2000,1895,2001],"data api pricing","metered billing","\u002Fimg\u002Fblog\u002Fpay-per-call-data-api-vs-subscription.png","\u002Fimg\u002Fblog\u002Fpay-per-call-data-api-vs-subscription-card.png",{"path":2005,"title":2006,"description":2007,"publishedAt":1981,"author":6,"category":1193,"tags":2008,"readTime":1164,"cover":2010,"listingCover":2011,"image":1159},"\u002Fblog\u002Fguides\u002Fpeople-data-labs-apollo-zoominfo-alternatives","People Data Labs, Apollo, ZoomInfo: Which Should You Actually Buy?","Four providers, one honest split: search versus enrich versus contract. What each is genuinely best at, and why the price gap is not what it looks like.",[1585,2009,1584,1581],"apollo alternatives","\u002Fimg\u002Fblog\u002Fpeople-data-labs-apollo-zoominfo-alternatives.png","\u002Fimg\u002Fblog\u002Fpeople-data-labs-apollo-zoominfo-alternatives-card.png",{"path":2013,"title":2014,"description":2015,"publishedAt":1981,"author":6,"category":1180,"tags":2016,"readTime":1340,"cover":2020,"listingCover":2021,"image":1159},"\u002Fblog\u002Fguides\u002Freddit-scraping-api-alternatives","Is There an Alternative to Apify for Scraping Reddit?","Yes, several. The more useful question is why a Reddit scraper returns posts that miss your keywords, because that is a search problem, not a scraper one.",[2017,2018,2019,1826],"reddit api","reddit scraper","social listening","\u002Fimg\u002Fblog\u002Freddit-scraping-api-alternatives.png","\u002Fimg\u002Fblog\u002Freddit-scraping-api-alternatives-card.png",{"path":2023,"title":2024,"description":2025,"publishedAt":2026,"author":6,"category":1193,"tags":2027,"readTime":1164,"cover":2030,"listingCover":2031,"image":1159},"\u002Fblog\u002Fguides\u002Fbest-linkedin-scraper-api-2026","What Is the Best LinkedIn Scraper API in 2026?","There is no single best LinkedIn scraper API. There are three jobs, and the honest answer is which endpoint fits which job, and what each one gets wrong.","2026-08-12",[2028,1777,1778,2029],"linkedin scraper api","data","\u002Fimg\u002Fblog\u002Fbest-linkedin-scraper-api-2026.png","\u002Fimg\u002Fblog\u002Fbest-linkedin-scraper-api-2026-card.png",{"path":2033,"title":2034,"description":2035,"publishedAt":2036,"author":6,"category":1193,"tags":2037,"readTime":1164,"cover":2042,"listingCover":2043,"image":1159},"\u002Fblog\u002Fguides\u002Fapollo-scraper","Apollo Scraper: Export Apollo.io Leads Safely by API in 2026","An Apollo scraper extension can get your account flagged. How to pull the same Apollo.io people and company data by metered API, with search free.","2026-08-10",[2038,2039,2040,2041],"apollo scraper","apollo.io","lead-generation","b2b-data","\u002Fimg\u002Fblog\u002Fapollo-scraper.png","\u002Fimg\u002Fblog\u002Fapollo-scraper-card.png",{"path":2045,"title":2046,"description":2047,"publishedAt":2036,"author":6,"category":1180,"tags":2048,"readTime":1164,"cover":2051,"listingCover":2052,"image":1159},"\u002Fblog\u002Fguides\u002Freddit-scraper","Reddit Scraper: How to Get Reddit Data After the API Lockdown","Reddit closed self-service API access in 2025. The honest split between the licensed Data API and a public-page scraper you run metered per call.",[2018,2049,2050,1712],"reddit data api","web-scraping","\u002Fimg\u002Fblog\u002Freddit-scraper.png","\u002Fimg\u002Fblog\u002Freddit-scraper-card.png",{"path":2054,"title":2055,"description":2056,"publishedAt":2036,"author":6,"category":1193,"tags":2057,"readTime":1340,"cover":2061,"listingCover":2062,"image":1159},"\u002Fblog\u002Fguides\u002Ftechnographic-data-api","Technographic Data API: Detect Any Website's Tech Stack in One Call","Skip the enterprise technographic platform for one domain. Detect a site's CMS, framework, analytics, CDN and payments by metered API call.",[2058,2059,2060,2041],"technographic data api","tech stack","company-enrichment","\u002Fimg\u002Fblog\u002Ftechnographic-data-api.png","\u002Fimg\u002Fblog\u002Ftechnographic-data-api-card.png",{"path":2064,"title":2065,"description":2066,"publishedAt":2067,"author":6,"category":1180,"tags":2068,"readTime":1164,"cover":2070,"listingCover":2071,"image":1159},"\u002Fblog\u002Fguides\u002Fapify-instagram-scraper","The Apify Instagram Scraper: Which Actor to Use in 2026","Apify has five Instagram scrapers, not one. Which actor fits which job, how to run them without getting blocked, and what two measured runs actually cost.","2026-08-04",[2069,1711,2050,1693],"apify instagram scraper","\u002Fimg\u002Fblog\u002Fapify-instagram-scraper.png","\u002Fimg\u002Fblog\u002Fapify-instagram-scraper-card.png",{"path":2073,"title":2074,"description":2075,"publishedAt":2076,"author":6,"category":1193,"tags":2077,"readTime":1213,"cover":2079,"listingCover":2080,"image":1159},"\u002Fblog\u002Fguides\u002Fbest-linkedin-outreach-tools-2026","The Best LinkedIn Outreach Tools in 2026","LinkedIn outreach tools split into two layers in 2026: the data layer that finds and verifies people, and the sending layer that sequences the messages.","2026-07-29",[2078,1777,1778,2029],"linkedin outreach","\u002Fimg\u002Fblog\u002Fbest-linkedin-outreach-tools-2026.png","\u002Fimg\u002Fblog\u002Fbest-linkedin-outreach-tools-2026-card.png",{"path":332,"title":333,"description":2082,"publishedAt":2083,"author":6,"category":1154,"tags":2084,"readTime":2087,"cover":2088,"listingCover":2089,"image":1159},"PA-API retired in May 2026. Which endpoints actually replace GetItems and SearchItems, tested on the day of writing, including one returning empty prices.","2026-07-21",[2085,2086,2029,1838],"amazon product advertising api","pa-api alternative","9 min","\u002Fimg\u002Fblog\u002Famazon-pa-api-alternatives.png","\u002Fimg\u002Fblog\u002Famazon-pa-api-alternatives-card.png",{"path":806,"title":807,"description":2091,"publishedAt":2092,"author":6,"category":1154,"tags":2093,"readTime":1807,"cover":2095,"listingCover":2096,"image":1159},"There is no official Amazon reviews API. Here are the real ways to get review text, what all of them costs, and the pagination limit nobody mentions.","2026-07-09",[2094,2029,1693,1838],"amazon reviews api","\u002Fimg\u002Fblog\u002Fbest-amazon-reviews-api-2026.png","\u002Fimg\u002Fblog\u002Fbest-amazon-reviews-api-2026-card.png",{"path":2098,"title":2099,"description":2100,"publishedAt":2092,"author":6,"category":1193,"tags":2101,"readTime":1213,"cover":2104,"listingCover":2105,"image":1159},"\u002Fblog\u002Fguides\u002Fbest-email-verification-api-2026","Best Email Verification API in 2026: ZeroBounce, NeverBounce, Kickbox, or One Call on Monid?","ZeroBounce, NeverBounce, Kickbox, Bouncer, a DIY SMTP check and Strale compared: credit packs versus one metered per-call endpoint.",[2102,2029,1693,2103],"email verification api","email","\u002Fimg\u002Fblog\u002Fbest-email-verification-api-2026.png","\u002Fimg\u002Fblog\u002Fbest-email-verification-api-2026-card.png",{"path":2107,"title":2108,"description":21,"publishedAt":2109,"author":1159,"category":1206,"tags":2110,"readTime":1159,"cover":2113,"listingCover":1159,"image":1159},"\u002Fblog\u002Fakta-pro-is-now-available-on-monid","Akta Pro Is Now Available On Monid","2026-07-07",[1693,2111,2112,2029],"partner-tools","private-markets","\u002Fimg\u002Fblog\u002Fakta-pro-is-now-available-on-monid-v2.png",{"path":2115,"title":2116,"description":2117,"publishedAt":2118,"author":1159,"category":1206,"tags":2119,"readTime":1159,"cover":2122,"listingCover":1159,"image":1159},"\u002Fblog\u002Fyour-claude-code-can-now-make-phone-calls","Your Claude Code can now make phone calls","Saperly is now available on Monid. Your agent can now make phone calls for you.","2026-07-05",[1693,2111,2120,2121],"voice","phone","\u002Fimg\u002Fblog\u002Fyour-claude-code-can-now-make-phone-calls.png",{"path":2124,"title":2125,"description":2126,"publishedAt":2127,"author":1159,"category":1206,"tags":2128,"readTime":1159,"cover":2131,"listingCover":1159,"image":1159},"\u002Fblog\u002Fintroducing-suzanne-chatgpt-for-3d-models","Introducing\nClaude for 3D models","Suzanne is now available on Monid. Turn any idea into a production-ready 3D model in one prompt.","2026-06-25",[2129,1693,2130],"3d","creative-tools","\u002Fimg\u002Fblog\u002Fintroducing-suzanne-chatgpt-for-3d-models.png",{"path":2133,"title":2134,"description":2135,"publishedAt":2136,"author":1159,"category":1206,"tags":2137,"readTime":1159,"cover":2140,"listingCover":1159,"image":1159},"\u002Fblog\u002Fminimax-is-now-available-on-monid","MiniMax is now available on Monid","Create images and music with MiniMax models through Monid.","2026-06-24",[1693,2130,2138,2139],"image-generation","music-generation","\u002Fimg\u002Fblog\u002Fminimax-is-now-available-on-monid.png",1788552963100]