[{"data":1,"prerenderedAt":2793},["ShallowReactive",2],{"blog-guide-\u002Fblog\u002Fguides\u002Fglassdoor-api-employee-reviews":3,"blog-guide-related-\u002Fblog\u002Fguides\u002Fglassdoor-api-employee-reviews":1208},{"id":4,"title":5,"author":6,"body":7,"category":1187,"cover":1188,"description":1189,"draft":1190,"extension":1191,"image":1192,"launchCta":1192,"listingCover":1193,"meta":1194,"navigation":1195,"ogImage":1192,"path":1196,"publishedAt":1197,"readTime":1198,"seo":1199,"stem":1200,"tags":1201,"toolCategory":1142,"updatedAt":1197,"__hash__":1207},"blogGuides\u002Fblog\u002Fguides\u002Fglassdoor-api-employee-reviews.md","Glassdoor API: Asking for 10 Reviews Bills You for 50","Jasper Li",{"type":8,"value":9,"toc":1157},"minimark",[10,15,63,79,84,87,92,99,103,106,113,117,128,132,142,157,161,167,170,226,233,237,245,251,255,261,265,291,295,298,304,307,311,326,332,336,339,343,353,357,361,370,376,384,388,445,449,488,501,505,602,608,612,826,830,833,837,847,851,979,990,993,997,1000,1006,1012,1018,1024,1027,1031,1042,1048,1051,1072,1076,1083,1114,1129,1139,1147,1153],[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 a company's employee reviews.",[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 akta \u002Fv1\u002Fcompany\u002Femployee-reviews with limit 50\n","sh","",[23,24,25],"code",{"__ignoreMap":21},[26,27,30,34,38,41,44,47,50,53,56,59],"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}," akta",[26,51,52],{"class":36}," \u002Fv1\u002Fcompany\u002Femployee-reviews",[26,54,55],{"class":36}," with",[26,57,58],{"class":36}," limit",[26,60,62],{"class":61},"sbssI"," 50\n",[11,64,65,66,69,70,78],{},"We called an employee-reviews endpoint twice on 2026-10-03, changing nothing but the ",[23,67,68],{},"limit",". Asking for 10 reviews returned 10 and billed 50 units. Asking for 100 returned 100 and billed 100. The small request cost five times as much per review as the same money would have bought at 50. Then we read the ratings, and eight of them share one array while using two different scales. This guide runs through ",[71,72,77],"a",{"href":73,"rel":74},"https:\u002F\u002Fmonid.ai",[75,76],"noopener","noreferrer","Monid",", the OpenRouter for agent tools.",[80,81,83],"h2",{"id":82},"what-does-a-glassdoor-api-return","What does a Glassdoor API return?",[11,85,86],{},"Three layers, and only one of them is the reviews.",[88,89,91],"h3",{"id":90},"the-headline-rating","The headline rating",[11,93,94,95,98],{},"One number for the company. Ours came back as ",[23,96,97],{},"overall_rating.glassdoor: 3.6",". It is namespaced by provider, which tells you the shape is built to carry more than one source even when only one answered.",[88,100,102],{"id":101},"the-dimension-ratings","The dimension ratings",[11,104,105],{},"Eight more numbers covering compensation, culture, diversity, senior management, work-life balance, business outlook, CEO approval and whether people would recommend the place. This is the layer most people actually want, because a single 3.6 hides whether the problem is pay or management.",[11,107,108,109,112],{},"On our company, ",[23,110,111],{},"senior_management"," was 2.9 against a 3.6 overall, the lowest of the eight. That gap is the whole value of pulling the dimensions.",[88,114,116],{"id":115},"the-reviews","The reviews",[11,118,119,120,123,124,127],{},"A list of individual reviews, 21 fields each. ",[23,121,122],{},"pros"," and ",[23,125,126],{},"cons"," arrive as separate fields rather than one body, which saves you a parsing step, and every review carries its own seven sub-ratings, a job title, whether the person still works there, how long they stayed, and how many readers found it helpful.",[88,129,131],{"id":130},"the-count-you-should-read-first","The count you should read first",[11,133,134,137,138,141],{},[23,135,136],{},"reviews.total"," reported 259 for this company, with a ",[23,139,140],{},"total_by_provider"," breakdown beside it. That number tells you whether paging is worth starting before you pay for the first page.",[143,144,145],"blockquote",{},[11,146,147,148,152,153],{},"📖 ",[149,150,151],"strong",{},"See also"," ",[71,154,156],{"href":155},"\u002Fblog\u002Fguides\u002Fsoftware-review-data-api-g2-capterra","Software Review Data by API: G2 and Capterra",[80,158,160],{"id":159},"why-did-asking-for-10-reviews-bill-50","Why did asking for 10 reviews bill 50?",[11,162,163,164,166],{},"Because the billing unit has a floor and ",[23,165,68],{}," does not respect it.",[11,168,169],{},"Two calls, same company, same day:",[171,172,173,195],"table",{},[174,175,176],"thead",{},[177,178,179,184,187,192],"tr",{},[180,181,182],"th",{},[23,183,68],{},[180,185,186],{},"Billed units",[180,188,189],{},[23,190,191],{},"resultCount",[180,193,194],{},"Reviews returned",[196,197,198,215],"tbody",{},[177,199,200,204,209,211],{},[201,202,203],"td",{},"10",[201,205,206],{},[149,207,208],{},"50",[201,210,208],{},[201,212,213],{},[149,214,203],{},[177,216,217,220,222,224],{},[201,218,219],{},"100",[201,221,219],{},[201,223,219],{},[201,225,219],{},[11,227,228,229,232],{},"The price type is ",[23,230,231],{},"PER_UNIT"," at a rate per 50 units, so 50 is the minimum purchase. Pass anything below it and you buy 50 units and receive what you asked for.",[88,234,236],{"id":235},"what-that-does-to-the-per-review-cost","What that does to the per-review cost",[16,238,243],{"className":239,"code":241,"language":242,"meta":21},[240],"language-text","limit 10   50 units  ->  10 reviews   = 5 units per review\nlimit 50   50 units  ->  50 reviews   = 1 unit per review\nlimit 100 100 units  -> 100 reviews   = 1 unit per review\n","text",[23,244,241],{"__ignoreMap":21},[11,246,247,250],{},[149,248,249],{},"A limit of 10 is the single worst value available on this endpoint."," It costs the same as 50 and delivers a fifth of the data. There is no case for passing a limit between 1 and 49: round up to 50 and keep the rows.",[88,252,254],{"id":253},"why-this-is-easy-to-get-wrong","Why this is easy to get wrong",[11,256,257,258,260],{},"Because ",[23,259,68],{}," usually means \"spend less\". Here it means \"receive less\", and the spending floor sits somewhere you cannot see from the parameter list. The endpoint's own docs give the default as 10, which is exactly the value that wastes the most.",[88,262,264],{"id":263},"the-habit-this-suggests","The habit this suggests",[11,266,267,268,271,272,274,275,278,279,282,283,285,286,290],{},"Read ",[23,269,270],{},"price.type"," before you tune a ",[23,273,68],{},". A ",[23,276,277],{},"PER_CALL"," endpoint does not care what you ask for. A ",[23,280,281],{},"PER_RESULT"," endpoint rewards a small limit. A ",[23,284,231],{}," endpoint with a block size punishes any request smaller than the block, and the block size is in the receipt rather than in the parameter description. The same reasoning applied to a different billing model is in ",[71,287,289],{"href":288},"\u002Fblog\u002Fguides\u002Frocketreach-pricing-per-contact-lookups","the per-contact pricing guide",".",[80,292,294],{"id":293},"why-are-eight-ratings-on-two-different-scales","Why are eight ratings on two different scales?",[11,296,297],{},"Because three of them are proportions and five are scores, and nothing in the array says which is which.",[16,299,302],{"className":300,"code":301,"language":242,"meta":21},[240],"business_outlook            0.54\nceo                         0.88\nrecommend_to_friend         0.55\ncompensation_and_benefits   3.8\nculture_and_values          3.7\ndiversity_and_inclusion     3.9\nsenior_management           2.9\nwork_life_balance           3\n",[23,303,301],{"__ignoreMap":21},[11,305,306],{},"The first three are shares between 0 and 1: 88% of reviewers approve of the CEO, 55% would recommend the company, 54% expect business to improve. The last five are the familiar five-point averages.",[88,308,310],{"id":309},"the-mistake-this-invites","The mistake this invites",[11,312,313,314,317,318,321,322,325],{},"Every entry has the same shape, ",[23,315,316],{},"{ type, provider, value }",", and sits in the same array. Normalise the array to a five-point scale and ",[23,319,320],{},"ceo: 0.88"," becomes a damning 0.88 out of 5 instead of a healthy 88% approval. Divide everything by five instead and ",[23,323,324],{},"compensation 3.8"," becomes 76% when it is really 3.8 out of 5.",[11,327,328,331],{},[149,329,330],{},"Keep a per-type map of which scale each key uses and apply it on ingestion."," Three keys are proportions, five are scores, and that is a constant you can hardcode.",[88,333,335],{"id":334},"a-sanity-check-that-catches-it","A sanity check that catches it",[11,337,338],{},"Any value under 1.0 in this array is a proportion, and any value above 1.0 is a score. That heuristic works on the data we saw, and it fails the day a company genuinely scores 0.9 out of 5 on something, which is why the explicit map is the real answer and this is only the alarm.",[88,340,342],{"id":341},"what-the-dimensions-are-worth","What the dimensions are worth",[11,344,345,346,348,349,352],{},"The gap, not the level. A 3.6 overall tells you nothing actionable. A 3.6 overall with ",[23,347,111],{}," at 2.9 and ",[23,350,351],{},"diversity_and_inclusion"," at 3.9 tells you where the complaints are, and for a sales use case it tells you which pitch will land.",[80,354,356],{"id":355},"how-do-you-pull-a-companys-employee-reviews","How do you pull a company's employee reviews?",[88,358,360],{"id":359},"for-agents","For agents",[11,362,363,364,369],{},"Grab an API key at ",[71,365,368],{"href":366,"rel":367},"https:\u002F\u002Fapp.monid.ai\u002F",[75,76],"app.monid.ai",", then paste this to your agent and hand it the key:",[16,371,374],{"className":372,"code":373,"language":242,"meta":21},[240],"set up https:\u002F\u002Fmonid.ai\u002FSKILL.md\n",[23,375,373],{"__ignoreMap":21},[11,377,378,379,290],{},"It learns the whole discover, inspect, run workflow itself. More in the ",[71,380,383],{"href":381,"rel":382},"https:\u002F\u002Fmonid.ai\u002Fdocs\u002Fguide\u002Fquickstart-skill",[75,76],"agent quickstart",[88,385,387],{"id":386},"for-humans","For humans",[16,389,393],{"className":390,"code":391,"language":392,"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",[23,394,395,410],{"__ignoreMap":21},[26,396,397,401,404,407],{"class":28,"line":29},[26,398,400],{"class":399},"sBMFI","npm",[26,402,403],{"class":36}," install",[26,405,406],{"class":36}," -g",[26,408,409],{"class":36}," @monid-ai\u002Fcli\n",[26,411,413,416,419,422,425,429,432,436,439,442],{"class":28,"line":412},2,[26,414,415],{"class":399},"monid",[26,417,418],{"class":36}," keys",[26,420,421],{"class":36}," add",[26,423,424],{"class":36}," -k",[26,426,428],{"class":427},"sMK4o"," \u003C",[26,430,431],{"class":36},"your-api-ke",[26,433,435],{"class":434},"sTEyZ","y",[26,437,438],{"class":427},">",[26,440,441],{"class":36}," -l",[26,443,444],{"class":36}," main\n",[88,446,448],{"id":447},"the-call-with-the-limit-that-does-not-waste-money","The call, with the limit that does not waste money",[16,450,452],{"className":390,"code":451,"language":392,"meta":21,"style":21},"monid run -p akta -e \u002Fv1\u002Fcompany\u002Femployee-reviews \\\n  --query '{\"company\":\"https:\u002F\u002Ffigma.com\",\"limit\":50}'\n",[23,453,454,474],{"__ignoreMap":21},[26,455,456,458,461,464,466,469,471],{"class":28,"line":29},[26,457,415],{"class":399},[26,459,460],{"class":36}," run",[26,462,463],{"class":36}," -p",[26,465,49],{"class":36},[26,467,468],{"class":36}," -e",[26,470,52],{"class":36},[26,472,473],{"class":434}," \\\n",[26,475,476,479,482,485],{"class":28,"line":412},[26,477,478],{"class":36},"  --query",[26,480,481],{"class":427}," '",[26,483,484],{"class":36},"{\"company\":\"https:\u002F\u002Ffigma.com\",\"limit\":50}",[26,486,487],{"class":427},"'\n",[11,489,490,493,494,496,497,500],{},[23,491,492],{},"company"," takes a website or a company name. ",[23,495,68],{}," maxes at 100 and should never be set below 50. ",[23,498,499],{},"offset"," pages.",[88,502,504],{"id":503},"read-the-total-before-you-page","Read the total before you page",[16,506,510],{"className":507,"code":508,"language":509,"meta":21,"style":21},"language-js shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","const { total } = res.data.employee_reviews.reviews;   \u002F\u002F 259 for ours\nconst pages = Math.ceil(Math.min(total, cap) \u002F 100);\n","js",[23,511,512,555],{"__ignoreMap":21},[26,513,514,518,521,524,527,530,533,535,538,540,543,545,548,551],{"class":28,"line":29},[26,515,517],{"class":516},"spNyl","const",[26,519,520],{"class":427}," {",[26,522,523],{"class":434}," total ",[26,525,526],{"class":427},"}",[26,528,529],{"class":427}," =",[26,531,532],{"class":434}," res",[26,534,290],{"class":427},[26,536,537],{"class":434},"data",[26,539,290],{"class":427},[26,541,542],{"class":434},"employee_reviews",[26,544,290],{"class":427},[26,546,547],{"class":434},"reviews",[26,549,550],{"class":427},";",[26,552,554],{"class":553},"sHwdD","   \u002F\u002F 259 for ours\n",[26,556,557,559,562,565,568,570,573,576,578,581,584,587,590,593,596,599],{"class":28,"line":412},[26,558,517],{"class":516},[26,560,561],{"class":434}," pages ",[26,563,564],{"class":427},"=",[26,566,567],{"class":434}," Math",[26,569,290],{"class":427},[26,571,572],{"class":32},"ceil",[26,574,575],{"class":434},"(Math",[26,577,290],{"class":427},[26,579,580],{"class":32},"min",[26,582,583],{"class":434},"(total",[26,585,586],{"class":427},",",[26,588,589],{"class":434}," cap) ",[26,591,592],{"class":427},"\u002F",[26,594,595],{"class":61}," 100",[26,597,598],{"class":434},")",[26,600,601],{"class":427},";\n",[11,603,604,605,607],{},"259 reviews is three calls at ",[23,606,68],{}," 100. Decide whether you want all of them before the first one, because the floor means there is no cheap exploratory call.",[88,609,611],{"id":610},"split-the-ratings-on-ingestion","Split the ratings on ingestion",[16,613,615],{"className":507,"code":614,"language":509,"meta":21,"style":21},"const PROPORTION = new Set([\"business_outlook\", \"ceo\", \"recommend_to_friend\"]);\nconst ratings = {};\nfor (const r of res.data.employee_reviews.other_ratings) {\n  ratings[r.type] = PROPORTION.has(r.type)\n    ? { pct: r.value * 100 }\n    : { score: r.value, outOf: 5 };\n}\n",[23,616,617,667,679,715,758,788,820],{"__ignoreMap":21},[26,618,619,621,624,626,629,632,635,638,641,643,645,648,651,653,655,657,660,662,665],{"class":28,"line":29},[26,620,517],{"class":516},[26,622,623],{"class":434}," PROPORTION ",[26,625,564],{"class":427},[26,627,628],{"class":427}," new",[26,630,631],{"class":32}," Set",[26,633,634],{"class":434},"([",[26,636,637],{"class":427},"\"",[26,639,640],{"class":36},"business_outlook",[26,642,637],{"class":427},[26,644,586],{"class":427},[26,646,647],{"class":427}," \"",[26,649,650],{"class":36},"ceo",[26,652,637],{"class":427},[26,654,586],{"class":427},[26,656,647],{"class":427},[26,658,659],{"class":36},"recommend_to_friend",[26,661,637],{"class":427},[26,663,664],{"class":434},"])",[26,666,601],{"class":427},[26,668,669,671,674,676],{"class":28,"line":412},[26,670,517],{"class":516},[26,672,673],{"class":434}," ratings ",[26,675,564],{"class":427},[26,677,678],{"class":427}," {};\n",[26,680,682,686,689,691,694,697,699,701,703,705,707,709,712],{"class":28,"line":681},3,[26,683,685],{"class":684},"s7zQu","for",[26,687,688],{"class":434}," (",[26,690,517],{"class":516},[26,692,693],{"class":434}," r ",[26,695,696],{"class":427},"of",[26,698,532],{"class":434},[26,700,290],{"class":427},[26,702,537],{"class":434},[26,704,290],{"class":427},[26,706,542],{"class":434},[26,708,290],{"class":427},[26,710,711],{"class":434},"other_ratings) ",[26,713,714],{"class":427},"{\n",[26,716,718,721,725,728,730,733,736,738,741,743,746,749,751,753,755],{"class":28,"line":717},4,[26,719,720],{"class":434},"  ratings",[26,722,724],{"class":723},"swJcz","[",[26,726,727],{"class":434},"r",[26,729,290],{"class":427},[26,731,732],{"class":434},"type",[26,734,735],{"class":723},"] ",[26,737,564],{"class":427},[26,739,740],{"class":434}," PROPORTION",[26,742,290],{"class":427},[26,744,745],{"class":32},"has",[26,747,748],{"class":723},"(",[26,750,727],{"class":434},[26,752,290],{"class":427},[26,754,732],{"class":434},[26,756,757],{"class":723},")\n",[26,759,761,764,766,769,772,775,777,780,783,785],{"class":28,"line":760},5,[26,762,763],{"class":427},"    ?",[26,765,520],{"class":427},[26,767,768],{"class":723}," pct",[26,770,771],{"class":427},":",[26,773,774],{"class":434}," r",[26,776,290],{"class":427},[26,778,779],{"class":434},"value",[26,781,782],{"class":427}," *",[26,784,595],{"class":61},[26,786,787],{"class":427}," }\n",[26,789,791,794,796,799,801,803,805,807,809,812,814,817],{"class":28,"line":790},6,[26,792,793],{"class":427},"    :",[26,795,520],{"class":427},[26,797,798],{"class":723}," score",[26,800,771],{"class":427},[26,802,774],{"class":434},[26,804,290],{"class":427},[26,806,779],{"class":434},[26,808,586],{"class":427},[26,810,811],{"class":723}," outOf",[26,813,771],{"class":427},[26,815,816],{"class":61}," 5",[26,818,819],{"class":427}," };\n",[26,821,823],{"class":28,"line":822},7,[26,824,825],{"class":427},"}\n",[88,827,829],{"id":828},"keep-the-sub-ratings-on-each-review","Keep the sub-ratings on each review",[11,831,832],{},"Every review carries its own seven dimension scores alongside the aggregate. That is what lets you ask whether the management complaints come from current or departed staff, which the company-level average cannot answer and which is the most useful question in the payload.",[834,835],"skill-prompt",{"prompt":836},"pull 50 employee reviews for these eight companies, split current from former employees, and tell me which company has the widest gap between its overall rating and its senior management rating",[143,838,839],{},[11,840,147,841,152,843],{},[149,842,151],{},[71,844,846],{"href":845},"\u002Fblog\u002Fcompany-name-to-employer-review-feed","Company Name to an Employer Review Feed",[80,848,850],{"id":849},"which-endpoint-should-i-use-for-which-job","Which endpoint should I use for which job?",[171,852,853,875],{},[174,854,855],{},[177,856,857,860,863,866,869,872],{},[180,858,859],{},"Endpoint",[180,861,862],{},"What it does",[180,864,865],{},"Input",[180,867,868],{},"Returns",[180,870,871],{},"Billing",[180,873,874],{},"Watch for",[196,876,877,908,932,953],{},[177,878,879,887,890,899,902,905],{},[201,880,881],{},[71,882,884],{"href":883},"\u002Ftools\u002Fcompany-reviews",[23,885,886],{},"akta\u002Fv1\u002Fcompany\u002Femployee-reviews",[201,888,889],{},"Employee reviews and ratings",[201,891,892,894,895,894,897],{},[23,893,492],{},", ",[23,896,68],{},[23,898,499],{},[201,900,901],{},"Overall, 8 dimensions, reviews with 21 fields",[201,903,904],{},"Per unit, 50-unit block",[201,906,907],{},"Floor of 50",[177,909,910,917,920,923,926,929],{},[201,911,912],{},[71,913,914],{"href":883},[23,915,916],{},"trustpilot\u002Fget_company_reviews",[201,918,919],{},"Customer reviews",[201,921,922],{},"A company",[201,924,925],{},"Paginated reviews",[201,927,928],{},"Per call",[201,930,931],{},"Different population",[177,933,934,941,944,946,948,950],{},[201,935,936],{},[71,937,938],{"href":883},[23,939,940],{},"clutch\u002Fget_company_reviews",[201,942,943],{},"B2B service reviews",[201,945,922],{},[201,947,925],{},[201,949,928],{},[201,951,952],{},"Agencies and vendors",[177,954,955,963,966,971,974,976],{},[201,956,957],{},[71,958,960],{"href":959},"\u002Ftools\u002Flocal-data",[23,961,962],{},"litescrape\u002Fyelp\u002Freviews",[201,964,965],{},"Local customer reviews",[201,967,968],{},[23,969,970],{},"place_id",[201,972,973],{},"Up to 49 reviews",[201,975,928],{},[201,977,978],{},"Consumer, not employer",[11,980,981,982,985,986,290],{},"Every row was verified with ",[23,983,984],{},"monid inspect"," on 2026-10-03. Billing shape is given rather than figures, because shape drives design and current numbers live on ",[71,987,989],{"href":988},"\u002Ftools","monid.ai\u002Ftools",[11,991,992],{},"The four rows describe four different populations and people mix them up constantly. Row one is what staff say about working somewhere. Rows two and four are what customers say about buying. Row three is what clients say about an agency. A reputation report that blends employee and customer sentiment into one score is measuring nothing, and the only one of these that tells you about an employer is the first.",[80,994,996],{"id":995},"when-should-you-not-use-this","When should you not use this?",[11,998,999],{},"Four cases.",[11,1001,1002,1005],{},[149,1003,1004],{},"You want one number for a lot of companies."," The floor makes a shallow sweep expensive: 50 units per company whether you read 10 reviews or 50. For a hundred companies that is a real invoice, and if all you need is the headline rating, look for an endpoint that sells the aggregate on its own.",[11,1007,1008,1011],{},[149,1009,1010],{},"You are screening individuals."," This is company-level data. It says nothing about a person, and the reviews are written by people who did not expect to be identified from a job title and a date.",[11,1013,1014,1017],{},[149,1015,1016],{},"You need every review ever written."," The total reported here was 259 and that is what this provider's index holds. A company's own Glassdoor page may show a different count, and neither is the complete history.",[11,1019,1020,1023],{},[149,1021,1022],{},"You are making an employment decision about a named person."," Reviews are anonymous, unverified and self-selected: people write them when they are delighted or furious. They are a useful signal about a company and a terrible basis for anything about an individual.",[11,1025,1026],{},"And the disclosure: we resell this endpoint. The most valuable line in this post is that you should never pass a limit below 50, which saves money on a call you make through anyone.",[80,1028,1030],{"id":1029},"conclusion","Conclusion",[11,1032,1033,1034,1037,1038,1041],{},"One endpoint, two calls, one parameter different. ",[23,1035,1036],{},"limit: 10"," returned ten reviews and billed fifty units. ",[23,1039,1040],{},"limit: 100"," returned a hundred and billed a hundred. The billing unit comes in blocks of fifty, so anything below that floor buys the full block and delivers a fraction of it, and the default value of ten is the worst number you can pass. Round up to 50.",[11,1043,1044,1045,1047],{},"Then read ",[23,1046,270],{}," before tuning any limit anywhere. A per-call endpoint ignores it, a per-result endpoint rewards a small one, and a per-unit endpoint with a block size punishes you for asking small. That distinction lives in the receipt, not in the parameter description.",[11,1049,1050],{},"The ratings carry the second trap. Eight dimensions share one array and two scales: CEO approval, business outlook and recommend-to-friend are proportions between 0 and 1, while the five familiar categories are out of five. Our CEO value was 0.88, which is 88% approval and reads like a catastrophic score if you normalise the array blindly. Hardcode the three proportion keys and apply the split on ingestion.",[11,1052,1053,1054,1057,1058,1060,1061,1063,1064,1067,1068,290],{},"Free next step: run ",[23,1055,1056],{},"monid inspect -p akta -e \u002Fv1\u002Fcompany\u002Femployee-reviews",", note the ",[23,1059,231],{}," price with its block size, then make one call at ",[23,1062,68],{}," 50 and one at 10 and compare ",[23,1065,1066],{},"billedUnits",". The floor is visible in two calls. Start at ",[71,1069,1071],{"href":73,"rel":1070},[75,76],"monid.ai",[80,1073,1075],{"id":1074},"faq","FAQ",[1077,1078,1080],"faq-item",{"q":1079},"What limit should you actually pass?",[11,1081,1082],{},"Fifty, or a hundred, and never anything in between or below. The billing block is fifty units, so a request for ten buys fifty units and hands back ten reviews, making each one five times more expensive than it needs to be. Fifty is the efficient floor and a hundred is the maximum, and both cost one unit per review. If you genuinely only want a handful of reviews to eyeball, pass fifty anyway and keep the other forty in your store: you have already paid for them, and the next time somebody asks about that company you will not need a second call. The only reason to pass a hundred over fifty is if you intend to read them all, since the second block doubles the cost.",[1077,1084,1086],{"q":1085},"How do you know which rating uses which scale?",[11,1087,1088,1089,894,1091,123,1093,1095,1096,894,1099,894,1102,894,1104,123,1106,1109,1110,1113],{},"By name, and you have to hardcode it. Three keys are proportions between 0 and 1: ",[23,1090,640],{},[23,1092,650],{},[23,1094,659],{},". The other five are averages out of five: ",[23,1097,1098],{},"compensation_and_benefits",[23,1100,1101],{},"culture_and_values",[23,1103,351],{},[23,1105,111],{},[23,1107,1108],{},"work_life_balance",". Nothing in the payload distinguishes them, because all eight arrive as the same ",[23,1111,1112],{},"{type, provider, value}"," shape in one array. A quick guard is that any value below 1.0 is a proportion, which works on real data and breaks the day something legitimately scores 0.9 out of 5, so treat it as an assertion that fires an alert rather than as the logic. The ugly truth is that a mapping table of eight strings is the correct engineering answer here.",[1077,1115,1117],{"q":1116},"How far back do the reviews go, and can you get all of them?",[11,1118,1119,1120,123,1122,1124,1125,1128],{},"The response reports a total, 259 for the company we pulled, and pages through it with ",[23,1121,68],{},[23,1123,499],{},". Three calls at a hundred covers that company completely. What the total does not tell you is the time span: each review carries its own ",[23,1126,1127],{},"review_date",", and the distribution is usually heavily weighted toward the last two years because that is what review platforms surface. Two consequences. An average rating is dominated by recent sentiment even when the company has a decade of history, so compare the dated reviews rather than the headline if you care about a trend. And a company's own public page may report a different count from any API's index, because neither is the complete archive and both are snapshots of what a crawler has seen.",[1077,1130,1132],{"q":1131},"What can you do with the review text?",[11,1133,1134,1135,1138],{},"Analyse it, summarise it, score it, feed it to a model. Those are ordinary uses of data you paid for, and the useful outputs are your own: a complaint taxonomy, a trend, a flag on a company you are about to partner with. Republishing the text is a different act. Each review is writing by an identifiable former or current employee, published under a platform's terms, and often written with an expectation of relative anonymity that a job title plus a date and a location can undermine. The field that should make you careful is ",[23,1136,1137],{},"review_link",", which points at the original: if your product wants to show a review, link to it rather than copying it, and if your output faces customers rather than your own team, take advice instead of taking a blog post's word for it.",[1140,1141,1144],"tool-cta",{"category":1142,"title":1143},"company-reviews","Employee sentiment as data",[11,1145,1146],{},"Pull a company's overall rating, eight dimension scores and the reviews behind them, with pros and cons already separated.",[11,1148,1149],{},[1150,1151,1152],"em",{},"Last updated October 2026.",[1154,1155,1156],"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 pre.shiki code .sbssI, html code.shiki .sbssI{--shiki-light:#F76D47;--shiki-default:#F78C6C;--shiki-dark:#F78C6C}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}html pre.shiki code .spNyl, html code.shiki .spNyl{--shiki-light:#9C3EDA;--shiki-default:#C792EA;--shiki-dark:#C792EA}html pre.shiki code .sHwdD, html code.shiki .sHwdD{--shiki-light:#90A4AE;--shiki-light-font-style:italic;--shiki-default:#546E7A;--shiki-default-font-style:italic;--shiki-dark:#676E95;--shiki-dark-font-style:italic}html pre.shiki code .s7zQu, html code.shiki .s7zQu{--shiki-light:#39ADB5;--shiki-light-font-style:italic;--shiki-default:#89DDFF;--shiki-default-font-style:italic;--shiki-dark:#89DDFF;--shiki-dark-font-style:italic}html pre.shiki code .swJcz, html code.shiki .swJcz{--shiki-light:#E53935;--shiki-default:#F07178;--shiki-dark:#F07178}",{"title":21,"searchDepth":412,"depth":412,"links":1158},[1159,1165,1170,1175,1183,1184,1185,1186],{"id":82,"depth":412,"text":83,"children":1160},[1161,1162,1163,1164],{"id":90,"depth":681,"text":91},{"id":101,"depth":681,"text":102},{"id":115,"depth":681,"text":116},{"id":130,"depth":681,"text":131},{"id":159,"depth":412,"text":160,"children":1166},[1167,1168,1169],{"id":235,"depth":681,"text":236},{"id":253,"depth":681,"text":254},{"id":263,"depth":681,"text":264},{"id":293,"depth":412,"text":294,"children":1171},[1172,1173,1174],{"id":309,"depth":681,"text":310},{"id":334,"depth":681,"text":335},{"id":341,"depth":681,"text":342},{"id":355,"depth":412,"text":356,"children":1176},[1177,1178,1179,1180,1181,1182],{"id":359,"depth":681,"text":360},{"id":386,"depth":681,"text":387},{"id":447,"depth":681,"text":448},{"id":503,"depth":681,"text":504},{"id":610,"depth":681,"text":611},{"id":828,"depth":681,"text":829},{"id":849,"depth":412,"text":850},{"id":995,"depth":412,"text":996},{"id":1029,"depth":412,"text":1030},{"id":1074,"depth":412,"text":1075},"Sales & enrichment","\u002Fimg\u002Fblog\u002Fglassdoor-api-employee-reviews.png","Same endpoint, two calls. limit 10 returned 10 reviews and billed 50 units. limit 100 returned 100 and billed 100. And eight ratings use two scales.",false,"md",null,"\u002Fimg\u002Fblog\u002Fglassdoor-api-employee-reviews-card.png",{},true,"\u002Fblog\u002Fguides\u002Fglassdoor-api-employee-reviews","2026-10-03","10 min",{"title":5,"description":1189},"blog\u002Fguides\u002Fglassdoor-api-employee-reviews",[1202,1203,1204,1205,1206],"glassdoor api","employee reviews api","employer brand data","company reviews","per unit billing","j7uKVMYOfBxruZdAgo03sn1JNoqmDeDHKOuKQ-GkLPk",[1209,1222,1224,1238,1250,1263,1275,1290,1303,1316,1329,1341,1353,1365,1378,1390,1402,1415,1428,1440,1453,1465,1477,1490,1502,1513,1525,1537,1549,1562,1573,1585,1598,1611,1622,1634,1647,1657,1670,1682,1693,1706,1718,1729,1741,1751,1764,1776,1786,1798,1809,1821,1832,1844,1856,1868,1881,1894,1906,1917,1929,1941,1954,1966,1979,1991,2002,2013,2026,2036,2047,2057,2069,2079,2090,2101,2114,2124,2135,2143,2153,2164,2175,2187,2199,2209,2222,2233,2245,2255,2264,2274,2284,2294,2304,2313,2325,2336,2346,2357,2369,2376,2386,2394,2404,2413,2423,2434,2441,2449,2458,2469,2480,2491,2500,2510,2521,2530,2539,2549,2559,2567,2580,2590,2600,2611,2621,2631,2641,2650,2660,2667,2676,2688,2697,2710,2719,2728,2740,2749,2758,2766,2775,2784],{"path":1210,"title":1211,"description":1212,"publishedAt":1197,"author":6,"category":1213,"tags":1214,"readTime":1198,"cover":1220,"listingCover":1221,"image":1192},"\u002Fblog\u002Fguides\u002Fbacklink-api-what-it-returns","Backlink API: 74% of the Links Are Already Gone","One domain reported 284 million backlinks all time and 74 million live. The anchor list opened with black-hat spam. Which of the three calls to make.","Product",[1215,1216,1217,1218,1219],"backlink api","referring domains api","anchor text api","link data","backlink checker","\u002Fimg\u002Fblog\u002Fbacklink-api-what-it-returns.png","\u002Fimg\u002Fblog\u002Fbacklink-api-what-it-returns-card.png",{"path":1196,"title":5,"description":1189,"publishedAt":1197,"author":6,"category":1187,"tags":1223,"readTime":1198,"cover":1188,"listingCover":1193,"image":1192},[1202,1203,1204,1205,1206],{"path":1225,"title":1226,"description":1227,"publishedAt":1228,"author":6,"category":1229,"tags":1230,"readTime":1198,"cover":1236,"listingCover":1237,"image":1192},"\u002Fblog\u002Fguides\u002Faddress-validation-api","Address Validation API: One Said Invalid, One Said High","Same address, same minute, two endpoints. One returned valid false and confidence 0 while handing back a perfect parse. The other returned high.","2026-10-02","Local data",[1231,1232,1233,1234,1235],"address validation api","address parser api","address standardization","geocoding api","postal address","\u002Fimg\u002Fblog\u002Faddress-validation-api.png","\u002Fimg\u002Fblog\u002Faddress-validation-api-card.png",{"path":1239,"title":1240,"description":1241,"publishedAt":1228,"author":6,"category":1229,"tags":1242,"readTime":1198,"cover":1248,"listingCover":1249,"image":1192},"\u002Fblog\u002Fguides\u002Ftripadvisor-api-search","TripAdvisor API: 2,000 Results, 30 a Page, One Id","A search for Kyoto hotels returned 30 typed rows out of 2,000, every one carrying a rating and a place id. What the typed fields are actually for.",[1243,1244,1245,1246,1247],"tripadvisor api","tripadvisor scraper","hotel data api","travel data","attraction data","\u002Fimg\u002Fblog\u002Ftripadvisor-api-search.png","\u002Fimg\u002Fblog\u002Ftripadvisor-api-search-card.png",{"path":1251,"title":1252,"description":1253,"publishedAt":1254,"author":6,"category":1187,"tags":1255,"readTime":1198,"cover":1261,"listingCover":1262,"image":1192},"\u002Fblog\u002Fguides\u002Findeed-api-job-search","Indeed API: Passing false to One Filter Returned a 502, Twice","Omit the flag and you get 245 jobs with 38 duplicates. Switch it on and you get 234 with 19. Send it as false and the call fails without charging.","2026-10-01",[1256,1257,1258,1259,1260],"indeed api","indeed job search api","job search api","hiring data","duplicate job postings","\u002Fimg\u002Fblog\u002Findeed-api-job-search.png","\u002Fimg\u002Fblog\u002Findeed-api-job-search-card.png",{"path":1264,"title":1265,"description":1266,"publishedAt":1254,"author":6,"category":1229,"tags":1267,"readTime":1198,"cover":1273,"listingCover":1274,"image":1192},"\u002Fblog\u002Fguides\u002Fyelp-api-business-search","Yelp API: The Four Ads Above the Results Had 5, 75, 80 and 199 Reviews","The top organic result had 2,156. The ads sitting above it had a fraction of that. Both arrive in the same response, in two separate arrays.",[1268,1269,1270,1271,1272],"yelp api","yelp scraper","local business data","yelp reviews api","local lead list","\u002Fimg\u002Fblog\u002Fyelp-api-business-search.png","\u002Fimg\u002Fblog\u002Fyelp-api-business-search-card.png",{"path":1276,"title":1277,"description":1278,"publishedAt":1279,"author":6,"category":1280,"tags":1281,"readTime":1287,"cover":1288,"listingCover":1289,"image":1192},"\u002Fblog\u002Fguides\u002Fanswer-engine-optimization-four-surfaces","Answer Engine Optimization: We Asked Four Surfaces the Same Six Questions","Four AI answer surfaces, six questions, one day, 24 answers. Only two questions had a vendor all four agreed on, and we were named in zero of them.","2026-09-28","Search & RAG",[1282,1283,1284,1285,1286],"answer engine optimization","geo seo","llm seo","generative engine optimization","ai answers","12 min","\u002Fimg\u002Fblog\u002Fanswer-engine-optimization-four-surfaces.png","\u002Fimg\u002Fblog\u002Fanswer-engine-optimization-four-surfaces-card.png",{"path":1291,"title":1292,"description":1293,"publishedAt":1279,"author":6,"category":1294,"tags":1295,"readTime":1198,"cover":1301,"listingCover":1302,"image":1192},"\u002Fblog\u002Fguides\u002Fdownload-youtube-thumbnail","Download a YouTube Thumbnail: Which of the Six URLs Actually Exists","Six predictable thumbnail URLs, four videos, checked one at a time. Three names answered every time and three returned 404 on the oldest upload.","Social data",[1296,1297,1298,1299,1300],"download youtube thumbnail","youtube thumbnail url","maxresdefault","youtube thumbnail api","video metadata","\u002Fimg\u002Fblog\u002Fdownload-youtube-thumbnail.png","\u002Fimg\u002Fblog\u002Fdownload-youtube-thumbnail-card.png",{"path":1304,"title":1305,"description":1306,"publishedAt":1279,"author":6,"category":1280,"tags":1307,"readTime":1313,"cover":1314,"listingCover":1315,"image":1192},"\u002Fblog\u002Fguides\u002Fperplexity-api-two-surfaces","Perplexity API: Sonar and the App Answered the Same Question Differently","Same six questions, same day. Sonar replied in about three seconds with 84 cited domains. The consumer app took up to 92 and named different vendors.",[1308,1309,1310,1311,1312],"perplexity api","perplexity sonar api","sonar model","ai answer api","perplexity citations","11 min","\u002Fimg\u002Fblog\u002Fperplexity-api-two-surfaces.png","\u002Fimg\u002Fblog\u002Fperplexity-api-two-surfaces-card.png",{"path":1317,"title":1318,"description":1319,"publishedAt":1320,"author":6,"category":1213,"tags":1321,"readTime":1313,"cover":1327,"listingCover":1328,"image":1192},"\u002Fblog\u002Fguides\u002Fllm-as-a-judge-typesafe-jev","LLM as a Judge, or a Model That Only Judges: Jev Measured","Four typed judgments on one review in 1.9 seconds, billed on 631 input tokens with output free. The severity score came back 1.1, and it is zero-indexed.","2026-09-24",[1322,1323,1324,1325,1326],"llm as a judge","typesafe jev","classification api","structured judgment","system one","\u002Fimg\u002Fblog\u002Fllm-as-a-judge-typesafe-jev.png","\u002Fimg\u002Fblog\u002Fllm-as-a-judge-typesafe-jev-card.png",{"path":1330,"title":1331,"description":1332,"publishedAt":1320,"author":6,"category":1213,"tags":1333,"readTime":1198,"cover":1339,"listingCover":1340,"image":1192},"\u002Fblog\u002Fguides\u002Fmeta-muse-agent-tools","Meta Muse Builds Its Own Tools: Here It Does Not Have To","Muse writes a connector for anything with an API. One spec of 38 paths and 42 operations means it writes one connector instead of two thousand.",[1334,1335,1336,1337,1338],"meta muse","muse agent tools","agent connectors","openapi for agents","rest api for ai agents","\u002Fimg\u002Fblog\u002Fmeta-muse-agent-tools.png","\u002Fimg\u002Fblog\u002Fmeta-muse-agent-tools-card.png",{"path":1342,"title":1343,"description":1344,"publishedAt":1320,"author":6,"category":1187,"tags":1345,"readTime":1313,"cover":1351,"listingCover":1352,"image":1192},"\u002Fblog\u002Fguides\u002Fsales-automation-by-the-call","Sales Automation Without a Seat: Four Calls and One Receipt","The automation most teams buy is four lookups in a row. Here is each one measured, including the one that charged us for a record with a null title.",[1346,1347,1348,1349,1350],"sales automation","what is sales automation","sales workflow","outbound automation","lead generation","\u002Fimg\u002Fblog\u002Fsales-automation-by-the-call.png","\u002Fimg\u002Fblog\u002Fsales-automation-by-the-call-card.png",{"path":1354,"title":1355,"description":1356,"publishedAt":1320,"author":6,"category":1213,"tags":1357,"readTime":1313,"cover":1363,"listingCover":1364,"image":1192},"\u002Fblog\u002Fguides\u002Fzapier-alternatives-tool-layer","Zapier Alternatives: The Directory's Own List Had Trello On It","We pulled a directory list of Zapier alternatives. The array named alternatives held Trello, Jira and Notion. The competitors were in another field.",[1358,1359,1360,1361,1362],"zapier alternatives","n8n alternatives","n8n api","workflow automation","software alternatives api","\u002Fimg\u002Fblog\u002Fzapier-alternatives-tool-layer.png","\u002Fimg\u002Fblog\u002Fzapier-alternatives-tool-layer-card.png",{"path":1366,"title":1367,"description":1368,"publishedAt":1369,"author":6,"category":1187,"tags":1370,"readTime":1287,"cover":1376,"listingCover":1377,"image":1192},"\u002Fblog\u002Fguides\u002Fai-lead-score-calculation-method","AI Lead Score Calculation: The Inputs Disagree Before the Model Runs","Two providers gave one company 580 and 1,011 employees. A third resolved a famous domain to a different company with a plausible record.","2026-09-23",[1371,1372,1373,1374,1375],"ai lead score calculation method","lead scoring","icp scoring","lead qualification","firmographics","\u002Fimg\u002Fblog\u002Fai-lead-score-calculation-method.png","\u002Fimg\u002Fblog\u002Fai-lead-score-calculation-method-card.png",{"path":1379,"title":1380,"description":1381,"publishedAt":1369,"author":6,"category":1213,"tags":1382,"readTime":1313,"cover":1388,"listingCover":1389,"image":1192},"\u002Fblog\u002Fguides\u002Fkeyword-cannibalization-check","Keyword Cannibalization: We Found Six of Our Own Pages Fighting","A site-restricted search returned six of our guides for one concept. The unrestricted search returned none of them. That gap is the problem.",[1383,1384,1385,1386,1387],"keyword cannibalization","ahrefs keyword cannibalization","content audit","serp api","internal competition","\u002Fimg\u002Fblog\u002Fkeyword-cannibalization-check.png","\u002Fimg\u002Fblog\u002Fkeyword-cannibalization-check-card.png",{"path":1391,"title":1392,"description":1393,"publishedAt":1369,"author":6,"category":1187,"tags":1394,"readTime":1313,"cover":1400,"listingCover":1401,"image":1192},"\u002Fblog\u002Fguides\u002Ftarget-company-url-analysis","Target Company URL Analysis: What One Domain Tells You in Four Calls","Start with nothing but a URL. Four calls returned the company, its size, its stack with checkable evidence, and 445 known contacts split by department.",[1395,1396,1397,1398,1399],"target company url analysis","company url lookup","domain to company","website analysis api","account research","\u002Fimg\u002Fblog\u002Ftarget-company-url-analysis.png","\u002Fimg\u002Fblog\u002Ftarget-company-url-analysis-card.png",{"path":1403,"title":1404,"description":1405,"publishedAt":1406,"author":6,"category":1187,"tags":1407,"readTime":1313,"cover":1413,"listingCover":1414,"image":1192},"\u002Fblog\u002Fguides\u002Fapollo-extension-or-api","Apollo Extension or Apollo API: Which One Does the Job You Have","One company call returned 66 fields including 271 technologies in 2.5 seconds. A person call returned a null title and a null email, and still billed.","2026-09-21",[1408,1409,1410,1411,1412],"apollo.io extension","apollo extension","apollo chrome extension","apollo api","apollo lead generation","\u002Fimg\u002Fblog\u002Fapollo-extension-or-api.png","\u002Fimg\u002Fblog\u002Fapollo-extension-or-api-card.png",{"path":1416,"title":1417,"description":1418,"publishedAt":1406,"author":6,"category":1419,"tags":1420,"readTime":1287,"cover":1426,"listingCover":1427,"image":1192},"\u002Fblog\u002Fguides\u002Fsearch-for-upc-barcode-lookup-api","UPC Lookup by API: Two Databases, and One Barcode Neither Had","A soda barcode returned ingredients and a nutrition grade. A book came from another database. A phone cable came back not found, and still billed.","Ecommerce",[1421,1422,1423,1424,1425],"upc lookup","upc code lookup","barcode lookup api","search for upc","gtin lookup","\u002Fimg\u002Fblog\u002Fsearch-for-upc-barcode-lookup-api.png","\u002Fimg\u002Fblog\u002Fsearch-for-upc-barcode-lookup-api-card.png",{"path":1429,"title":1430,"description":1431,"publishedAt":1406,"author":6,"category":1294,"tags":1432,"readTime":1313,"cover":1438,"listingCover":1439,"image":1192},"\u002Fblog\u002Fguides\u002Fsocial-searcher-username-across-platforms","Social Searcher by API: One Username, Six Platforms, Six Schemas","One handle through one endpoint on six platforms. The identity field changed name three times and one platform returned a profile that was not the brand.",[1433,1434,1435,1436,1437],"social searcher","username search","instant username search","social profile","cross platform social search","\u002Fimg\u002Fblog\u002Fsocial-searcher-username-across-platforms.png","\u002Fimg\u002Fblog\u002Fsocial-searcher-username-across-platforms-card.png",{"path":1441,"title":1442,"description":1443,"publishedAt":1444,"author":6,"category":1213,"tags":1445,"readTime":1313,"cover":1451,"listingCover":1452,"image":1192},"\u002Fblog\u002Fguides\u002Fahrefs-vs-kwfinder-link-half","Ahrefs vs KWFinder: Both Halves Are Available by the Call","We said the keyword half was not buyable per call. That was wrong. Here is the corrected answer, and the 740x volume disagreement we found while checking.","2026-09-18",[1446,1447,1448,1449,1450],"ahrefs vs kwfinder","kwfinder vs ahrefs","keyword research api","ahrefs alternative","seo api by the call","\u002Fimg\u002Fblog\u002Fahrefs-vs-kwfinder-link-half.png","\u002Fimg\u002Fblog\u002Fahrefs-vs-kwfinder-link-half-card.png",{"path":1454,"title":1455,"description":1456,"publishedAt":1444,"author":6,"category":1294,"tags":1457,"readTime":1313,"cover":1463,"listingCover":1464,"image":1192},"\u002Fblog\u002Fguides\u002Ffacebook-profile-viewer-api","Facebook Profile Viewer: What an API Returns, and What It Will Not","The scraper whose docs say it refuses personal profiles returned one anyway. Its two follower counts for that person differed by one.",[1458,1459,1460,1461,1462],"facebook profile viewer","facebook profile api","facebook page scraper","public facebook data","facebook api","\u002Fimg\u002Fblog\u002Ffacebook-profile-viewer-api.png","\u002Fimg\u002Fblog\u002Ffacebook-profile-viewer-api-card.png",{"path":1466,"title":1467,"description":1468,"publishedAt":1444,"author":6,"category":1187,"tags":1469,"readTime":1313,"cover":1475,"listingCover":1476,"image":1192},"\u002Fblog\u002Fguides\u002Fh1b-data-api-sponsorship-records","H-1B Data by API: 549,133 Records, and the Domain Field Is Invented","One call returned half a million sponsorship records. The top wage was a React developer on 1.9 million. The company domain on every row does not resolve.",[1470,1471,1472,1473,1474],"h1b data","h1b api","h1b salary data","visa sponsorship data","labor condition application","\u002Fimg\u002Fblog\u002Fh1b-data-api-sponsorship-records.png","\u002Fimg\u002Fblog\u002Fh1b-data-api-sponsorship-records-card.png",{"path":1478,"title":1479,"description":1480,"publishedAt":1481,"author":6,"category":1280,"tags":1482,"readTime":1313,"cover":1488,"listingCover":1489,"image":1192},"\u002Fblog\u002Fguides\u002Farxiv-api-paper-search","arXiv API for Paper Search: Three of Twenty Results Were Off Topic","Restricting a paper search to arXiv returned three papers about cognitive augmentation instead of retrieval augmentation. The blended source returned none.","2026-09-17",[1483,1484,1485,1486,1487],"arxiv api","paper search api","academic search api","literature review api","semantic scholar","\u002Fimg\u002Fblog\u002Farxiv-api-paper-search.png","\u002Fimg\u002Fblog\u002Farxiv-api-paper-search-card.png",{"path":1491,"title":1492,"description":1493,"publishedAt":1481,"author":6,"category":1187,"tags":1494,"readTime":1313,"cover":1500,"listingCover":1501,"image":1192},"\u002Fblog\u002Fguides\u002Fbuzzfile-search-by-name-company-lookup","Buzzfile and the Company Lookup API: One Name, Ten Companies","What Buzzfile is, and what a name search returns by API. One free call on Patagonia gave ten companies. A rival fuzzy search gave two, both wrong.",[1495,1496,1497,1498,1499],"buzzfile","buzzfile search by name","company lookup api","name to domain","company search by name","\u002Fimg\u002Fblog\u002Fbuzzfile-search-by-name-company-lookup.png","\u002Fimg\u002Fblog\u002Fbuzzfile-search-by-name-company-lookup-card.png",{"path":288,"title":1503,"description":1504,"publishedAt":1481,"author":6,"category":1187,"tags":1505,"readTime":1313,"cover":1511,"listingCover":1512,"image":1192},"RocketReach Pricing or Per-Contact Lookups: Where the Charge Lands","We paid the base charge for one executive and got an id, a country and a null title. A second provider returned the right job title and zero contacts.",[1506,1507,1508,1509,1510],"rocketreach pricing","rocketreach","contact lookup api","people enrichment pricing","credits","\u002Fimg\u002Fblog\u002Frocketreach-pricing-per-contact-lookups.png","\u002Fimg\u002Fblog\u002Frocketreach-pricing-per-contact-lookups-card.png",{"path":1514,"title":1515,"description":1516,"publishedAt":1517,"author":6,"category":1187,"tags":1518,"readTime":1313,"cover":1523,"listingCover":1524,"image":1192},"\u002Fblog\u002Fguides\u002Fb2b-prospecting-tool-api","B2B Prospecting Tool by API: The List Is Free, the Name Is the Bill","One free call returned 100 sales leaders at 47 companies with names redacted. Revealing who they are is the paid step. How three prospecting routes bill.","2026-09-16",[1519,1520,1521,1522,1350],"b2b prospecting tool","b2b leads","b2b sms outreach","prospecting api","\u002Fimg\u002Fblog\u002Fb2b-prospecting-tool-api.png","\u002Fimg\u002Fblog\u002Fb2b-prospecting-tool-api-card.png",{"path":1526,"title":1527,"description":1528,"publishedAt":1517,"author":6,"category":1187,"tags":1529,"readTime":1313,"cover":1535,"listingCover":1536,"image":1192},"\u002Fblog\u002Fguides\u002Fcrunchbase-pro-vs-api-by-the-call","Crunchbase Pro or Crunchbase by the Call: What Each Actually Returns","Sixty-nine organisations match Stripe. The profile carried seven fields and no funding total. Twenty-five rounds came back with types and no amounts.",[1530,1531,1532,1533,1534],"crunchbase pro","crunchbase api","crunchbase pricing","funding rounds api","company data","\u002Fimg\u002Fblog\u002Fcrunchbase-pro-vs-api-by-the-call.png","\u002Fimg\u002Fblog\u002Fcrunchbase-pro-vs-api-by-the-call-card.png",{"path":1538,"title":1539,"description":1540,"publishedAt":1517,"author":6,"category":1280,"tags":1541,"readTime":1313,"cover":1547,"listingCover":1548,"image":1192},"\u002Fblog\u002Fguides\u002Ftavily-api-key-or-one-key","Tavily API, or One Key: Four Search Engines, One Query, Zero URLs in Common","What the Tavily API is, and what four search engines did with one query in the same minute. Two shared no URLs at all. One found our own page.",[1542,1543,1544,1545,1546],"tavily api","tavily","tavily api key","web search api for agents","search api comparison","\u002Fimg\u002Fblog\u002Ftavily-api-key-or-one-key.png","\u002Fimg\u002Fblog\u002Ftavily-api-key-or-one-key-card.png",{"path":1550,"title":1551,"description":1552,"publishedAt":1553,"author":6,"category":1280,"tags":1554,"readTime":1313,"cover":1560,"listingCover":1561,"image":1192},"\u002Fblog\u002Fguides\u002Fahrefs-api-domain-rating-backlinks","Ahrefs API by the Call: Domain Rating, Backlinks, Paid Pages","We pulled our own backlink profile through the Ahrefs API: ten referring domains, all DR 91 or higher, six dofollow links out of thirty-three.","2026-09-15",[1555,1556,1557,1558,1559],"ahrefs api","ahrefs api documentation","domain rating api","backlinks api","seo data api","\u002Fimg\u002Fblog\u002Fahrefs-api-domain-rating-backlinks.png","\u002Fimg\u002Fblog\u002Fahrefs-api-domain-rating-backlinks-card.png",{"path":1563,"title":1564,"description":1565,"publishedAt":1553,"author":6,"category":1187,"tags":1566,"readTime":1313,"cover":1571,"listingCover":1572,"image":1192},"\u002Fblog\u002Fguides\u002Fapollo-email-finder-api","Apollo Email Finder API: Two Providers, One Mailbox, Two Owners","Apollo says patrick@stripe.com is the CEO, verified. Hunter.io says it is an IT administrator, observed. Same address, one day apart, both confident.",[1567,1411,1568,1569,1570],"apollo email finder","apollo.io api","people match","email to person","\u002Fimg\u002Fblog\u002Fapollo-email-finder-api.png","\u002Fimg\u002Fblog\u002Fapollo-email-finder-api-card.png",{"path":1574,"title":1575,"description":1576,"publishedAt":1553,"author":6,"category":1213,"tags":1577,"readTime":1198,"cover":1583,"listingCover":1584,"image":1192},"\u002Fblog\u002Fguides\u002Fdomain-name-availability-api","Domain Age Checker: One TLD Returns Nothing and Still Bills","Eleven domains through a domain age endpoint. Three TLDs came back empty with HTTP 200 and were billed. Two were refused for free.",[1578,1579,1580,1581,1582],"domain age checker","domain availability api","whois api","domain lookup","domain fraud signal","\u002Fimg\u002Fblog\u002Fdomain-name-availability-api.png","\u002Fimg\u002Fblog\u002Fdomain-name-availability-api-card.png",{"path":1586,"title":1587,"description":1588,"publishedAt":1553,"author":6,"category":1280,"tags":1589,"readTime":1287,"cover":1596,"listingCover":1597,"image":1192},"\u002Fblog\u002Fguides\u002Ffirecrawl-with-claude-mcp-or-one-key","Claude MCP for Web Data: One Server Per Tool, or One Key?","One call mapped 3,779 documentation pages in eight seconds. The question is whether each tool that does this needs its own MCP server in your config.",[1590,1591,1592,1593,1594,1595],"claude mcp","claude mcp server","firecrawl mcp","firecrawl claude","mcp server","web scraping for agents","\u002Fimg\u002Fblog\u002Ffirecrawl-with-claude-mcp-or-one-key.png","\u002Fimg\u002Fblog\u002Ffirecrawl-with-claude-mcp-or-one-key-card.png",{"path":1599,"title":1600,"description":1601,"publishedAt":1553,"author":6,"category":1602,"tags":1603,"readTime":1313,"cover":1609,"listingCover":1610,"image":1192},"\u002Fblog\u002Fguides\u002Fhow-to-use-seedance-2-0-api","How to Use Seedance 2.0 by API: One Prompt, Two Models, Measured","Seedance 2.0 and 2.0 Mini rendered one 5-second prompt in the same two minutes for the same 108,900 tokens. One billed exactly twice the other.","Generative media",[1604,1605,1606,1607,1608],"how to use seedance 2.0","seedance 2.0","seedance api","text to video api","ai video generation","\u002Fimg\u002Fblog\u002Fhow-to-use-seedance-2-0-api.png","\u002Fimg\u002Fblog\u002Fhow-to-use-seedance-2-0-api-card.png",{"path":1612,"title":1613,"description":1614,"publishedAt":1553,"author":6,"category":1280,"tags":1615,"readTime":1313,"cover":1620,"listingCover":1621,"image":1192},"\u002Fblog\u002Fguides\u002Focten-ai-search-api","Octen AI Search API: 78 ms Inside, One Second End to End","Octen reports its own latency in every response. On our calls it said 78 ms; the round trip was a second. What search, extract and embedding return.",[1616,1617,1618,1619,1545],"octen ai","octen","octen search","octen api","\u002Fimg\u002Fblog\u002Focten-ai-search-api.png","\u002Fimg\u002Fblog\u002Focten-ai-search-api-card.png",{"path":1623,"title":1624,"description":1625,"publishedAt":1553,"author":6,"category":1294,"tags":1626,"readTime":1313,"cover":1632,"listingCover":1633,"image":1192},"\u002Fblog\u002Fguides\u002Freddit-user-information-extraction-api","Reddit User Information Extraction: Profile, Posts and Comments by API","One Reddit account, three endpoints: a profile with karma split two ways, a complete post history in one call, and comments that carry their thread.",[1627,1628,1629,1630,1631],"reddit user information extraction","reddit user api","reddit profile scraper","reddit comments api","social data","\u002Fimg\u002Fblog\u002Freddit-user-information-extraction-api.png","\u002Fimg\u002Fblog\u002Freddit-user-information-extraction-api-card.png",{"path":1635,"title":1636,"description":1637,"publishedAt":1638,"author":6,"category":1187,"tags":1639,"readTime":1313,"cover":1645,"listingCover":1646,"image":1192},"\u002Fblog\u002Fguides\u002Fhunter-io-api-domain-search-vs-email-finder","Hunter.io API: Domain Search Finds, Email Finder Guesses","Hunter.io domain search returned ten verified addresses at confidence 85. Email finder returned one address at confidence 16 with no source. Same provider.","2026-09-14",[1640,1641,1642,1643,1644],"hunter.io","hunter io api","email finder","domain search","email verification","\u002Fimg\u002Fblog\u002Fhunter-io-api-domain-search-vs-email-finder.png","\u002Fimg\u002Fblog\u002Fhunter-io-api-domain-search-vs-email-finder-card.png",{"path":1648,"title":1649,"description":1650,"publishedAt":1638,"author":6,"category":1187,"tags":1651,"readTime":1198,"cover":1655,"listingCover":1656,"image":1192},"\u002Fblog\u002Fguides\u002Freverse-email-lookup-api","Reverse Email Lookup API: What One Address Actually Returned","A reverse email lookup on a Stripe address returned an IT administrator, not the CEO. That is the endpoint working, and the fuzzy flag says why.",[1652,1653,1570,1654,1640],"reverse email lookup","reverse email lookup free","people enrichment","\u002Fimg\u002Fblog\u002Freverse-email-lookup-api.png","\u002Fimg\u002Fblog\u002Freverse-email-lookup-api-card.png",{"path":1658,"title":1659,"description":1660,"publishedAt":1638,"author":6,"category":1294,"tags":1661,"readTime":1287,"cover":1668,"listingCover":1669,"image":1192},"\u002Fblog\u002Fguides\u002Ftiktok-user-finder-api","TikTok Profile Viewer and Account Finder: What an API Returns","One profile call returned two different follower counts in one response. One keyword returned twenty accounts, ten of them regional handles of one brand.",[1662,1663,1664,1665,1666,1667],"tiktok profile viewer","tiktok account viewer","tiktok account finder","tiktok user search","tiktok api","tikhub","\u002Fimg\u002Fblog\u002Ftiktok-user-finder-api.png","\u002Fimg\u002Fblog\u002Ftiktok-user-finder-api-card.png",{"path":1671,"title":1672,"description":1673,"publishedAt":1674,"author":6,"category":1280,"tags":1675,"readTime":1313,"cover":1680,"listingCover":1681,"image":1192},"\u002Fblog\u002Fguides\u002Ffree-web-search-api-for-agents","TinyFish Made a Free Web Search API. One Query Is a Third.","We asked TinyFish Search one question five ways. It returned 27 pages, and the best single phrasing found 9 of them. Every call was free.","2026-09-13",[1676,1677,1678,1679],"web search","ai agents","rag","retrieval","\u002Fimg\u002Fblog\u002Ffree-web-search-api-for-agents.png","\u002Fimg\u002Fblog\u002Ffree-web-search-api-for-agents-card.png",{"path":1683,"title":1684,"description":1685,"publishedAt":1686,"author":6,"category":1213,"tags":1687,"readTime":1313,"cover":1691,"listingCover":1692,"image":1192},"\u002Fblog\u002Fguides\u002Fai-agent-development-company-or-in-house","AI Agent Development Company or In House? The Hard Part","Two vendors, one domain, two different companies. One reported 2,930 employees and the other 63. Neither returned an error. That is the build.","2026-09-08",[1677,1688,1689,1690],"build vs buy","data quality","integration","\u002Fimg\u002Fblog\u002Fai-agent-development-company-or-in-house.png","\u002Fimg\u002Fblog\u002Fai-agent-development-company-or-in-house-card.png",{"path":1694,"title":1695,"description":1696,"publishedAt":1686,"author":6,"category":1697,"tags":1698,"readTime":1313,"cover":1704,"listingCover":1705,"image":1192},"\u002Fblog\u002Fguides\u002Ffind-companies-running-google-ads","How Do You Find Prospects Running Google Ads?","One landing page carried 1,537 distinct ad creatives. That count, not traffic, separates a company testing paid search from one committed to it.","Ads intelligence",[1699,1700,1701,1702,1703],"google ads","ads intelligence","prospecting","paid search","agency lead generation","\u002Fimg\u002Fblog\u002Ffind-companies-running-google-ads.png","\u002Fimg\u002Fblog\u002Ffind-companies-running-google-ads-card.png",{"path":1707,"title":1708,"description":1709,"publishedAt":1686,"author":6,"category":1419,"tags":1710,"readTime":1313,"cover":1716,"listingCover":1717,"image":1192},"\u002Fblog\u002Fguides\u002Fgoogle-shopping-api-lowest-price","Google Shopping API: The Lowest Price Is a Different Product","One search returned the same headphones from 22.99 to 399.99. The cheapest was a weekly rental. Sorting by price picks the row that is not the product.",[1711,1712,1713,1714,1715],"google shopping api","price comparison","ecommerce data","product matching","repricing","\u002Fimg\u002Fblog\u002Fgoogle-shopping-api-lowest-price.png","\u002Fimg\u002Fblog\u002Fgoogle-shopping-api-lowest-price-card.png",{"path":1719,"title":1720,"description":1721,"publishedAt":1686,"author":6,"category":1294,"tags":1722,"readTime":1313,"cover":1727,"listingCover":1728,"image":1192},"\u002Fblog\u002Fguides\u002Freddit-scraper-returns-different-posts","Two Reddit Scrapers, One Query, Four Posts in Common","The complaint is that a Reddit scraper returns irrelevant posts. We measured it. Results were relevant, and two providers disagreed on six of ten.",[1723,1724,1725,1726,1667],"reddit scraper","reddit api","social listening","apify","\u002Fimg\u002Fblog\u002Freddit-scraper-returns-different-posts.png","\u002Fimg\u002Fblog\u002Freddit-scraper-returns-different-posts-card.png",{"path":1730,"title":1731,"description":1732,"publishedAt":1686,"author":6,"category":1187,"tags":1733,"readTime":1313,"cover":1739,"listingCover":1740,"image":1192},"\u002Fblog\u002Fguides\u002Fsalary-data-api-three-sources","Salary Data API: Three Sources, Three Different Numbers","Indeed says the median software engineer earns 136k. Levels.fyi says 298k. Both are right, and the field that explains it is the sample count.",[1734,1735,1736,1737,1738],"salary data api","compensation data","levels.fyi","h1b salaries","market data","\u002Fimg\u002Fblog\u002Fsalary-data-api-three-sources.png","\u002Fimg\u002Fblog\u002Fsalary-data-api-three-sources-card.png",{"path":1742,"title":1743,"description":1744,"publishedAt":1686,"author":6,"category":1294,"tags":1745,"readTime":1198,"cover":1749,"listingCover":1750,"image":1192},"\u002Fblog\u002Fguides\u002Ftelegram-channel-data-without-a-bot-token","Telegram Channel Data Without a Bot Token","Telegram publishes view counts no other platform gives you. They arrive as 926K and 24.2M, already rounded, and they are lifetime totals not velocity.",[1746,1747,1725,1748,1667],"telegram api","telegram scraping","channel data","\u002Fimg\u002Fblog\u002Ftelegram-channel-data-without-a-bot-token.png","\u002Fimg\u002Fblog\u002Ftelegram-channel-data-without-a-bot-token-card.png",{"path":1752,"title":1753,"description":1754,"publishedAt":1755,"author":6,"category":1213,"tags":1756,"readTime":1313,"cover":1762,"listingCover":1763,"image":1192},"\u002Fblog\u002Fguides\u002Finsider-trading-api-form-4-data","Insider Trading API: What Form 4 Data Actually Tells You","A director sold 1,848,501 shares for $410,843,671. The filing arrived two days later, and that lag is the most important field in the response.","2026-09-07",[1757,1758,1759,1760,1761],"insider trading api","sec form 4","insider transactions","financial data","market signals","\u002Fimg\u002Fblog\u002Finsider-trading-api-form-4-data.png","\u002Fimg\u002Fblog\u002Finsider-trading-api-form-4-data-card.png",{"path":1765,"title":1766,"description":1767,"publishedAt":1755,"author":6,"category":1187,"tags":1768,"readTime":1287,"cover":1774,"listingCover":1775,"image":1192},"\u002Fblog\u002Fguides\u002Fis-there-an-api-for-pitchbook-data","PitchBook Pricing and Cost: Is There an API Instead?","PitchBook publishes no price and no public API. Free alternatives return which rounds a company raised and what type, not how much, when or the valuation.",[1769,1770,1771,1533,1772,1773],"pitchbook pricing","pitchbook cost","pitchbook api","private company data","venture data","\u002Fimg\u002Fblog\u002Fis-there-an-api-for-pitchbook-data.png","\u002Fimg\u002Fblog\u002Fis-there-an-api-for-pitchbook-data-card.png",{"path":1777,"title":1778,"description":1779,"publishedAt":1755,"author":6,"category":1419,"tags":1780,"readTime":1313,"cover":1784,"listingCover":1785,"image":1192},"\u002Fblog\u002Fguides\u002Fmonitor-competitor-prices-automatically","How to Monitor Competitor Prices Automatically","Two sources agreed the price was 54.99. One also said the list price was 79.99. Store only the first and you cannot tell a price cut from a discount.",[1781,1782,1715,1713,1783],"competitor price monitoring","price tracking","list price","\u002Fimg\u002Fblog\u002Fmonitor-competitor-prices-automatically.png","\u002Fimg\u002Fblog\u002Fmonitor-competitor-prices-automatically-card.png",{"path":1787,"title":1788,"description":1789,"publishedAt":1755,"author":6,"category":1213,"tags":1790,"readTime":1287,"cover":1796,"listingCover":1797,"image":1192},"\u002Fblog\u002Fguides\u002Fprediction-market-data-api-kalshi-polymarket","Kalshi API and Polymarket: Matching Prediction Markets by the Call","Two Kalshi routes returned 15 and 25 fields for one venue, with no tickers in common. The cross-venue match endpoint returned 20 pairs at 100 percent.",[1791,1792,1793,1794,1738,1795],"kalshi api","polymarket api","prediction markets","prediction market data","cross-venue","\u002Fimg\u002Fblog\u002Fprediction-market-data-api-kalshi-polymarket.png","\u002Fimg\u002Fblog\u002Fprediction-market-data-api-kalshi-polymarket-card.png",{"path":155,"title":1799,"description":1800,"publishedAt":1755,"author":6,"category":1213,"tags":1801,"readTime":1313,"cover":1807,"listingCover":1808,"image":1192},"Software Review Data: What a G2 or Capterra API Returns","Capterra returned 25 reviews split into pros and cons. A niche product returned zero. G2 was blocked on both days we tried, five days apart.",[1802,1803,1804,1805,1806],"software review data","g2 api","capterra api","review mining","competitive research","\u002Fimg\u002Fblog\u002Fsoftware-review-data-api-g2-capterra.png","\u002Fimg\u002Fblog\u002Fsoftware-review-data-api-g2-capterra-card.png",{"path":1810,"title":1811,"description":1812,"publishedAt":1813,"author":6,"category":1294,"tags":1814,"readTime":1313,"cover":1819,"listingCover":1820,"image":1192},"\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",[1815,1816,1817,1631,1818],"instagram engagement rate","follower count accuracy","influencer vetting","instagram api","\u002Fimg\u002Fblog\u002Fare-instagram-engagement-trackers-accurate.png","\u002Fimg\u002Fblog\u002Fare-instagram-engagement-trackers-accurate-card.png",{"path":1822,"title":1823,"description":1824,"publishedAt":1813,"author":6,"category":1187,"tags":1825,"readTime":1313,"cover":1830,"listingCover":1831,"image":1192},"\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.",[1826,1827,1644,1828,1829],"spam traps","email bounce rate","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":1833,"title":1834,"description":1835,"publishedAt":1813,"author":6,"category":1213,"tags":1836,"readTime":1287,"cover":1842,"listingCover":1843,"image":1192},"\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.",[1837,1838,1839,1840,1841],"rate limiting","retry backoff","429 too many requests","api reliability","concurrency","\u002Fimg\u002Fblog\u002Frate-limit-calls-to-a-third-party-api.png","\u002Fimg\u002Fblog\u002Frate-limit-calls-to-a-third-party-api-card.png",{"path":1845,"title":1846,"description":1847,"publishedAt":1813,"author":6,"category":1187,"tags":1848,"readTime":1313,"cover":1854,"listingCover":1855,"image":1192},"\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.",[1849,1850,1851,1852,1853],"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":1857,"title":1858,"description":1859,"publishedAt":1813,"author":6,"category":1213,"tags":1860,"readTime":1287,"cover":1866,"listingCover":1867,"image":1192},"\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.",[1861,1862,1863,1864,1865],"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":1869,"title":1870,"description":1871,"publishedAt":1872,"author":6,"category":1213,"tags":1873,"readTime":1287,"cover":1879,"listingCover":1880,"image":1192},"\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",[1874,1875,1876,1877,1878],"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":1882,"title":1883,"description":1884,"publishedAt":1872,"author":6,"category":1280,"tags":1885,"readTime":1287,"cover":1892,"listingCover":1893,"image":1192},"\u002Fblog\u002Fguides\u002Ffind-all-urls-on-a-domain","Find All Pages on a Domain: Sitemap, Map or Crawl","One map call returned 1,139 pages for a site whose sitemap declared 1,113. Three of four sitemaps returned an index and no count at all.",[1886,1887,1888,1889,1890,1891],"find all pages on a domain","find all urls on a domain","sitemap parser","site map api","url discovery","seo audit","\u002Fimg\u002Fblog\u002Ffind-all-urls-on-a-domain.png","\u002Fimg\u002Fblog\u002Ffind-all-urls-on-a-domain-card.png",{"path":1895,"title":1896,"description":1897,"publishedAt":1872,"author":6,"category":1229,"tags":1898,"readTime":1287,"cover":1904,"listingCover":1905,"image":1192},"\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.",[1899,1900,1901,1902,1903],"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":1907,"title":1908,"description":1909,"publishedAt":1872,"author":6,"category":1213,"tags":1910,"readTime":1313,"cover":1915,"listingCover":1916,"image":1192},"\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.",[1911,1912,1913,1760,1914],"simply wall st api","stock fundamentals api","income statement api","graphql","\u002Fimg\u002Fblog\u002Fsimply-wall-st-graphql-api-fundamentals.png","\u002Fimg\u002Fblog\u002Fsimply-wall-st-graphql-api-fundamentals-card.png",{"path":1918,"title":1919,"description":1920,"publishedAt":1921,"author":6,"category":1419,"tags":1922,"readTime":1313,"cover":1927,"listingCover":1928,"image":1192},"\u002Fblog\u002Fguides\u002Famazon-asin-scraper-when-it-returns-nothing","Amazon ASIN Scraper: What to Do When It Returns Nothing","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.","2026-09-01",[1923,1924,1713,1925,1926],"amazon asin scraper","asin lookup","product data","silent failure","\u002Fimg\u002Fblog\u002Famazon-asin-scraper-when-it-returns-nothing.png","\u002Fimg\u002Fblog\u002Famazon-asin-scraper-when-it-returns-nothing-card.png",{"path":1930,"title":1931,"description":1932,"publishedAt":1921,"author":6,"category":1213,"tags":1933,"readTime":1287,"cover":1939,"listingCover":1940,"image":1192},"\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.",[1934,1935,1936,1937,1938],"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":1942,"title":1943,"description":1944,"publishedAt":1921,"author":6,"category":1187,"tags":1945,"readTime":1287,"cover":1952,"listingCover":1953,"image":1192},"\u002Fblog\u002Fguides\u002Fextracting-leadership-contact-information","Email Extractor for a Domain: 1,333 Addresses, and What a Score Hides","One domain returned 1,333 known addresses. Two rows both scored 99, one corroborated eight times and one just once. The score hides that.",[1946,1947,1948,1949,1950,1951],"email extractor","email extractor extension","linkedin email finder","leadership contact information","decision maker search","hunter io","\u002Fimg\u002Fblog\u002Fextracting-leadership-contact-information.png","\u002Fimg\u002Fblog\u002Fextracting-leadership-contact-information-card.png",{"path":1955,"title":1956,"description":1957,"publishedAt":1921,"author":6,"category":1213,"tags":1958,"readTime":1287,"cover":1964,"listingCover":1965,"image":1192},"\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.",[1959,1960,1961,1962,1963],"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":1967,"title":1968,"description":1969,"publishedAt":1970,"author":6,"category":1280,"tags":1971,"readTime":1198,"cover":1977,"listingCover":1978,"image":1192},"\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",[1972,1973,1974,1975,1976],"c# web scraping","htmlagilitypack","dotnet","web extraction","playwright","\u002Fimg\u002Fblog\u002Fc-sharp-web-scraping-without-the-stack.png","\u002Fimg\u002Fblog\u002Fc-sharp-web-scraping-without-the-stack-card.png",{"path":1980,"title":1981,"description":1982,"publishedAt":1970,"author":6,"category":1187,"tags":1983,"readTime":1313,"cover":1989,"listingCover":1990,"image":1192},"\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.",[1984,1985,1986,1987,1988],"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":1992,"title":1993,"description":1994,"publishedAt":1970,"author":6,"category":1280,"tags":1995,"readTime":1313,"cover":2000,"listingCover":2001,"image":1192},"\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.",[1996,1997,1998,1999,1677],"web scraping vs api","data acquisition","buy vs build","scraping api","\u002Fimg\u002Fblog\u002Fweb-scraping-vs-api-wrong-question.png","\u002Fimg\u002Fblog\u002Fweb-scraping-vs-api-wrong-question-card.png",{"path":2003,"title":2004,"description":2005,"publishedAt":1970,"author":6,"category":1280,"tags":2006,"readTime":1313,"cover":2011,"listingCover":2012,"image":1192},"\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.",[2007,2008,2009,1975,2010],"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":2014,"title":2015,"description":2016,"publishedAt":1970,"author":6,"category":1229,"tags":2017,"readTime":2023,"cover":2024,"listingCover":2025,"image":1192},"\u002Fblog\u002Fguides\u002Fzillow-scraper-what-the-listing-carries","Zillow API: One Search Returned 41, 502 and 874 at the Same Time","Three count fields in one response, all different. Then one filter took the same search from 874 results to 4. Which number to read, and which to ignore.",[2018,2019,2020,2021,2022],"zillow api","zillow scraper","property data api","zestimate","real estate api","13 min","\u002Fimg\u002Fblog\u002Fzillow-scraper-what-the-listing-carries.png","\u002Fimg\u002Fblog\u002Fzillow-scraper-what-the-listing-carries-card.png",{"path":2027,"title":2028,"description":2029,"publishedAt":2030,"author":6,"category":1697,"tags":2031,"readTime":1313,"cover":2034,"listingCover":2035,"image":1192},"\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",[1702,2032,2033,1677],"ad agents","competitor intelligence","\u002Fimg\u002Fblog\u002Fad-agent-auction-outside-the-account.png","\u002Fimg\u002Fblog\u002Fad-agent-auction-outside-the-account-card.png",{"path":2037,"title":2038,"description":2039,"publishedAt":2030,"author":6,"category":1280,"tags":2040,"readTime":1313,"cover":2045,"listingCover":2046,"image":1192},"\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.",[2041,2042,1386,2043,2044],"bing serp tracker","bing rank tracking","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":2048,"title":2049,"description":2050,"publishedAt":2030,"author":6,"category":1213,"tags":2051,"readTime":1313,"cover":2055,"listingCover":2056,"image":1192},"\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.",[1963,2052,2053,2054,1677],"antidetect browser","nodriver","no api","\u002Fimg\u002Fblog\u002Fbrowser-automation-without-an-api.png","\u002Fimg\u002Fblog\u002Fbrowser-automation-without-an-api-card.png",{"path":2058,"title":2059,"description":2060,"publishedAt":2030,"author":6,"category":1187,"tags":2061,"readTime":1313,"cover":2067,"listingCover":2068,"image":1192},"\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.",[2062,2063,2064,2065,2066],"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":2070,"title":2071,"description":2072,"publishedAt":2030,"author":6,"category":1187,"tags":2073,"readTime":1313,"cover":2077,"listingCover":2078,"image":1192},"\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.",[2074,2075,2076,1361],"lead enrichment","forms","progressive profiling","\u002Fimg\u002Fblog\u002Fmid-form-enrichment-fewer-questions.png","\u002Fimg\u002Fblog\u002Fmid-form-enrichment-fewer-questions-card.png",{"path":2080,"title":2081,"description":2082,"publishedAt":2030,"author":6,"category":1280,"tags":2083,"readTime":1198,"cover":2088,"listingCover":2089,"image":1192},"\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.",[2084,2085,2086,2087,1975],"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":2091,"title":2092,"description":2093,"publishedAt":2030,"author":6,"category":1280,"tags":2094,"readTime":1287,"cover":2099,"listingCover":2100,"image":1192},"\u002Fblog\u002Fguides\u002Fserp-history-track-the-shape","AI Visibility Tracking: Record the Page's Shape, Not Just Your Rank","A flat position line hides the month an AI block appeared and took the clicks. We have 45 keywords on page one and one click. Here is what to record.",[2095,2096,2097,2098,2044],"ai visibility tracking","serp history","ai overview","paa seo","\u002Fimg\u002Fblog\u002Fserp-history-track-the-shape.png","\u002Fimg\u002Fblog\u002Fserp-history-track-the-shape-card.png",{"path":2102,"title":2103,"description":2104,"publishedAt":2105,"author":6,"category":1280,"tags":2106,"readTime":1287,"cover":2112,"listingCover":2113,"image":1192},"\u002Fblog\u002Fguides\u002Fbrave-search-api-what-you-can-keep","Brave Search API Key: How to Get One, and What You May Keep","Getting the key is the easy half. One clause decides whether it fits: result storage is granted per plan, and most builds need to store. Plus a free route.","2026-08-27",[2107,2108,2109,2110,2111,1678],"brave search api key","brave api key","how to get brave api key","brave search api","independent index","\u002Fimg\u002Fblog\u002Fbrave-search-api-what-you-can-keep.png","\u002Fimg\u002Fblog\u002Fbrave-search-api-what-you-can-keep-card.png",{"path":2115,"title":2116,"description":2117,"publishedAt":2105,"author":6,"category":1280,"tags":2118,"readTime":1313,"cover":2122,"listingCover":2123,"image":1192},"\u002Fblog\u002Fguides\u002Fgoogle-search-url-parameters","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.",[2119,1386,2044,2120,2121],"google search url parameters","udm","search operators","\u002Fimg\u002Fblog\u002Fgoogle-search-url-parameters.png","\u002Fimg\u002Fblog\u002Fgoogle-search-url-parameters-card.png",{"path":2125,"title":2126,"description":2127,"publishedAt":2105,"author":6,"category":1294,"tags":2128,"readTime":1287,"cover":2133,"listingCover":2134,"image":1192},"\u002Fblog\u002Fguides\u002Finstagram-api-which-one-in-2026","Instagram Profile Download and Search: Which API in 2026?","One profile call returned 69 fields and 5.5 million followers nested inside a wrapper. Four products answer to the name Instagram API.",[2129,2130,2131,1818,2132,1667],"instagram profile download","download instagram profile","instagram profile search","instagram graph api","\u002Fimg\u002Fblog\u002Finstagram-api-which-one-in-2026.png","\u002Fimg\u002Fblog\u002Finstagram-api-which-one-in-2026-card.png",{"path":2136,"title":2137,"description":2138,"publishedAt":2105,"author":6,"category":1294,"tags":2139,"readTime":1313,"cover":2141,"listingCover":2142,"image":1192},"\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.",[2140,1666,1631,1667,1726],"tiktok scraper","\u002Fimg\u002Fblog\u002Ftiktok-scraper-which-endpoint.png","\u002Fimg\u002Fblog\u002Ftiktok-scraper-which-endpoint-card.png",{"path":2144,"title":2145,"description":2146,"publishedAt":2105,"author":6,"category":1280,"tags":2147,"readTime":1313,"cover":2151,"listingCover":2152,"image":1192},"\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.",[2148,2149,1998,2150,1999],"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":2154,"title":2155,"description":2156,"publishedAt":2157,"author":6,"category":1213,"tags":2158,"readTime":1313,"cover":2162,"listingCover":2163,"image":1192},"\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",[2159,1594,1677,2160,2161],"bright data mcp","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":2165,"title":2166,"description":2167,"publishedAt":2157,"author":6,"category":1187,"tags":2168,"readTime":1313,"cover":2173,"listingCover":2174,"image":1192},"\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.",[2169,2170,2171,2172],"clay alternatives","waterfall enrichment","lead enrichment api","fall-through logic","\u002Fimg\u002Fblog\u002Fclay-alternatives-waterfall-enrichment.png","\u002Fimg\u002Fblog\u002Fclay-alternatives-waterfall-enrichment-card.png",{"path":2176,"title":2177,"description":2178,"publishedAt":2157,"author":6,"category":1602,"tags":2179,"readTime":1198,"cover":2185,"listingCover":2186,"image":1192},"\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.",[2180,2181,2182,2183,2184],"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":2188,"title":2189,"description":2190,"publishedAt":2157,"author":6,"category":1280,"tags":2191,"readTime":1313,"cover":2197,"listingCover":2198,"image":1192},"\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.",[2192,2193,2194,2195,2196],"rank tracking api","bing rank tracker","serp tracking","seo api","search api","\u002Fimg\u002Fblog\u002Frank-tracking-api-store-the-position.png","\u002Fimg\u002Fblog\u002Frank-tracking-api-store-the-position-card.png",{"path":2200,"title":2201,"description":2202,"publishedAt":2157,"author":6,"category":1602,"tags":2203,"readTime":1313,"cover":2207,"listingCover":2208,"image":1192},"\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.",[2204,2205,2206,1677],"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":2210,"title":2211,"description":2212,"publishedAt":2213,"author":6,"category":1187,"tags":2214,"readTime":1313,"cover":2220,"listingCover":2221,"image":1192},"\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",[2215,2216,2217,2218,2219],"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":2223,"title":2224,"description":2225,"publishedAt":2213,"author":6,"category":1280,"tags":2226,"readTime":1313,"cover":2231,"listingCover":2232,"image":1192},"\u002Fblog\u002Fguides\u002Fcrawl4ai-when-to-run-your-own-crawler","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.",[2227,2228,1678,2229,2230],"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":2234,"title":2235,"description":2236,"publishedAt":2213,"author":6,"category":1280,"tags":2237,"readTime":1287,"cover":2243,"listingCover":2244,"image":1192},"\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.",[2238,2239,2240,2241,2242],"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":2246,"title":2247,"description":2248,"publishedAt":2213,"author":6,"category":1280,"tags":2249,"readTime":1313,"cover":2253,"listingCover":2254,"image":1192},"\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.",[2250,2251,1678,2252,1676],"news scraping","news api","media monitoring","\u002Fimg\u002Fblog\u002Fweb-scraping-news-articles.png","\u002Fimg\u002Fblog\u002Fweb-scraping-news-articles-card.png",{"path":2256,"title":2257,"description":2258,"publishedAt":2213,"author":6,"category":1294,"tags":2259,"readTime":1313,"cover":2262,"listingCover":2263,"image":1192},"\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.",[2260,2261,1631,1726,1667],"youtube scraper","youtube data api","\u002Fimg\u002Fblog\u002Fyoutube-scraper-past-the-quota.png","\u002Fimg\u002Fblog\u002Fyoutube-scraper-past-the-quota-card.png",{"path":2265,"title":2266,"description":2267,"publishedAt":2268,"author":6,"category":1213,"tags":2269,"readTime":1287,"cover":2272,"listingCover":2273,"image":1192},"\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",[2270,1963,1677,1976,2271],"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":2275,"title":2276,"description":2277,"publishedAt":2268,"author":6,"category":1280,"tags":2278,"readTime":1287,"cover":2282,"listingCover":2283,"image":1192},"\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.",[2279,2280,1937,1677,2281],"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":2285,"title":2286,"description":2287,"publishedAt":2268,"author":6,"category":1280,"tags":2288,"readTime":1287,"cover":2292,"listingCover":2293,"image":1192},"\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.",[2289,1937,2290,2291,1677],"python","beautifulsoup","selenium","\u002Fimg\u002Fblog\u002Fpython-web-scraping-without-a-scraper.png","\u002Fimg\u002Fblog\u002Fpython-web-scraping-without-a-scraper-card.png",{"path":2295,"title":2296,"description":2297,"publishedAt":2268,"author":6,"category":1280,"tags":2298,"readTime":2023,"cover":2302,"listingCover":2303,"image":1192},"\u002Fblog\u002Fguides\u002Fserp-api-for-ai-agents","Google SERP Tracker and Analysis: Which SERP API Do You Need?","A SERP API is three products under one name. Tracking needs two rank fields; analysis needs the blocks around them, and one was missing.",[2299,2300,2301,1386,1676,1678],"google serp tracker","google serp analysis","cheapest serp api","\u002Fimg\u002Fblog\u002Fserp-api-for-ai-agents.png","\u002Fimg\u002Fblog\u002Fserp-api-for-ai-agents-card.png",{"path":2305,"title":2306,"description":2307,"publishedAt":2268,"author":6,"category":1280,"tags":2308,"readTime":1287,"cover":2311,"listingCover":2312,"image":1192},"\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.",[2309,2310,1999,1677,1726],"web scraping tools","no code scraper","\u002Fimg\u002Fblog\u002Fweb-scraping-tools-which-kind.png","\u002Fimg\u002Fblog\u002Fweb-scraping-tools-which-kind-card.png",{"path":2314,"title":2315,"description":2316,"publishedAt":2317,"author":6,"category":1419,"tags":2318,"readTime":2023,"cover":2323,"listingCover":2324,"image":1192},"\u002Fblog\u002Fguides\u002Fautonomous-store-agent-outside-data","Agentic Commerce: The Store Builds Itself, Not the Market","The hard part moved. Building a store is one sentence now. One call returned 48 competitors and an incumbent with 136,609 reviews.","2026-08-20",[2319,2320,2321,2322],"agentic commerce","autonomous store agent","store agent data","market entry research","\u002Fimg\u002Fblog\u002Fautonomous-store-agent-outside-data.png","\u002Fimg\u002Fblog\u002Fautonomous-store-agent-outside-data-card.png",{"path":2326,"title":2327,"description":2328,"publishedAt":2317,"author":6,"category":1280,"tags":2329,"readTime":1287,"cover":2334,"listingCover":2335,"image":1192},"\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.",[2330,2331,2332,1678,2333],"search","web","api","agents","\u002Fimg\u002Fblog\u002Fbing-search-api-retired-alternatives.png","\u002Fimg\u002Fblog\u002Fbing-search-api-retired-alternatives-card.png",{"path":2337,"title":2338,"description":2339,"publishedAt":2317,"author":6,"category":1280,"tags":2340,"readTime":1313,"cover":2344,"listingCover":2345,"image":1192},"\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.",[1678,2341,2342,2343,2229],"embeddings","pdf","ocr","\u002Fimg\u002Fblog\u002Fingest-mixed-documents-llm-embedding.png","\u002Fimg\u002Fblog\u002Fingest-mixed-documents-llm-embedding-card.png",{"path":2347,"title":2348,"description":2349,"publishedAt":2317,"author":6,"category":1294,"tags":2350,"readTime":1287,"cover":2355,"listingCover":2356,"image":1192},"\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.",[2351,2352,2332,2353,2354],"instagram","social","creators","engagement","\u002Fimg\u002Fblog\u002Finstagram-follower-engagement-api.png","\u002Fimg\u002Fblog\u002Finstagram-follower-engagement-api-card.png",{"path":2358,"title":2359,"description":2360,"publishedAt":2317,"author":6,"category":1213,"tags":2361,"readTime":1287,"cover":2367,"listingCover":2368,"image":1192},"\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.",[2362,2363,2364,2365,2366],"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":2370,"title":2371,"description":2372,"publishedAt":2317,"author":6,"category":1213,"tags":2373,"readTime":1287,"cover":2374,"listingCover":2375,"image":1192},"\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.",[2364,2332,2365,1677,2161],"\u002Fimg\u002Fblog\u002Fmcp-vs-api-for-ai-agents.png","\u002Fimg\u002Fblog\u002Fmcp-vs-api-for-ai-agents-card.png",{"path":2377,"title":2378,"description":2379,"publishedAt":2317,"author":6,"category":1213,"tags":2380,"readTime":1313,"cover":2384,"listingCover":2385,"image":1192},"\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.",[2381,2382,2383,2010,2333],"n8n","automation","enrichment","\u002Fimg\u002Fblog\u002Fn8n-data-layer-scraping-enrichment.png","\u002Fimg\u002Fblog\u002Fn8n-data-layer-scraping-enrichment-card.png",{"path":2387,"title":2388,"description":2389,"publishedAt":2317,"author":6,"category":1213,"tags":2390,"readTime":1287,"cover":2392,"listingCover":2393,"image":1192},"\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.",[2391,2362,2365,2364,2366],"openrouter","\u002Fimg\u002Fblog\u002Fopenrouter-alternatives-after-stripe.png","\u002Fimg\u002Fblog\u002Fopenrouter-alternatives-after-stripe-card.png",{"path":2395,"title":2396,"description":2397,"publishedAt":2317,"author":6,"category":1213,"tags":2398,"readTime":1287,"cover":2402,"listingCover":2403,"image":1192},"\u002Fblog\u002Fguides\u002Fopenrouter-mcp-server-tool-layer","OpenRouter API Key: What It Reaches, and What It Does Not","An OpenRouter key buys models. It does not buy tools. Here is exactly where that line falls, and how to give the same agent both without a second account.",[2399,2391,2400,2161,2401],"openrouter api key","model routing","claude code","\u002Fimg\u002Fblog\u002Fopenrouter-mcp-server-tool-layer.png","\u002Fimg\u002Fblog\u002Fopenrouter-mcp-server-tool-layer-card.png",{"path":2405,"title":2406,"description":2407,"publishedAt":2317,"author":6,"category":1187,"tags":2408,"readTime":1287,"cover":2411,"listingCover":2412,"image":1192},"\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.",[2409,2410,1701,1677],"people search api","agentic api","\u002Fimg\u002Fblog\u002Fprompt-instead-of-filters-people-search.png","\u002Fimg\u002Fblog\u002Fprompt-instead-of-filters-people-search-card.png",{"path":2414,"title":2415,"description":2416,"publishedAt":2317,"author":6,"category":1187,"tags":2417,"readTime":1287,"cover":2421,"listingCover":2422,"image":1192},"\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.",[2418,2383,2332,2419,2420],"linkedin","sales","leads","\u002Fimg\u002Fblog\u002Fproxycurl-shutdown-linkedin-data-alternatives.png","\u002Fimg\u002Fblog\u002Fproxycurl-shutdown-linkedin-data-alternatives-card.png",{"path":2424,"title":2425,"description":2426,"publishedAt":2317,"author":6,"category":1294,"tags":2427,"readTime":1287,"cover":2432,"listingCover":2433,"image":1192},"\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.",[2428,2429,2430,2431],"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":2435,"title":2436,"description":2437,"publishedAt":2317,"author":6,"category":1294,"tags":2438,"readTime":1287,"cover":2439,"listingCover":2440,"image":1192},"\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.",[2140,1385,2430,2429],"\u002Fimg\u002Fblog\u002Ftiktok-scraper-catalogue-audit.png","\u002Fimg\u002Fblog\u002Ftiktok-scraper-catalogue-audit-card.png",{"path":2442,"title":2443,"description":2444,"publishedAt":2317,"author":6,"category":1213,"tags":2445,"readTime":2023,"cover":2447,"listingCover":2448,"image":1192},"\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.",[2364,2446,2365,1677,2366],"mcp gateway","\u002Fimg\u002Fblog\u002Fwhat-is-an-mcp-gateway.png","\u002Fimg\u002Fblog\u002Fwhat-is-an-mcp-gateway-card.png",{"path":2450,"title":2451,"description":2452,"publishedAt":2317,"author":6,"category":1294,"tags":2453,"readTime":1287,"cover":2456,"listingCover":2457,"image":1192},"\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.",[2454,2455,1986,1350],"twitter scraper","x api","\u002Fimg\u002Fblog\u002Fx-intent-search-social-selling.png","\u002Fimg\u002Fblog\u002Fx-intent-search-social-selling-card.png",{"path":2459,"title":2460,"description":2461,"publishedAt":2462,"author":6,"category":1280,"tags":2463,"readTime":1313,"cover":2467,"listingCover":2468,"image":1192},"\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",[2464,1937,2465,2466],"apify alternatives","actors","pay per call","\u002Fimg\u002Fblog\u002Fapify-alternatives.png","\u002Fimg\u002Fblog\u002Fapify-alternatives-card.png",{"path":2470,"title":2471,"description":2472,"publishedAt":2462,"author":6,"category":1419,"tags":2473,"readTime":1313,"cover":2478,"listingCover":2479,"image":1192},"\u002Fblog\u002Fguides\u002Fconnect-claude-to-amazon-search-data","Amazon Search API: What One Keyword Query Returns","Amazon has no keyword API for sellers. What a search endpoint actually returns, how to hand it to an agent, and which route fits which job.",[2474,2475,2476,2477],"amazon search api","amazon keyword data","amazon product api","seller research","\u002Fimg\u002Fblog\u002Fconnect-claude-to-amazon-search-data.png","\u002Fimg\u002Fblog\u002Fconnect-claude-to-amazon-search-data-card.png",{"path":2481,"title":2482,"description":2483,"publishedAt":2462,"author":6,"category":1187,"tags":2484,"readTime":1313,"cover":2489,"listingCover":2490,"image":1192},"\u002Fblog\u002Fguides\u002Fenrich-a-list-from-email-addresses","Email Enrichment: Four Addresses In, One Person Out","We enriched four real email addresses and one returned a person. The misses billed nothing. What that changes about how you plan a batch.",[2485,2486,2487,2488],"email enrichment","email enrichment api","email to profile","batch enrichment","\u002Fimg\u002Fblog\u002Fenrich-a-list-from-email-addresses.png","\u002Fimg\u002Fblog\u002Fenrich-a-list-from-email-addresses-card.png",{"path":2492,"title":2493,"description":2494,"publishedAt":2462,"author":6,"category":1280,"tags":2495,"readTime":1313,"cover":2498,"listingCover":2499,"image":1192},"\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.",[1678,1975,2496,2497],"chunking","llm context","\u002Fimg\u002Fblog\u002Ffree-api-extract-page-content-rag.png","\u002Fimg\u002Fblog\u002Ffree-api-extract-page-content-rag-card.png",{"path":2501,"title":2502,"description":2503,"publishedAt":2462,"author":6,"category":1229,"tags":2504,"readTime":1313,"cover":2508,"listingCover":2509,"image":1192},"\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.",[2505,2506,1726,2507],"google maps scraper","local leads","lead list","\u002Fimg\u002Fblog\u002Fgoogle-maps-scraper-alternatives.png","\u002Fimg\u002Fblog\u002Fgoogle-maps-scraper-alternatives-card.png",{"path":2511,"title":2512,"description":2513,"publishedAt":2462,"author":6,"category":1697,"tags":2514,"readTime":1313,"cover":2519,"listingCover":2520,"image":1192},"\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.",[2515,2516,2517,2518],"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":2522,"title":2523,"description":2524,"publishedAt":2525,"author":6,"category":1213,"tags":2526,"readTime":1313,"cover":2528,"listingCover":2529,"image":1192},"\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",[1677,2527,2365,2364],"model gateway","\u002Fimg\u002Fblog\u002Fai-agent-needs-two-integrations.png","\u002Fimg\u002Fblog\u002Fai-agent-needs-two-integrations-card.png",{"path":2531,"title":2532,"description":2533,"publishedAt":2525,"author":6,"category":1213,"tags":2534,"readTime":1313,"cover":2537,"listingCover":2538,"image":1192},"\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.",[2535,1677,2364,2536],"api marketplace","tool use","\u002Fimg\u002Fblog\u002Fapi-marketplace-for-ai-agents.png","\u002Fimg\u002Fblog\u002Fapi-marketplace-for-ai-agents-card.png",{"path":2540,"title":2541,"description":2542,"publishedAt":2525,"author":6,"category":1187,"tags":2543,"readTime":1313,"cover":2547,"listingCover":2548,"image":1192},"\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.",[2544,2545,2546,1534],"business entity search","company registry","sec edgar","\u002Fimg\u002Fblog\u002Fbusiness-entity-search-api.png","\u002Fimg\u002Fblog\u002Fbusiness-entity-search-api-card.png",{"path":2550,"title":2551,"description":2552,"publishedAt":2525,"author":6,"category":1280,"tags":2553,"readTime":1313,"cover":2557,"listingCover":2558,"image":1192},"\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.",[1937,2554,2555,2556],"cloudflare","proxies","blocked","\u002Fimg\u002Fblog\u002Fscraper-blocked-what-gets-through.png","\u002Fimg\u002Fblog\u002Fscraper-blocked-what-gets-through-card.png",{"path":2560,"title":2561,"description":2562,"publishedAt":2525,"author":6,"category":1280,"tags":2563,"readTime":1313,"cover":2565,"listingCover":2566,"image":1192},"\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.",[2564,1677,2364,2382],"web scraping api","\u002Fimg\u002Fblog\u002Fweb-scraping-api-for-ai-agents.png","\u002Fimg\u002Fblog\u002Fweb-scraping-api-for-ai-agents-card.png",{"path":2568,"title":2569,"description":2570,"publishedAt":2571,"author":6,"category":1187,"tags":2572,"readTime":1287,"cover":2578,"listingCover":2579,"image":1192},"\u002Fblog\u002Fguides\u002Fapi-to-find-a-company-website","Best API to Search a Company's Homepage From Its Name","Searching a company's homepage by API is resolution, not search. Which endpoint does it, why fuzzy matches are a feature, and how to pick the right row.","2026-08-17",[2573,2574,2575,2576,2577],"best api search company's homepage","company homepage search api","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":2581,"title":2582,"description":2583,"publishedAt":2571,"author":6,"category":1280,"tags":2584,"readTime":1313,"cover":2588,"listingCover":2589,"image":1192},"\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.",[2585,2586,2252,2587],"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":2591,"title":2592,"description":2593,"publishedAt":2571,"author":6,"category":1187,"tags":2594,"readTime":1287,"cover":2598,"listingCover":2599,"image":1192},"\u002Fblog\u002Fguides\u002Fcrunchbase-api-alternatives-funding-data","Startup Funding Data by API: Crunchbase Alternatives That Bill Per Call","Startup funding data without a Crunchbase seat: one enrichment call carried 33 rounds and 14 stage types on one company, and one field that misleads.",[2595,2596,1531,1771,2597,2217],"startup funding","startup funding data","funding data","\u002Fimg\u002Fblog\u002Fcrunchbase-api-alternatives-funding-data.png","\u002Fimg\u002Fblog\u002Fcrunchbase-api-alternatives-funding-data-card.png",{"path":2601,"title":2602,"description":2603,"publishedAt":2571,"author":6,"category":1187,"tags":2604,"readTime":1287,"cover":2609,"listingCover":2610,"image":1192},"\u002Fblog\u002Fguides\u002Fjob-postings-api-hiring-signals","Jooble API and Job Postings Data: Hiring as a Buying Signal","Jooble's API is for partners, not developers. What a job postings call returns instead, and two fields that turned out to be platform defaults, not data.",[2605,2606,2065,2066,2607,2608],"jooble api","jooble","jobs data","gtm","\u002Fimg\u002Fblog\u002Fjob-postings-api-hiring-signals.png","\u002Fimg\u002Fblog\u002Fjob-postings-api-hiring-signals-card.png",{"path":2612,"title":2613,"description":2614,"publishedAt":2571,"author":6,"category":1187,"tags":2615,"readTime":1313,"cover":2619,"listingCover":2620,"image":1192},"\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.",[2616,2617,2618,2608],"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":2622,"title":2623,"description":2624,"publishedAt":2625,"author":6,"category":1294,"tags":2626,"readTime":1313,"cover":2629,"listingCover":2630,"image":1192},"\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",[2627,1631,2628,2351],"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":2632,"title":2633,"description":2634,"publishedAt":2625,"author":6,"category":1280,"tags":2635,"readTime":1287,"cover":2639,"listingCover":2640,"image":1192},"\u002Fblog\u002Fguides\u002Fmcp-server-live-web-data-agents","Best MCP Servers: Two Engines, Two Lists That Barely Overlap","Of the eleven servers one engine called best, none fetches live web data. Change the wording and the list changes completely. Both answers, measured.",[2636,2637,1594,1677,2638],"best mcp servers","mcp server list","model context protocol","\u002Fimg\u002Fblog\u002Fmcp-server-live-web-data-agents.png","\u002Fimg\u002Fblog\u002Fmcp-server-live-web-data-agents-card.png",{"path":2642,"title":2643,"description":2644,"publishedAt":2625,"author":6,"category":1213,"tags":2645,"readTime":1198,"cover":2648,"listingCover":2649,"image":1192},"\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.",[2466,2646,2535,2647],"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":2651,"title":2652,"description":2653,"publishedAt":2625,"author":6,"category":1187,"tags":2654,"readTime":1287,"cover":2658,"listingCover":2659,"image":1192},"\u002Fblog\u002Fguides\u002Fpeople-data-labs-apollo-zoominfo-alternatives","ZoomInfo Competitors: People Data Labs, Apollo, and What to Buy","ZoomInfo competitors split into three jobs: search, enrich, contract. What each is genuinely best at, and why the price gap is not what it looks like.",[2655,2656,2219,2657,2215],"zoominfo competitors","zoominfo alternatives","apollo alternatives","\u002Fimg\u002Fblog\u002Fpeople-data-labs-apollo-zoominfo-alternatives.png","\u002Fimg\u002Fblog\u002Fpeople-data-labs-apollo-zoominfo-alternatives-card.png",{"path":2661,"title":2662,"description":2663,"publishedAt":2625,"author":6,"category":1294,"tags":2664,"readTime":1198,"cover":2665,"listingCover":2666,"image":1192},"\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.",[1724,1723,1725,2464],"\u002Fimg\u002Fblog\u002Freddit-scraping-api-alternatives.png","\u002Fimg\u002Fblog\u002Freddit-scraping-api-alternatives-card.png",{"path":2668,"title":2669,"description":2670,"publishedAt":2671,"author":6,"category":1187,"tags":2672,"readTime":1313,"cover":2674,"listingCover":2675,"image":1192},"\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",[2673,2418,2419,537],"linkedin scraper api","\u002Fimg\u002Fblog\u002Fbest-linkedin-scraper-api-2026.png","\u002Fimg\u002Fblog\u002Fbest-linkedin-scraper-api-2026-card.png",{"path":2677,"title":2678,"description":2679,"publishedAt":2680,"author":6,"category":1187,"tags":2681,"readTime":1313,"cover":2686,"listingCover":2687,"image":1192},"\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",[2682,2683,2684,2685],"apollo scraper","apollo.io","lead-generation","b2b-data","\u002Fimg\u002Fblog\u002Fapollo-scraper.png","\u002Fimg\u002Fblog\u002Fapollo-scraper-card.png",{"path":2689,"title":2690,"description":2691,"publishedAt":2680,"author":6,"category":1294,"tags":2692,"readTime":1287,"cover":2695,"listingCover":2696,"image":1192},"\u002Fblog\u002Fguides\u002Freddit-scraper","Reddit API in 2026: Licensed Access or a Public-Page Scraper","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.",[1724,1723,2693,2694,2352],"reddit data api","web-scraping","\u002Fimg\u002Fblog\u002Freddit-scraper.png","\u002Fimg\u002Fblog\u002Freddit-scraper-card.png",{"path":2698,"title":2699,"description":2700,"publishedAt":2680,"author":6,"category":1187,"tags":2701,"readTime":1287,"cover":2708,"listingCover":2709,"image":1192},"\u002Fblog\u002Fguides\u002Ftechnographic-data-api","Technographics by API: Three Sources Said 271, 18 and 0","One domain, one afternoon, three technographic routes. A live detector found nothing, a curated database found eighteen, a sales database found 271.",[2702,2703,2704,2705,2706,2707],"technographics","technographics tool","technographic data api","sales tech stack","tech stack","company-enrichment","\u002Fimg\u002Fblog\u002Ftechnographic-data-api.png","\u002Fimg\u002Fblog\u002Ftechnographic-data-api-card.png",{"path":2711,"title":2712,"description":2713,"publishedAt":2714,"author":6,"category":1294,"tags":2715,"readTime":1313,"cover":2717,"listingCover":2718,"image":1192},"\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",[2716,2351,2694,2333],"apify instagram scraper","\u002Fimg\u002Fblog\u002Fapify-instagram-scraper.png","\u002Fimg\u002Fblog\u002Fapify-instagram-scraper-card.png",{"path":2720,"title":2721,"description":2722,"publishedAt":2723,"author":6,"category":1187,"tags":2724,"readTime":1287,"cover":2726,"listingCover":2727,"image":1192},"\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",[2725,2418,2419,537],"linkedin outreach","\u002Fimg\u002Fblog\u002Fbest-linkedin-outreach-tools-2026.png","\u002Fimg\u002Fblog\u002Fbest-linkedin-outreach-tools-2026-card.png",{"path":2729,"title":2730,"description":2731,"publishedAt":2732,"author":6,"category":1419,"tags":2733,"readTime":2737,"cover":2738,"listingCover":2739,"image":1192},"\u002Fblog\u002Fguides\u002Famazon-pa-api-alternatives","Amazon's PA-API Retires in 2026: How to Move to Monid","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",[2734,2735,537,2736],"amazon product advertising api","pa-api alternative","ecommerce","9 min","\u002Fimg\u002Fblog\u002Famazon-pa-api-alternatives.png","\u002Fimg\u002Fblog\u002Famazon-pa-api-alternatives-card.png",{"path":2741,"title":2742,"description":2743,"publishedAt":2744,"author":6,"category":1419,"tags":2745,"readTime":2023,"cover":2747,"listingCover":2748,"image":1192},"\u002Fblog\u002Fguides\u002Fbest-amazon-reviews-api-2026","The Best Amazon Reviews API in 2026 (We Tested Them)","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",[2746,537,2333,2736],"amazon reviews api","\u002Fimg\u002Fblog\u002Fbest-amazon-reviews-api-2026.png","\u002Fimg\u002Fblog\u002Fbest-amazon-reviews-api-2026-card.png",{"path":2750,"title":2751,"description":2752,"publishedAt":2744,"author":6,"category":1187,"tags":2753,"readTime":1287,"cover":2756,"listingCover":2757,"image":1192},"\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.",[2754,537,2333,2755],"email verification api","email","\u002Fimg\u002Fblog\u002Fbest-email-verification-api-2026.png","\u002Fimg\u002Fblog\u002Fbest-email-verification-api-2026-card.png",{"path":2759,"title":2760,"description":21,"publishedAt":2761,"author":1192,"category":1213,"tags":2762,"readTime":1192,"cover":2765,"listingCover":1192,"image":1192},"\u002Fblog\u002Fakta-pro-is-now-available-on-monid","Akta Pro Is Now Available On Monid","2026-07-07",[2333,2763,2764,537],"partner-tools","private-markets","\u002Fimg\u002Fblog\u002Fakta-pro-is-now-available-on-monid-v2.png",{"path":2767,"title":2768,"description":2769,"publishedAt":2770,"author":1192,"category":1213,"tags":2771,"readTime":1192,"cover":2774,"listingCover":1192,"image":1192},"\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",[2333,2763,2772,2773],"voice","phone","\u002Fimg\u002Fblog\u002Fyour-claude-code-can-now-make-phone-calls.png",{"path":2776,"title":2777,"description":2778,"publishedAt":2779,"author":1192,"category":1213,"tags":2780,"readTime":1192,"cover":2783,"listingCover":1192,"image":1192},"\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",[2781,2333,2782],"3d","creative-tools","\u002Fimg\u002Fblog\u002Fintroducing-suzanne-chatgpt-for-3d-models.png",{"path":2785,"title":2786,"description":2787,"publishedAt":2788,"author":1192,"category":1213,"tags":2789,"readTime":1192,"cover":2792,"listingCover":1192,"image":1192},"\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",[2333,2782,2790,2791],"image-generation","music-generation","\u002Fimg\u002Fblog\u002Fminimax-is-now-available-on-monid.png",1791180516361]