[{"data":1,"prerenderedAt":2788},["ShallowReactive",2],{"blog-guide-\u002Fblog\u002Fguides\u002Fserp-history-track-the-shape":3,"blog-guide-related-\u002Fblog\u002Fguides\u002Fserp-history-track-the-shape":1210},{"id":4,"title":5,"author":6,"body":7,"category":1189,"cover":1190,"description":1191,"draft":1192,"extension":1193,"image":1194,"launchCta":1194,"listingCover":1195,"meta":1196,"navigation":741,"ogImage":1194,"path":1197,"publishedAt":1198,"readTime":1199,"seo":1200,"stem":1201,"tags":1202,"toolCategory":1144,"updatedAt":1208,"__hash__":1209},"blogGuides\u002Fblog\u002Fguides\u002Fserp-history-track-the-shape.md","AI Visibility Tracking: Record the Page's Shape, Not Just Your Rank","Jasper Li",{"type":8,"value":9,"toc":1159},"minimark",[10,15,76,88,93,96,101,104,107,111,114,117,121,124,127,142,146,149,153,156,159,163,166,170,176,182,185,188,192,279,282,286,289,293,302,310,319,323,380,384,390,402,407,430,448,454,458,463,467,508,553,563,572,576,581,586,657,664,673,678,688,692,697,702,773,779,782,785,788,795,800,804,808,811,815,818,825,829,832,835,842,846,849,853,1030,1039,1042,1046,1049,1055,1061,1071,1077,1080,1083,1087,1090,1093,1109,1113,1123,1129,1135,1141,1149,1155],[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 record what a results page looked like, not just where you sat on it.",[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 api.strale.io \u002Fx402\u002Fgoogle-search, then store the feature slots alongside the position\n","sh","",[23,24,25],"code",{"__ignoreMap":21},[26,27,30,34,38,41,44,47,50,53,56,59,62,65,68,71,73],"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}," api.strale.io",[26,51,52],{"class":36}," \u002Fx402\u002Fgoogle-search,",[26,54,55],{"class":36}," then",[26,57,58],{"class":36}," store",[26,60,61],{"class":36}," the",[26,63,64],{"class":36}," feature",[26,66,67],{"class":36}," slots",[26,69,70],{"class":36}," alongside",[26,72,61],{"class":36},[26,74,75],{"class":36}," position\n",[11,77,78,79,87],{},"We hold forty-five non-brand keywords on page one of Google and they produced one click in twenty-eight days. Every rank report we could build from position data alone would describe that as a good month. AI visibility tracking is usually sold as a separate dashboard, and it is really the missing half of this one: the fields that explain the gap between a rank and a click. This guide covers what to record on the results page and on the answer engines, running through ",[80,81,86],"a",{"href":82,"rel":83},"https:\u002F\u002Fmonid.ai",[84,85],"noopener","noreferrer","Monid",", the OpenRouter for agent tools.",[89,90,92],"h2",{"id":91},"what-is-serp-history","What is SERP history?",[11,94,95],{},"Two different things go by the name and only one of them is commonly built.",[97,98,100],"h3",{"id":99},"position-history-which-everyone-has","Position history, which everyone has",[11,102,103],{},"A number per keyword per day. Where you sat. Every rank tracker produces this and it is the thing people mean when they say they track rankings.",[11,105,106],{},"It is a measurement of you.",[97,108,110],{"id":109},"page-shape-history-which-almost-nobody-has","Page-shape history, which almost nobody has",[11,112,113],{},"What the results page looked like on that day. How many organic results there were at all. Whether an AI Overview fired. Whether an answer box, a knowledge panel or a People Also Ask block was present. Which competitors occupied the slots above you.",[11,115,116],{},"It is a measurement of the environment, and it is the half that explains the other half.",[97,118,120],{"id":119},"why-the-second-one-is-the-useful-one","Why the second one is the useful one",[11,122,123],{},"Because your position can be unchanged while everything that determines your traffic changes. A keyword where you held position four all year, and where an AI Overview appeared in March, is a keyword you lost without moving. Position history records that as stability.",[11,125,126],{},"The reverse happens too. A drop from three to six looks bad and may be irrelevant if the page grew two new blocks above the fold, in which case position three had already stopped being valuable.",[128,129,130],"blockquote",{},[11,131,132,133,137,138],{},"📖 ",[134,135,136],"strong",{},"See also"," ",[80,139,141],{"href":140},"\u002Fblog\u002Fguides\u002Frank-tracking-api-store-the-position","Rank Tracking API: The Hard Part Is Not the Fetch",[89,143,145],{"id":144},"why-does-a-flat-position-line-hide-a-real-change","Why does a flat position line hide a real change?",[11,147,148],{},"Here is the argument with our own numbers rather than a hypothetical, because we are a clean example of it.",[97,150,152],{"id":151},"forty-five-keywords-page-one-one-click","Forty-five keywords, page one, one click",[11,154,155],{},"Measured on 2026-08-30 across the twenty-eight days to 2026-08-25, our blog held forty-five non-brand keywords at a position better than ten. Those produced 259 impressions and one click.",[11,157,158],{},"At positions three to nine, a click-through rate of two to five percent is the ordinary expectation. That would be five to thirteen clicks. We got one.",[97,160,162],{"id":161},"what-position-data-alone-would-tell-you","What position data alone would tell you",[11,164,165],{},"That we rank on page one for forty-five terms, which sounds like progress and is the number a dashboard would show. It is true and it is useless, because it does not contain the fact that determines whether any of it matters.",[97,167,169],{"id":168},"the-two-explanations-and-why-you-cannot-separate-them-without-shape-data","The two explanations, and why you cannot separate them without shape data",[11,171,172,175],{},[134,173,174],{},"The searcher never needed to click."," An AI Overview or an answer box resolved the question at the top of the page. Our result was shown, read as a citation at best, and skipped.",[11,177,178,181],{},[134,179,180],{},"Our result did not look like the answer."," The title and description on the page did not match what the searcher was looking for, so they clicked something else.",[11,183,184],{},"Those have opposite fixes. The second is worth rewriting a title for; the first is not, and effort spent there is wasted. Without a record of whether an AI Overview was firing on those queries, we cannot tell which one we have, and we cannot go back and collect it.",[11,186,187],{},"That is the whole argument for storing shape. We are currently running a controlled title experiment on one page to distinguish the two, which is a slow and expensive way to answer a question a stored boolean would have answered for free.",[97,189,191],{"id":190},"position-history-vs-shape-history-what-actually-differs","Position history vs shape history: what actually differs",[193,194,195,211],"table",{},[196,197,198],"thead",{},[199,200,201,205,208],"tr",{},[202,203,204],"th",{},"Aspect",[202,206,207],{},"Position history",[202,209,210],{},"Shape history",[212,213,214,226,237,248,258,268],"tbody",{},[199,215,216,220,223],{},[217,218,219],"td",{},"What it measures",[217,221,222],{},"You",[217,224,225],{},"The page you are on",[199,227,228,231,234],{},[217,229,230],{},"Explains a traffic drop",[217,232,233],{},"Sometimes",[217,235,236],{},"Usually",[199,238,239,242,245],{},[217,240,241],{},"Detects an AI Overview appearing",[217,243,244],{},"No",[217,246,247],{},"Yes",[199,249,250,253,256],{},[217,251,252],{},"Cost to collect",[217,254,255],{},"Included in the call",[217,257,255],{},[199,259,260,263,266],{},[217,261,262],{},"Cost to add later",[217,264,265],{},"Impossible",[217,267,265],{},[199,269,270,273,276],{},[217,271,272],{},"Storage",[217,274,275],{},"One integer",[217,277,278],{},"A handful of fields",[11,280,281],{},"The two rows that matter are the last three. Shape costs nothing extra to collect because it arrives in the same response, it costs almost nothing to store, and it cannot be added retroactively.",[89,283,285],{"id":284},"how-do-you-record-a-serps-shape-over-time","How do you record a SERP's shape over time?",[11,287,288],{},"Three steps, and the whole thing is a schema decision rather than a tooling one.",[97,290,292],{"id":291},"for-agents","For agents",[11,294,295,296,301],{},"Grab an API key at ",[80,297,300],{"href":298,"rel":299},"https:\u002F\u002Fapp.monid.ai\u002F",[84,85],"app.monid.ai",", then paste this to your agent and hand it the key:",[16,303,308],{"className":304,"code":306,"language":307,"meta":21},[305],"language-text","set up https:\u002F\u002Fmonid.ai\u002FSKILL.md\n","text",[23,309,306],{"__ignoreMap":21},[11,311,312,313,318],{},"It learns the whole discover, inspect, run workflow itself. More in the ",[80,314,317],{"href":315,"rel":316},"https:\u002F\u002Fmonid.ai\u002Fdocs\u002Fguide\u002Fquickstart-skill",[84,85],"agent quickstart",".",[97,320,322],{"id":321},"for-humans","For humans",[16,324,328],{"className":325,"code":326,"language":327,"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",[23,329,330,345],{"__ignoreMap":21},[26,331,332,336,339,342],{"class":28,"line":29},[26,333,335],{"class":334},"sBMFI","npm",[26,337,338],{"class":36}," install",[26,340,341],{"class":36}," -g",[26,343,344],{"class":36}," @monid-ai\u002Fcli\n",[26,346,348,351,354,357,360,364,367,371,374,377],{"class":28,"line":347},2,[26,349,350],{"class":334},"monid",[26,352,353],{"class":36}," keys",[26,355,356],{"class":36}," add",[26,358,359],{"class":36}," -k",[26,361,363],{"class":362},"sMK4o"," \u003C",[26,365,366],{"class":36},"your-api-ke",[26,368,370],{"class":369},"sTEyZ","y",[26,372,373],{"class":362},">",[26,375,376],{"class":36}," -l",[26,378,379],{"class":36}," main\n",[97,381,383],{"id":382},"step-1-use-an-endpoint-that-returns-the-feature-slots","Step 1. Use an endpoint that returns the feature slots",[11,385,386,389],{},[134,387,388],{},"What it does."," Most search endpoints return results. Fewer return what else was on the page, and that is the part you are here for.",[11,391,392,137,395,401],{},[134,393,394],{},"The endpoints.",[80,396,398],{"href":397},"\u002Ftools\u002Fsearch",[23,399,400],{},"api.strale.io\u002Fx402\u002Fgoogle-search"," returns the feature slots as first-class fields.",[11,403,404],{},[134,405,406],{},"The call.",[16,408,410],{"className":325,"code":409,"language":327,"meta":21,"style":21},"monid inspect -p api.strale.io -e \u002Fx402\u002Fgoogle-search\n",[23,411,412],{"__ignoreMap":21},[26,413,414,416,419,422,424,427],{"class":28,"line":29},[26,415,350],{"class":334},[26,417,418],{"class":36}," inspect",[26,420,421],{"class":36}," -p",[26,423,49],{"class":36},[26,425,426],{"class":36}," -e",[26,428,429],{"class":36}," \u002Fx402\u002Fgoogle-search\n",[11,431,432,435,436,439,440,443,444,447],{},[134,433,434],{},"What comes back."," The schema, free to read. Check for ",[23,437,438],{},"knowledge_graph",", ",[23,441,442],{},"answer_box"," and ",[23,445,446],{},"people_also_ask"," as named fields rather than something you would have to detect from the HTML.",[11,449,450,453],{},[134,451,452],{},"What it costs."," Nothing.",[97,455,457],{"id":456},"step-2-fetch-and-read-the-empty-fields-too","Step 2. Fetch, and read the empty fields too",[11,459,460,462],{},[134,461,388],{}," Produces one row of the shape series.",[11,464,465],{},[134,466,406],{},[16,468,470],{"className":325,"code":469,"language":327,"meta":21,"style":21},"monid run -p api.strale.io -e \u002Fx402\u002Fgoogle-search -w \\\n  --query '{\"query\": \"best web scraping api\", \"country\": \"us\"}'\n",[23,471,472,494],{"__ignoreMap":21},[26,473,474,476,479,481,483,485,488,491],{"class":28,"line":29},[26,475,350],{"class":334},[26,477,478],{"class":36}," run",[26,480,421],{"class":36},[26,482,49],{"class":36},[26,484,426],{"class":36},[26,486,487],{"class":36}," \u002Fx402\u002Fgoogle-search",[26,489,490],{"class":36}," -w",[26,492,493],{"class":369}," \\\n",[26,495,496,499,502,505],{"class":28,"line":347},[26,497,498],{"class":36},"  --query",[26,500,501],{"class":362}," '",[26,503,504],{"class":36},"{\"query\": \"best web scraping api\", \"country\": \"us\"}",[26,506,507],{"class":362},"'\n",[11,509,510,512,513,439,516,439,519,439,522,439,525,443,528,531,532,535,536,538,539,541,542,544,545,548,549,552],{},[134,511,434],{}," From that exact run on 2026-08-27: ten results each with ",[23,514,515],{},"position",[23,517,518],{},"title",[23,520,521],{},"url",[23,523,524],{},"snippet",[23,526,527],{},"date",[23,529,530],{},"sitelinks",", plus ",[23,533,534],{},"result_count",", then ",[23,537,438],{}," as null, ",[23,540,442],{}," as null, and ",[23,543,446],{}," as an empty array, plus ",[23,546,547],{},"search_parameters"," and a ",[23,550,551],{},"_meta"," block.",[11,554,555,556,559,560,562],{},"Read that again, because it is the point. All three feature fields came back empty, and ",[134,557,558],{},"empty is the data",". A keyword whose ",[23,561,442],{}," is null in August and populated in November has changed enormously for you, and the only way to know is to have recorded the null.",[11,564,565,567,568,318],{},[134,566,452],{}," Cents per call, billed per call. Current figures at ",[80,569,571],{"href":570},"\u002Ftools","monid.ai\u002Ftools",[97,573,575],{"id":574},"step-3-write-six-fields-not-one","Step 3. Write six fields, not one",[11,577,578,580],{},[134,579,388],{}," Makes the series answer questions you have not thought of yet.",[11,582,583,585],{},[134,584,406],{}," No endpoint. This is the whole intervention:",[16,587,591],{"className":588,"code":589,"language":590,"meta":21,"style":21},"language-python shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","row = {\n    \"keyword\": kw,\n    \"checked_at\": now_utc(),\n    \"position\": my_position_or_none(res),\n    \"result_count\": res[\"result_count\"],\n    \"had_answer_box\": res[\"answer_box\"] is not None,\n    \"had_knowledge_graph\": res[\"knowledge_graph\"] is not None,\n    \"paa_count\": len(res.get(\"people_also_ask\") or []),\n    \"top_three\": [r[\"url\"] for r in res[\"results\"][:3]],\n    \"params\": res[\"search_parameters\"],\n}\n","python",[23,592,593,598,603,609,615,621,627,633,639,645,651],{"__ignoreMap":21},[26,594,595],{"class":28,"line":29},[26,596,597],{},"row = {\n",[26,599,600],{"class":28,"line":347},[26,601,602],{},"    \"keyword\": kw,\n",[26,604,606],{"class":28,"line":605},3,[26,607,608],{},"    \"checked_at\": now_utc(),\n",[26,610,612],{"class":28,"line":611},4,[26,613,614],{},"    \"position\": my_position_or_none(res),\n",[26,616,618],{"class":28,"line":617},5,[26,619,620],{},"    \"result_count\": res[\"result_count\"],\n",[26,622,624],{"class":28,"line":623},6,[26,625,626],{},"    \"had_answer_box\": res[\"answer_box\"] is not None,\n",[26,628,630],{"class":28,"line":629},7,[26,631,632],{},"    \"had_knowledge_graph\": res[\"knowledge_graph\"] is not None,\n",[26,634,636],{"class":28,"line":635},8,[26,637,638],{},"    \"paa_count\": len(res.get(\"people_also_ask\") or []),\n",[26,640,642],{"class":28,"line":641},9,[26,643,644],{},"    \"top_three\": [r[\"url\"] for r in res[\"results\"][:3]],\n",[26,646,648],{"class":28,"line":647},10,[26,649,650],{},"    \"params\": res[\"search_parameters\"],\n",[26,652,654],{"class":28,"line":653},11,[26,655,656],{},"}\n",[11,658,659,660,318],{},"A worked, scheduled version of this collection loop is in ",[80,661,663],{"href":662},"\u002Fblog\u002Fautomate-serp-tracking","Automate SERP Tracking with a Structured Google Search API",[11,665,666,668,669,672],{},[134,667,434],{}," The ability to answer, a year from now, why a keyword stopped converting. ",[23,670,671],{},"top_three"," is the one people leave out and it is the cheapest competitive intelligence available: a keyword whose top three changed completely between two runs is telling you something no position number will.",[11,674,675,677],{},[134,676,452],{}," Nothing on the day you write it, and it is impossible to add later.",[128,679,680],{},[11,681,132,682,137,684],{},[134,683,136],{},[80,685,687],{"href":686},"\u002Fblog\u002Fguides\u002Fgoogle-search-url-parameters","Google Search URL Parameters: What Still Works in 2026",[97,689,691],{"id":690},"step-4-track-the-answer-engines-not-only-the-results-page","Step 4. Track the answer engines, not only the results page",[11,693,694,696],{},[134,695,388],{}," Extends the same series to the surfaces that took the clicks, so \"our rank is fine and the traffic is gone\" stops being a mystery.",[11,698,699,701],{},[134,700,406],{}," Two shapes. Ask an engine your question and read the answer, or ask a third party how often anyone cites you:",[16,703,705],{"className":325,"code":704,"language":327,"meta":21,"style":21},"monid run -p mrscraper -e \u002Fgoogle\u002Fai-mode \\\n  -d '{\"keyword\":\"best web scraping api for ai agents\",\"country\":\"us\"}'\n\nmonid run -p ahrefs -e \u002Fsite-explorer\u002Fai-responses-count \\\n  -q '{\"target\":\"monid.ai\",\"mode\":\"subdomains\"}'\n",[23,706,707,725,737,743,761],{"__ignoreMap":21},[26,708,709,711,713,715,718,720,723],{"class":28,"line":29},[26,710,350],{"class":334},[26,712,478],{"class":36},[26,714,421],{"class":36},[26,716,717],{"class":36}," mrscraper",[26,719,426],{"class":36},[26,721,722],{"class":36}," \u002Fgoogle\u002Fai-mode",[26,724,493],{"class":369},[26,726,727,730,732,735],{"class":28,"line":347},[26,728,729],{"class":36},"  -d",[26,731,501],{"class":362},[26,733,734],{"class":36},"{\"keyword\":\"best web scraping api for ai agents\",\"country\":\"us\"}",[26,736,507],{"class":362},[26,738,739],{"class":28,"line":605},[26,740,742],{"emptyLinePlaceholder":741},true,"\n",[26,744,745,747,749,751,754,756,759],{"class":28,"line":611},[26,746,350],{"class":334},[26,748,478],{"class":36},[26,750,421],{"class":36},[26,752,753],{"class":36}," ahrefs",[26,755,426],{"class":36},[26,757,758],{"class":36}," \u002Fsite-explorer\u002Fai-responses-count",[26,760,493],{"class":369},[26,762,763,766,768,771],{"class":28,"line":617},[26,764,765],{"class":36},"  -q",[26,767,501],{"class":362},[26,769,770],{"class":36},"{\"target\":\"monid.ai\",\"mode\":\"subdomains\"}",[26,772,507],{"class":362},[11,774,775,778],{},[134,776,777],{},"What comes back, measured 2026-09-28."," We ran six questions across four answer surfaces and read all 24 answers. Three findings that change how you store this.",[11,780,781],{},"Score naming and citing as separate fields. The AI Mode endpoint returned an empty reference list on all six of its answers while answering at length, so a tracker scoring only citations would have written six zeros for a surface that was discussing the category.",[11,783,784],{},"Keep one column per surface. The four attached 84, 55, 37 and 0 distinct source domains to the same six questions, and two of the six had no vendor named by all four. A blended visibility percentage hides which surface you are losing on, which is the only part you can act on.",[11,786,787],{},"Let latency set the schedule. Three surfaces answered in 2.5 to 11.4 seconds. The fourth took 36 to 92 seconds per question, so a 60-question sweep there is over an hour and belongs in a queue rather than in the same cron job as your rank check.",[11,789,790,791,318],{},"The second call is the cheap sanity check: AI citations counted across eight platforms. It gave monid.ai 1 against 198, 465 and 541 for three competitors, a third-party read pointing the same way as our own 24 answers. The method is in ",[80,792,794],{"href":793},"\u002Fblog\u002Fguides\u002Fanswer-engine-optimization-four-surfaces","our four-surface measurement",[11,796,797,799],{},[134,798,452],{}," One call per question per surface, plus one per domain for the count. The expensive mistake is not the calls, it is running one surface and labelling the column \"AI\".",[801,802],"skill-prompt",{"prompt":803},"check these 20 keywords weekly, store position plus whether an answer box fired plus the top three URLs, then ask google ai mode and perplexity the same 20 questions and store which vendors each one named",[89,805,807],{"id":806},"what-is-paa-in-seo-and-is-it-worth-tracking","What is PAA in SEO, and is it worth tracking?",[11,809,810],{},"People Also Ask is the expandable block of related questions Google inserts into results pages. It is worth tracking, and for a reason that is not the obvious one.",[97,812,814],{"id":813},"the-obvious-use-which-is-fine","The obvious use, which is fine",[11,816,817],{},"The questions in the block are real queries with real demand, phrased the way people phrase them. Harvesting them is a decent source of subheadings and FAQ items, and most SEO writing about PAA stops here.",[11,819,820,821,318],{},"We use a different source for that ourselves, Google Autocomplete, because it returns the long tail rather than the eight questions Google chose to surface. Both work, and the three kinds of product that can supply either are separated in ",[80,822,824],{"href":823},"\u002Fblog\u002Fguides\u002Fserp-api-for-ai-agents","What Is a SERP API, and Which Kind Do You Need?",[97,826,828],{"id":827},"the-better-use-which-almost-nobody-does","The better use, which almost nobody does",[11,830,831],{},"Track whether the block is there at all, and how big it is.",[11,833,834],{},"A PAA block occupies a large amount of vertical space and answers questions inline. Its appearance on a keyword pushes every organic result down without changing anybody's position number, and it satisfies a share of searchers before they scroll. If it appears on a keyword you rank fourth for, your fourth is worth materially less than it was and nothing in a rank report will say so.",[11,836,837,838,318],{},"That is the same argument as the AI Overview one and it is easier to measure, because the count is right there in the response as an array length. If the questions themselves are what you are after, the build-versus-buy version of collecting them is in ",[80,839,841],{"href":840},"\u002Fblog\u002Fbuy-vs-build-structured-google-search","Buy vs Build: Structured Google Search Results API",[97,843,845],{"id":844},"what-to-record","What to record",[11,847,848],{},"Not the questions. The count, per keyword, per run. Three numbers over three months tell you whether Google is progressively answering that query itself, which is the single most useful early warning in this whole category.",[89,850,852],{"id":851},"which-endpoint-should-i-use-for-which-job","Which endpoint should I use for which job?",[193,854,855,877],{},[196,856,857],{},[199,858,859,862,865,868,871,874],{},[202,860,861],{},"Endpoint",[202,863,864],{},"What it does",[202,866,867],{},"Input",[202,869,870],{},"Output",[202,872,873],{},"Best for",[202,875,876],{},"Billing",[212,878,879,911,934,959,983,1006],{},[199,880,881,887,890,893,905,908],{},[217,882,883],{},[80,884,885],{"href":397},[23,886,400],{},[217,888,889],{},"SERP with feature slots",[217,891,892],{},"Query, country",[217,894,895,439,897,439,899,439,901,439,903],{},[23,896,515],{},[23,898,442],{},[23,900,438],{},[23,902,446],{},[23,904,547],{},[217,906,907],{},"Recording shape and position together",[217,909,910],{},"Per call",[199,912,913,920,923,926,929,932],{},[217,914,915],{},[80,916,917],{"href":397},[23,918,919],{},"api.strale.io\u002Fx402\u002Fkeyword-suggest",[217,921,922],{},"Autocomplete expansion",[217,924,925],{},"A seed keyword",[217,927,928],{},"Questions, comparisons, long tail",[217,930,931],{},"The question-harvesting job PAA is usually used for",[217,933,910],{},[199,935,936,944,947,950,953,956],{},[217,937,938],{},[80,939,941],{"href":940},"\u002Ftools\u002Fweb-search",[23,942,943],{},"context.dev\u002Fweb\u002Fsearch",[217,945,946],{},"Index results with relevance",[217,948,949],{},"Query, freshness, filters",[217,951,952],{},"URL, title, description, relevance",[217,954,955],{},"Retrieval, not ranking",[217,957,958],{},"Per result",[199,960,961,969,972,975,978,981],{},[217,962,963],{},[80,964,966],{"href":965},"\u002Ftools\u002Fweb-extraction",[23,967,968],{},"context.dev\u002Fweb\u002Fscrape\u002Fmarkdown",[217,970,971],{},"Reads a competitor that appeared above you",[217,973,974],{},"A URL",[217,976,977],{},"Markdown, headings, JSON-LD",[217,979,980],{},"Working out why the top three changed",[217,982,910],{},[199,984,985,992,995,998,1001,1004],{},[217,986,987],{},[80,988,989],{"href":397},[23,990,991],{},"mrscraper\u002Fgoogle\u002Fai-mode",[217,993,994],{},"Google's AI Mode answer",[217,996,997],{},"Keyword, country",[217,999,1000],{},"Text blocks, markdown, reference list",[217,1002,1003],{},"Recording who the AI names",[217,1005,910],{},[199,1007,1008,1016,1019,1022,1025,1028],{},[217,1009,1010],{},[80,1011,1013],{"href":1012},"\u002Ftools\u002Fseo",[23,1014,1015],{},"ahrefs\u002Fsite-explorer\u002Fai-responses-count",[217,1017,1018],{},"AI citations across eight platforms",[217,1020,1021],{},"Target, mode",[217,1023,1024],{},"A count per platform",[217,1026,1027],{},"The cheap weekly sanity check",[217,1029,958],{},[11,1031,1032,1033,1036,1037,318],{},"The first four rows were verified with ",[23,1034,1035],{},"monid inspect"," on 2026-08-30 and the last two on 2026-09-28. The table gives billing shape rather than figures; shape drives design and current numbers live on ",[80,1038,571],{"href":570},[11,1040,1041],{},"Note that shape costs nothing extra. The feature slots arrive in the same response as the positions, on the same billed call. The only decision is whether you write them down, and the difference between a tracker that answers questions in a year and one that does not is entirely in that decision.",[89,1043,1045],{"id":1044},"when-is-position-history-enough","When is position history enough?",[11,1047,1048],{},"Three cases, and they are legitimate.",[11,1050,1051,1054],{},[134,1052,1053],{},"You are watching one keyword you already understand."," If you know the page has no features and never has, the integer is the whole story and the extra fields are ceremony.",[11,1056,1057,1060],{},[134,1058,1059],{},"You need the number for a report somebody else reads."," Client reporting, an internal dashboard, a board slide. The shape fields do not display well and the position does. Collect both, show one.",[11,1062,1063,1066,1067,318],{},[134,1064,1065],{},"You are tracking Bing rather than Google."," The source question comes first there, because the official API retired and the replacements are not equivalent; that is covered in ",[80,1068,1070],{"href":1069},"\u002Fblog\u002Fguides\u002Fbing-serp-tracker-after-the-api","Bing SERP Tracker: What to Use After the API Retired",[11,1072,1073,1076],{},[134,1074,1075],{},"Your traffic is not from search."," If organic is a small share of the business, this is real recurring work against a number that will not change a decision. Track quarterly by hand.",[11,1078,1079],{},"There is also a case for buying rather than building this. Ahrefs, Semrush and the dedicated trackers record SERP features already, they have historical archives you cannot reconstruct, and they ship the charts. If the question is \"what did this look like before the March update\", the archive is the product and no schema decision made today can substitute for it. That is the honest limit of everything on this page.",[11,1081,1082],{},"And the disclosure: this is Monid's blog, we sell per-call access to tools, so the argument we make best is the one where you already run a pipeline and are deciding what to write into it. If you need an archive and a dashboard, buy an archive and a dashboard.",[89,1084,1086],{"id":1085},"conclusion","Conclusion",[11,1088,1089],{},"SERP history means two different things and the industry built the less useful one. Position history measures you; page-shape history measures the environment that decides whether your position is worth anything. Our own data is the clean illustration: forty-five keywords on page one, one click, and no stored record of whether an AI Overview was firing on any of them.",[11,1091,1092],{},"The intervention is small and it does not scale with effort. The feature fields arrive in the response you are already paying for, they cost nothing to store, and they cannot be added retroactively. Write six fields instead of one and the series will answer a question in a year that it otherwise cannot answer at all.",[11,1094,1095,1096,1099,1100,443,1102,1104,1105,318],{},"Free next step: run ",[23,1097,1098],{},"monid inspect -p api.strale.io -e \u002Fx402\u002Fgoogle-search"," and look at the response schema. It is free, and seeing ",[23,1101,442],{},[23,1103,446],{}," sitting there as named fields is the fastest way to understand that you have been throwing them away. Start at ",[80,1106,1108],{"href":82,"rel":1107},[84,85],"monid.ai",[89,1110,1112],{"id":1111},"faq","FAQ",[1114,1115,1117],"faq-item",{"q":1116},"What is the best rank tracker with an API?",[11,1118,1119,1120,318],{},"The useful filter is not the vendor but whether the API returns the SERP features alongside the positions, because a tracker that gives you an integer and nothing else cannot explain any change it reports. After that, pick on billing shape: per-call billing suits rank checks, since a keyword-day costs the same whatever the page returned and the monthly figure is a multiplication you can do in advance. The general version of that argument is in ",[80,1121,1122],{"href":140},"the rank tracking guide",[1114,1124,1126],{"q":1125},"Can you get historical SERP data you never collected?",[11,1127,1128],{},"Only by buying it, and only for the keywords a vendor happened to track. The established tools maintain archives going back years and that archive is genuinely their product, so if your question is about a period before you started measuring, paying them is the only answer and building will not help. This is the hard limit on everything in this article: a schema decision made today starts producing value tomorrow and cannot reach backwards.",[1114,1130,1132],{"q":1131},"How do you detect an AI Overview programmatically?",[11,1133,1134],{},"The clean way is an endpoint that reports it as a field rather than something you infer from markup, because the markup changes and the inference silently stops working. Keyword research tools also flag which terms carry an AI Overview, which is useful at selection time rather than for tracking. If you are inferring it yourself, alert on the detection rate rather than trusting it: a detector that suddenly finds zero has usually broken rather than observed a change.",[1114,1136,1138],{"q":1137},"Should you track SERP features per keyword or per topic cluster?",[11,1139,1140],{},"Per keyword to collect, per cluster to read. Features fire on individual queries and vary within a cluster, so the collection has to be at keyword granularity or you lose the signal. But a single keyword gaining an answer box is noise, while a whole cluster gaining them over two months is Google deciding to answer that topic itself, which is a strategic fact rather than a tactical one. Aggregate at read time and keep the raw rows.",[1142,1143,1146],"tool-cta",{"category":1144,"title":1145},"web-search","The shape arrives in the same call",[11,1147,1148],{},"Discover the endpoint, read its schema and current price for free. The feature slots cost nothing extra, only the decision to store them.",[11,1150,1151],{},[1152,1153,1154],"em",{},"Last updated August 2026.",[1156,1157,1158],"style",{},"html pre.shiki code .s2Zo4, html code.shiki .s2Zo4{--shiki-light:#6182B8;--shiki-default:#82AAFF;--shiki-dark:#82AAFF}html pre.shiki code .sfazB, html code.shiki .sfazB{--shiki-light:#91B859;--shiki-default:#C3E88D;--shiki-dark:#C3E88D}html .light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html.light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .sBMFI, html code.shiki .sBMFI{--shiki-light:#E2931D;--shiki-default:#FFCB6B;--shiki-dark:#FFCB6B}html pre.shiki code .sMK4o, html code.shiki .sMK4o{--shiki-light:#39ADB5;--shiki-default:#89DDFF;--shiki-dark:#89DDFF}html pre.shiki code .sTEyZ, html code.shiki .sTEyZ{--shiki-light:#90A4AE;--shiki-default:#EEFFFF;--shiki-dark:#BABED8}",{"title":21,"searchDepth":347,"depth":347,"links":1160},[1161,1166,1172,1180,1185,1186,1187,1188],{"id":91,"depth":347,"text":92,"children":1162},[1163,1164,1165],{"id":99,"depth":605,"text":100},{"id":109,"depth":605,"text":110},{"id":119,"depth":605,"text":120},{"id":144,"depth":347,"text":145,"children":1167},[1168,1169,1170,1171],{"id":151,"depth":605,"text":152},{"id":161,"depth":605,"text":162},{"id":168,"depth":605,"text":169},{"id":190,"depth":605,"text":191},{"id":284,"depth":347,"text":285,"children":1173},[1174,1175,1176,1177,1178,1179],{"id":291,"depth":605,"text":292},{"id":321,"depth":605,"text":322},{"id":382,"depth":605,"text":383},{"id":456,"depth":605,"text":457},{"id":574,"depth":605,"text":575},{"id":690,"depth":605,"text":691},{"id":806,"depth":347,"text":807,"children":1181},[1182,1183,1184],{"id":813,"depth":605,"text":814},{"id":827,"depth":605,"text":828},{"id":844,"depth":605,"text":845},{"id":851,"depth":347,"text":852},{"id":1044,"depth":347,"text":1045},{"id":1085,"depth":347,"text":1086},{"id":1111,"depth":347,"text":1112},"Search & RAG","\u002Fimg\u002Fblog\u002Fserp-history-track-the-shape.png","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.",false,"md",null,"\u002Fimg\u002Fblog\u002Fserp-history-track-the-shape-card.png",{},"\u002Fblog\u002Fguides\u002Fserp-history-track-the-shape","2026-08-30","12 min",{"title":5,"description":1191},"blog\u002Fguides\u002Fserp-history-track-the-shape",[1203,1204,1205,1206,1207],"ai visibility tracking","serp history","ai overview","paa seo","rank tracking","2026-09-28","qBI4L4_8TrliPGpJENoxNFQ_ZcMhB-QimBHO4J0p2eo",[1211,1226,1239,1253,1265,1278,1290,1301,1314,1327,1340,1352,1364,1376,1389,1401,1413,1426,1439,1451,1464,1476,1488,1501,1513,1525,1537,1549,1561,1574,1585,1597,1610,1623,1634,1646,1659,1669,1682,1694,1705,1718,1730,1741,1753,1763,1776,1788,1798,1810,1822,1834,1845,1857,1869,1881,1894,1907,1919,1930,1942,1954,1967,1979,1992,2004,2015,2026,2039,2048,2056,2066,2078,2088,2099,2101,2114,2122,2133,2141,2151,2162,2173,2185,2195,2205,2218,2229,2241,2251,2260,2270,2280,2289,2298,2307,2319,2330,2340,2351,2363,2370,2380,2388,2398,2407,2417,2428,2435,2443,2452,2463,2474,2485,2494,2504,2515,2524,2533,2543,2553,2561,2574,2584,2594,2605,2615,2625,2635,2644,2654,2661,2671,2683,2692,2705,2714,2723,2735,2744,2753,2761,2770,2779],{"path":1212,"title":1213,"description":1214,"publishedAt":1215,"author":6,"category":1216,"tags":1217,"readTime":1223,"cover":1224,"listingCover":1225,"image":1194},"\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.","2026-10-03","Product",[1218,1219,1220,1221,1222],"backlink api","referring domains api","anchor text api","link data","backlink checker","10 min","\u002Fimg\u002Fblog\u002Fbacklink-api-what-it-returns.png","\u002Fimg\u002Fblog\u002Fbacklink-api-what-it-returns-card.png",{"path":1227,"title":1228,"description":1229,"publishedAt":1215,"author":6,"category":1230,"tags":1231,"readTime":1223,"cover":1237,"listingCover":1238,"image":1194},"\u002Fblog\u002Fguides\u002Fglassdoor-api-employee-reviews","Glassdoor API: Asking for 10 Reviews Bills You for 50","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.","Sales & enrichment",[1232,1233,1234,1235,1236],"glassdoor api","employee reviews api","employer brand data","company reviews","per unit billing","\u002Fimg\u002Fblog\u002Fglassdoor-api-employee-reviews.png","\u002Fimg\u002Fblog\u002Fglassdoor-api-employee-reviews-card.png",{"path":1240,"title":1241,"description":1242,"publishedAt":1243,"author":6,"category":1244,"tags":1245,"readTime":1223,"cover":1251,"listingCover":1252,"image":1194},"\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",[1246,1247,1248,1249,1250],"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":1254,"title":1255,"description":1256,"publishedAt":1243,"author":6,"category":1244,"tags":1257,"readTime":1223,"cover":1263,"listingCover":1264,"image":1194},"\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.",[1258,1259,1260,1261,1262],"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":1266,"title":1267,"description":1268,"publishedAt":1269,"author":6,"category":1230,"tags":1270,"readTime":1223,"cover":1276,"listingCover":1277,"image":1194},"\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",[1271,1272,1273,1274,1275],"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":1279,"title":1280,"description":1281,"publishedAt":1269,"author":6,"category":1244,"tags":1282,"readTime":1223,"cover":1288,"listingCover":1289,"image":1194},"\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.",[1283,1284,1285,1286,1287],"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":793,"title":1291,"description":1292,"publishedAt":1208,"author":6,"category":1189,"tags":1293,"readTime":1199,"cover":1299,"listingCover":1300,"image":1194},"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.",[1294,1295,1296,1297,1298],"answer engine optimization","geo seo","llm seo","generative engine optimization","ai answers","\u002Fimg\u002Fblog\u002Fanswer-engine-optimization-four-surfaces.png","\u002Fimg\u002Fblog\u002Fanswer-engine-optimization-four-surfaces-card.png",{"path":1302,"title":1303,"description":1304,"publishedAt":1208,"author":6,"category":1305,"tags":1306,"readTime":1223,"cover":1312,"listingCover":1313,"image":1194},"\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",[1307,1308,1309,1310,1311],"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":1315,"title":1316,"description":1317,"publishedAt":1208,"author":6,"category":1189,"tags":1318,"readTime":1324,"cover":1325,"listingCover":1326,"image":1194},"\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.",[1319,1320,1321,1322,1323],"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":1328,"title":1329,"description":1330,"publishedAt":1331,"author":6,"category":1216,"tags":1332,"readTime":1324,"cover":1338,"listingCover":1339,"image":1194},"\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",[1333,1334,1335,1336,1337],"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":1341,"title":1342,"description":1343,"publishedAt":1331,"author":6,"category":1216,"tags":1344,"readTime":1223,"cover":1350,"listingCover":1351,"image":1194},"\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.",[1345,1346,1347,1348,1349],"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":1353,"title":1354,"description":1355,"publishedAt":1331,"author":6,"category":1230,"tags":1356,"readTime":1324,"cover":1362,"listingCover":1363,"image":1194},"\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.",[1357,1358,1359,1360,1361],"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":1365,"title":1366,"description":1367,"publishedAt":1331,"author":6,"category":1216,"tags":1368,"readTime":1324,"cover":1374,"listingCover":1375,"image":1194},"\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.",[1369,1370,1371,1372,1373],"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":1377,"title":1378,"description":1379,"publishedAt":1380,"author":6,"category":1230,"tags":1381,"readTime":1199,"cover":1387,"listingCover":1388,"image":1194},"\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",[1382,1383,1384,1385,1386],"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":1390,"title":1391,"description":1392,"publishedAt":1380,"author":6,"category":1216,"tags":1393,"readTime":1324,"cover":1399,"listingCover":1400,"image":1194},"\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.",[1394,1395,1396,1397,1398],"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":1402,"title":1403,"description":1404,"publishedAt":1380,"author":6,"category":1230,"tags":1405,"readTime":1324,"cover":1411,"listingCover":1412,"image":1194},"\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.",[1406,1407,1408,1409,1410],"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":1414,"title":1415,"description":1416,"publishedAt":1417,"author":6,"category":1230,"tags":1418,"readTime":1324,"cover":1424,"listingCover":1425,"image":1194},"\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",[1419,1420,1421,1422,1423],"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":1427,"title":1428,"description":1429,"publishedAt":1417,"author":6,"category":1430,"tags":1431,"readTime":1199,"cover":1437,"listingCover":1438,"image":1194},"\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",[1432,1433,1434,1435,1436],"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":1440,"title":1441,"description":1442,"publishedAt":1417,"author":6,"category":1305,"tags":1443,"readTime":1324,"cover":1449,"listingCover":1450,"image":1194},"\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.",[1444,1445,1446,1447,1448],"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":1452,"title":1453,"description":1454,"publishedAt":1455,"author":6,"category":1216,"tags":1456,"readTime":1324,"cover":1462,"listingCover":1463,"image":1194},"\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",[1457,1458,1459,1460,1461],"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":1465,"title":1466,"description":1467,"publishedAt":1455,"author":6,"category":1305,"tags":1468,"readTime":1324,"cover":1474,"listingCover":1475,"image":1194},"\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.",[1469,1470,1471,1472,1473],"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":1477,"title":1478,"description":1479,"publishedAt":1455,"author":6,"category":1230,"tags":1480,"readTime":1324,"cover":1486,"listingCover":1487,"image":1194},"\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.",[1481,1482,1483,1484,1485],"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":1489,"title":1490,"description":1491,"publishedAt":1492,"author":6,"category":1189,"tags":1493,"readTime":1324,"cover":1499,"listingCover":1500,"image":1194},"\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",[1494,1495,1496,1497,1498],"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":1502,"title":1503,"description":1504,"publishedAt":1492,"author":6,"category":1230,"tags":1505,"readTime":1324,"cover":1511,"listingCover":1512,"image":1194},"\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.",[1506,1507,1508,1509,1510],"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":1514,"title":1515,"description":1516,"publishedAt":1492,"author":6,"category":1230,"tags":1517,"readTime":1324,"cover":1523,"listingCover":1524,"image":1194},"\u002Fblog\u002Fguides\u002Frocketreach-pricing-per-contact-lookups","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.",[1518,1519,1520,1521,1522],"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":1526,"title":1527,"description":1528,"publishedAt":1529,"author":6,"category":1230,"tags":1530,"readTime":1324,"cover":1535,"listingCover":1536,"image":1194},"\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",[1531,1532,1533,1534,1361],"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":1538,"title":1539,"description":1540,"publishedAt":1529,"author":6,"category":1230,"tags":1541,"readTime":1324,"cover":1547,"listingCover":1548,"image":1194},"\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.",[1542,1543,1544,1545,1546],"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":1550,"title":1551,"description":1552,"publishedAt":1529,"author":6,"category":1189,"tags":1553,"readTime":1324,"cover":1559,"listingCover":1560,"image":1194},"\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.",[1554,1555,1556,1557,1558],"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":1562,"title":1563,"description":1564,"publishedAt":1565,"author":6,"category":1189,"tags":1566,"readTime":1324,"cover":1572,"listingCover":1573,"image":1194},"\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",[1567,1568,1569,1570,1571],"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":1575,"title":1576,"description":1577,"publishedAt":1565,"author":6,"category":1230,"tags":1578,"readTime":1324,"cover":1583,"listingCover":1584,"image":1194},"\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.",[1579,1422,1580,1581,1582],"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":1586,"title":1587,"description":1588,"publishedAt":1565,"author":6,"category":1216,"tags":1589,"readTime":1223,"cover":1595,"listingCover":1596,"image":1194},"\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.",[1590,1591,1592,1593,1594],"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":1598,"title":1599,"description":1600,"publishedAt":1565,"author":6,"category":1189,"tags":1601,"readTime":1199,"cover":1608,"listingCover":1609,"image":1194},"\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.",[1602,1603,1604,1605,1606,1607],"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":1611,"title":1612,"description":1613,"publishedAt":1565,"author":6,"category":1614,"tags":1615,"readTime":1324,"cover":1621,"listingCover":1622,"image":1194},"\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",[1616,1617,1618,1619,1620],"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":1624,"title":1625,"description":1626,"publishedAt":1565,"author":6,"category":1189,"tags":1627,"readTime":1324,"cover":1632,"listingCover":1633,"image":1194},"\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.",[1628,1629,1630,1631,1557],"octen ai","octen","octen search","octen api","\u002Fimg\u002Fblog\u002Focten-ai-search-api.png","\u002Fimg\u002Fblog\u002Focten-ai-search-api-card.png",{"path":1635,"title":1636,"description":1637,"publishedAt":1565,"author":6,"category":1305,"tags":1638,"readTime":1324,"cover":1644,"listingCover":1645,"image":1194},"\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.",[1639,1640,1641,1642,1643],"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":1647,"title":1648,"description":1649,"publishedAt":1650,"author":6,"category":1230,"tags":1651,"readTime":1324,"cover":1657,"listingCover":1658,"image":1194},"\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",[1652,1653,1654,1655,1656],"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":1660,"title":1661,"description":1662,"publishedAt":1650,"author":6,"category":1230,"tags":1663,"readTime":1223,"cover":1667,"listingCover":1668,"image":1194},"\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.",[1664,1665,1582,1666,1652],"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":1670,"title":1671,"description":1672,"publishedAt":1650,"author":6,"category":1305,"tags":1673,"readTime":1199,"cover":1680,"listingCover":1681,"image":1194},"\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.",[1674,1675,1676,1677,1678,1679],"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":1683,"title":1684,"description":1685,"publishedAt":1686,"author":6,"category":1189,"tags":1687,"readTime":1324,"cover":1692,"listingCover":1693,"image":1194},"\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",[1688,1689,1690,1691],"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":1695,"title":1696,"description":1697,"publishedAt":1698,"author":6,"category":1216,"tags":1699,"readTime":1324,"cover":1703,"listingCover":1704,"image":1194},"\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",[1689,1700,1701,1702],"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":1706,"title":1707,"description":1708,"publishedAt":1698,"author":6,"category":1709,"tags":1710,"readTime":1324,"cover":1716,"listingCover":1717,"image":1194},"\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",[1711,1712,1713,1714,1715],"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":1719,"title":1720,"description":1721,"publishedAt":1698,"author":6,"category":1430,"tags":1722,"readTime":1324,"cover":1728,"listingCover":1729,"image":1194},"\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.",[1723,1724,1725,1726,1727],"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":1731,"title":1732,"description":1733,"publishedAt":1698,"author":6,"category":1305,"tags":1734,"readTime":1324,"cover":1739,"listingCover":1740,"image":1194},"\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.",[1735,1736,1737,1738,1679],"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":1742,"title":1743,"description":1744,"publishedAt":1698,"author":6,"category":1230,"tags":1745,"readTime":1324,"cover":1751,"listingCover":1752,"image":1194},"\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.",[1746,1747,1748,1749,1750],"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":1754,"title":1755,"description":1756,"publishedAt":1698,"author":6,"category":1305,"tags":1757,"readTime":1223,"cover":1761,"listingCover":1762,"image":1194},"\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.",[1758,1759,1737,1760,1679],"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":1764,"title":1765,"description":1766,"publishedAt":1767,"author":6,"category":1216,"tags":1768,"readTime":1324,"cover":1774,"listingCover":1775,"image":1194},"\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",[1769,1770,1771,1772,1773],"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":1777,"title":1778,"description":1779,"publishedAt":1767,"author":6,"category":1230,"tags":1780,"readTime":1199,"cover":1786,"listingCover":1787,"image":1194},"\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.",[1781,1782,1783,1545,1784,1785],"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":1789,"title":1790,"description":1791,"publishedAt":1767,"author":6,"category":1430,"tags":1792,"readTime":1324,"cover":1796,"listingCover":1797,"image":1194},"\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.",[1793,1794,1727,1725,1795],"competitor price monitoring","price tracking","list price","\u002Fimg\u002Fblog\u002Fmonitor-competitor-prices-automatically.png","\u002Fimg\u002Fblog\u002Fmonitor-competitor-prices-automatically-card.png",{"path":1799,"title":1800,"description":1801,"publishedAt":1767,"author":6,"category":1216,"tags":1802,"readTime":1199,"cover":1808,"listingCover":1809,"image":1194},"\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.",[1803,1804,1805,1806,1750,1807],"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":1811,"title":1812,"description":1813,"publishedAt":1767,"author":6,"category":1216,"tags":1814,"readTime":1324,"cover":1820,"listingCover":1821,"image":1194},"\u002Fblog\u002Fguides\u002Fsoftware-review-data-api-g2-capterra","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.",[1815,1816,1817,1818,1819],"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":1823,"title":1824,"description":1825,"publishedAt":1826,"author":6,"category":1305,"tags":1827,"readTime":1324,"cover":1832,"listingCover":1833,"image":1194},"\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",[1828,1829,1830,1643,1831],"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":1835,"title":1836,"description":1837,"publishedAt":1826,"author":6,"category":1230,"tags":1838,"readTime":1324,"cover":1843,"listingCover":1844,"image":1194},"\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.",[1839,1840,1656,1841,1842],"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":1846,"title":1847,"description":1848,"publishedAt":1826,"author":6,"category":1216,"tags":1849,"readTime":1199,"cover":1855,"listingCover":1856,"image":1194},"\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.",[1850,1851,1852,1853,1854],"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":1858,"title":1859,"description":1860,"publishedAt":1826,"author":6,"category":1230,"tags":1861,"readTime":1324,"cover":1867,"listingCover":1868,"image":1194},"\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.",[1862,1863,1864,1865,1866],"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":1870,"title":1871,"description":1872,"publishedAt":1826,"author":6,"category":1216,"tags":1873,"readTime":1199,"cover":1879,"listingCover":1880,"image":1194},"\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.",[1874,1875,1876,1877,1878],"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":1882,"title":1883,"description":1884,"publishedAt":1885,"author":6,"category":1216,"tags":1886,"readTime":1199,"cover":1892,"listingCover":1893,"image":1194},"\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",[1887,1888,1889,1890,1891],"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":1895,"title":1896,"description":1897,"publishedAt":1885,"author":6,"category":1189,"tags":1898,"readTime":1199,"cover":1905,"listingCover":1906,"image":1194},"\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.",[1899,1900,1901,1902,1903,1904],"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":1908,"title":1909,"description":1910,"publishedAt":1885,"author":6,"category":1244,"tags":1911,"readTime":1199,"cover":1917,"listingCover":1918,"image":1194},"\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.",[1912,1913,1914,1915,1916],"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":1920,"title":1921,"description":1922,"publishedAt":1885,"author":6,"category":1216,"tags":1923,"readTime":1324,"cover":1928,"listingCover":1929,"image":1194},"\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.",[1924,1925,1926,1772,1927],"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":1931,"title":1932,"description":1933,"publishedAt":1934,"author":6,"category":1430,"tags":1935,"readTime":1324,"cover":1940,"listingCover":1941,"image":1194},"\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",[1936,1937,1725,1938,1939],"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":1943,"title":1944,"description":1945,"publishedAt":1934,"author":6,"category":1216,"tags":1946,"readTime":1199,"cover":1952,"listingCover":1953,"image":1194},"\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.",[1947,1948,1949,1950,1951],"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":1955,"title":1956,"description":1957,"publishedAt":1934,"author":6,"category":1230,"tags":1958,"readTime":1199,"cover":1965,"listingCover":1966,"image":1194},"\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.",[1959,1960,1961,1962,1963,1964],"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":1968,"title":1969,"description":1970,"publishedAt":1934,"author":6,"category":1216,"tags":1971,"readTime":1199,"cover":1977,"listingCover":1978,"image":1194},"\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.",[1972,1973,1974,1975,1976],"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":1980,"title":1981,"description":1982,"publishedAt":1983,"author":6,"category":1189,"tags":1984,"readTime":1223,"cover":1990,"listingCover":1991,"image":1194},"\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",[1985,1986,1987,1988,1989],"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":1993,"title":1994,"description":1995,"publishedAt":1983,"author":6,"category":1230,"tags":1996,"readTime":1324,"cover":2002,"listingCover":2003,"image":1194},"\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.",[1997,1998,1999,2000,2001],"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":2005,"title":2006,"description":2007,"publishedAt":1983,"author":6,"category":1189,"tags":2008,"readTime":1324,"cover":2013,"listingCover":2014,"image":1194},"\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.",[2009,2010,2011,2012,1689],"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":2016,"title":2017,"description":2018,"publishedAt":1983,"author":6,"category":1189,"tags":2019,"readTime":1324,"cover":2024,"listingCover":2025,"image":1194},"\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.",[2020,2021,2022,1988,2023],"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":2027,"title":2028,"description":2029,"publishedAt":1983,"author":6,"category":1244,"tags":2030,"readTime":2036,"cover":2037,"listingCover":2038,"image":1194},"\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.",[2031,2032,2033,2034,2035],"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":2040,"title":2041,"description":2042,"publishedAt":1198,"author":6,"category":1709,"tags":2043,"readTime":1324,"cover":2046,"listingCover":2047,"image":1194},"\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.",[1714,2044,2045,1689],"ad agents","competitor intelligence","\u002Fimg\u002Fblog\u002Fad-agent-auction-outside-the-account.png","\u002Fimg\u002Fblog\u002Fad-agent-auction-outside-the-account-card.png",{"path":1069,"title":1070,"description":2049,"publishedAt":1198,"author":6,"category":1189,"tags":2050,"readTime":1324,"cover":2054,"listingCover":2055,"image":1194},"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.",[2051,2052,1397,2053,1207],"bing serp tracker","bing rank tracking","bing webmaster tools","\u002Fimg\u002Fblog\u002Fbing-serp-tracker-after-the-api.png","\u002Fimg\u002Fblog\u002Fbing-serp-tracker-after-the-api-card.png",{"path":2057,"title":2058,"description":2059,"publishedAt":1198,"author":6,"category":1216,"tags":2060,"readTime":1324,"cover":2064,"listingCover":2065,"image":1194},"\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.",[1976,2061,2062,2063,1689],"antidetect browser","nodriver","no api","\u002Fimg\u002Fblog\u002Fbrowser-automation-without-an-api.png","\u002Fimg\u002Fblog\u002Fbrowser-automation-without-an-api-card.png",{"path":2067,"title":2068,"description":2069,"publishedAt":1198,"author":6,"category":1230,"tags":2070,"readTime":1324,"cover":2076,"listingCover":2077,"image":1194},"\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.",[2071,2072,2073,2074,2075],"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":2079,"title":2080,"description":2081,"publishedAt":1198,"author":6,"category":1230,"tags":2082,"readTime":1324,"cover":2086,"listingCover":2087,"image":1194},"\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.",[2083,2084,2085,1372],"lead enrichment","forms","progressive profiling","\u002Fimg\u002Fblog\u002Fmid-form-enrichment-fewer-questions.png","\u002Fimg\u002Fblog\u002Fmid-form-enrichment-fewer-questions-card.png",{"path":2089,"title":2090,"description":2091,"publishedAt":1198,"author":6,"category":1189,"tags":2092,"readTime":1223,"cover":2097,"listingCover":2098,"image":1194},"\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.",[2093,2094,2095,2096,1988],"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":1197,"title":5,"description":1191,"publishedAt":1198,"author":6,"category":1189,"tags":2100,"readTime":1199,"cover":1190,"listingCover":1195,"image":1194},[1203,1204,1205,1206,1207],{"path":2102,"title":2103,"description":2104,"publishedAt":2105,"author":6,"category":1189,"tags":2106,"readTime":1199,"cover":2112,"listingCover":2113,"image":1194},"\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",[2107,2108,2109,2110,2111,1690],"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":686,"title":687,"description":2115,"publishedAt":2105,"author":6,"category":1189,"tags":2116,"readTime":1324,"cover":2120,"listingCover":2121,"image":1194},"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.",[2117,1397,1207,2118,2119],"google search url parameters","udm","search operators","\u002Fimg\u002Fblog\u002Fgoogle-search-url-parameters.png","\u002Fimg\u002Fblog\u002Fgoogle-search-url-parameters-card.png",{"path":2123,"title":2124,"description":2125,"publishedAt":2105,"author":6,"category":1305,"tags":2126,"readTime":1199,"cover":2131,"listingCover":2132,"image":1194},"\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.",[2127,2128,2129,1831,2130,1679],"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":2134,"title":2135,"description":2136,"publishedAt":2105,"author":6,"category":1305,"tags":2137,"readTime":1324,"cover":2139,"listingCover":2140,"image":1194},"\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.",[2138,1678,1643,1679,1738],"tiktok scraper","\u002Fimg\u002Fblog\u002Ftiktok-scraper-which-endpoint.png","\u002Fimg\u002Fblog\u002Ftiktok-scraper-which-endpoint-card.png",{"path":2142,"title":2143,"description":2144,"publishedAt":2105,"author":6,"category":1189,"tags":2145,"readTime":1324,"cover":2149,"listingCover":2150,"image":1194},"\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.",[2146,2147,2011,2148,2012],"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":2152,"title":2153,"description":2154,"publishedAt":2155,"author":6,"category":1216,"tags":2156,"readTime":1324,"cover":2160,"listingCover":2161,"image":1194},"\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",[2157,1606,1689,2158,2159],"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":2163,"title":2164,"description":2165,"publishedAt":2155,"author":6,"category":1230,"tags":2166,"readTime":1324,"cover":2171,"listingCover":2172,"image":1194},"\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.",[2167,2168,2169,2170],"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":2174,"title":2175,"description":2176,"publishedAt":2155,"author":6,"category":1614,"tags":2177,"readTime":1223,"cover":2183,"listingCover":2184,"image":1194},"\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.",[2178,2179,2180,2181,2182],"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":140,"title":141,"description":2186,"publishedAt":2155,"author":6,"category":1189,"tags":2187,"readTime":1324,"cover":2193,"listingCover":2194,"image":1194},"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.",[2188,2189,2190,2191,2192],"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":2196,"title":2197,"description":2198,"publishedAt":2155,"author":6,"category":1614,"tags":2199,"readTime":1324,"cover":2203,"listingCover":2204,"image":1194},"\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.",[2200,2201,2202,1689],"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":2206,"title":2207,"description":2208,"publishedAt":2209,"author":6,"category":1230,"tags":2210,"readTime":1324,"cover":2216,"listingCover":2217,"image":1194},"\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",[2211,2212,2213,2214,2215],"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":2219,"title":2220,"description":2221,"publishedAt":2209,"author":6,"category":1189,"tags":2222,"readTime":1324,"cover":2227,"listingCover":2228,"image":1194},"\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.",[2223,2224,1690,2225,2226],"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":2230,"title":2231,"description":2232,"publishedAt":2209,"author":6,"category":1189,"tags":2233,"readTime":1199,"cover":2239,"listingCover":2240,"image":1194},"\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.",[2234,2235,2236,2237,2238],"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":2242,"title":2243,"description":2244,"publishedAt":2209,"author":6,"category":1189,"tags":2245,"readTime":1324,"cover":2249,"listingCover":2250,"image":1194},"\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.",[2246,2247,1690,2248,1688],"news scraping","news api","media monitoring","\u002Fimg\u002Fblog\u002Fweb-scraping-news-articles.png","\u002Fimg\u002Fblog\u002Fweb-scraping-news-articles-card.png",{"path":2252,"title":2253,"description":2254,"publishedAt":2209,"author":6,"category":1305,"tags":2255,"readTime":1324,"cover":2258,"listingCover":2259,"image":1194},"\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.",[2256,2257,1643,1738,1679],"youtube scraper","youtube data api","\u002Fimg\u002Fblog\u002Fyoutube-scraper-past-the-quota.png","\u002Fimg\u002Fblog\u002Fyoutube-scraper-past-the-quota-card.png",{"path":2261,"title":2262,"description":2263,"publishedAt":2264,"author":6,"category":1216,"tags":2265,"readTime":1199,"cover":2268,"listingCover":2269,"image":1194},"\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",[2266,1976,1689,1989,2267],"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":2271,"title":2272,"description":2273,"publishedAt":2264,"author":6,"category":1189,"tags":2274,"readTime":1199,"cover":2278,"listingCover":2279,"image":1194},"\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.",[2275,2276,1950,1689,2277],"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":2281,"title":2282,"description":2283,"publishedAt":2264,"author":6,"category":1189,"tags":2284,"readTime":1199,"cover":2287,"listingCover":2288,"image":1194},"\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.",[590,1950,2285,2286,1689],"beautifulsoup","selenium","\u002Fimg\u002Fblog\u002Fpython-web-scraping-without-a-scraper.png","\u002Fimg\u002Fblog\u002Fpython-web-scraping-without-a-scraper-card.png",{"path":823,"title":2290,"description":2291,"publishedAt":2264,"author":6,"category":1189,"tags":2292,"readTime":2036,"cover":2296,"listingCover":2297,"image":1194},"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.",[2293,2294,2295,1397,1688,1690],"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":2299,"title":2300,"description":2301,"publishedAt":2264,"author":6,"category":1189,"tags":2302,"readTime":1199,"cover":2305,"listingCover":2306,"image":1194},"\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.",[2303,2304,2012,1689,1738],"web scraping tools","no code scraper","\u002Fimg\u002Fblog\u002Fweb-scraping-tools-which-kind.png","\u002Fimg\u002Fblog\u002Fweb-scraping-tools-which-kind-card.png",{"path":2308,"title":2309,"description":2310,"publishedAt":2311,"author":6,"category":1430,"tags":2312,"readTime":2036,"cover":2317,"listingCover":2318,"image":1194},"\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",[2313,2314,2315,2316],"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":2320,"title":2321,"description":2322,"publishedAt":2311,"author":6,"category":1189,"tags":2323,"readTime":1199,"cover":2328,"listingCover":2329,"image":1194},"\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.",[2324,2325,2326,1690,2327],"search","web","api","agents","\u002Fimg\u002Fblog\u002Fbing-search-api-retired-alternatives.png","\u002Fimg\u002Fblog\u002Fbing-search-api-retired-alternatives-card.png",{"path":2331,"title":2332,"description":2333,"publishedAt":2311,"author":6,"category":1189,"tags":2334,"readTime":1324,"cover":2338,"listingCover":2339,"image":1194},"\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.",[1690,2335,2336,2337,2225],"embeddings","pdf","ocr","\u002Fimg\u002Fblog\u002Fingest-mixed-documents-llm-embedding.png","\u002Fimg\u002Fblog\u002Fingest-mixed-documents-llm-embedding-card.png",{"path":2341,"title":2342,"description":2343,"publishedAt":2311,"author":6,"category":1305,"tags":2344,"readTime":1199,"cover":2349,"listingCover":2350,"image":1194},"\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.",[2345,2346,2326,2347,2348],"instagram","social","creators","engagement","\u002Fimg\u002Fblog\u002Finstagram-follower-engagement-api.png","\u002Fimg\u002Fblog\u002Finstagram-follower-engagement-api-card.png",{"path":2352,"title":2353,"description":2354,"publishedAt":2311,"author":6,"category":1216,"tags":2355,"readTime":1199,"cover":2361,"listingCover":2362,"image":1194},"\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.",[2356,2357,2358,2359,2360],"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":2364,"title":2365,"description":2366,"publishedAt":2311,"author":6,"category":1216,"tags":2367,"readTime":1199,"cover":2368,"listingCover":2369,"image":1194},"\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.",[2358,2326,2359,1689,2159],"\u002Fimg\u002Fblog\u002Fmcp-vs-api-for-ai-agents.png","\u002Fimg\u002Fblog\u002Fmcp-vs-api-for-ai-agents-card.png",{"path":2371,"title":2372,"description":2373,"publishedAt":2311,"author":6,"category":1216,"tags":2374,"readTime":1324,"cover":2378,"listingCover":2379,"image":1194},"\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.",[2375,2376,2377,2023,2327],"n8n","automation","enrichment","\u002Fimg\u002Fblog\u002Fn8n-data-layer-scraping-enrichment.png","\u002Fimg\u002Fblog\u002Fn8n-data-layer-scraping-enrichment-card.png",{"path":2381,"title":2382,"description":2383,"publishedAt":2311,"author":6,"category":1216,"tags":2384,"readTime":1199,"cover":2386,"listingCover":2387,"image":1194},"\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.",[2385,2356,2359,2358,2360],"openrouter","\u002Fimg\u002Fblog\u002Fopenrouter-alternatives-after-stripe.png","\u002Fimg\u002Fblog\u002Fopenrouter-alternatives-after-stripe-card.png",{"path":2389,"title":2390,"description":2391,"publishedAt":2311,"author":6,"category":1216,"tags":2392,"readTime":1199,"cover":2396,"listingCover":2397,"image":1194},"\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.",[2393,2385,2394,2159,2395],"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":2399,"title":2400,"description":2401,"publishedAt":2311,"author":6,"category":1230,"tags":2402,"readTime":1199,"cover":2405,"listingCover":2406,"image":1194},"\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.",[2403,2404,1713,1689],"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":2408,"title":2409,"description":2410,"publishedAt":2311,"author":6,"category":1230,"tags":2411,"readTime":1199,"cover":2415,"listingCover":2416,"image":1194},"\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.",[2412,2377,2326,2413,2414],"linkedin","sales","leads","\u002Fimg\u002Fblog\u002Fproxycurl-shutdown-linkedin-data-alternatives.png","\u002Fimg\u002Fblog\u002Fproxycurl-shutdown-linkedin-data-alternatives-card.png",{"path":2418,"title":2419,"description":2420,"publishedAt":2311,"author":6,"category":1305,"tags":2421,"readTime":1199,"cover":2426,"listingCover":2427,"image":1194},"\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.",[2422,2423,2424,2425],"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":2429,"title":2430,"description":2431,"publishedAt":2311,"author":6,"category":1305,"tags":2432,"readTime":1199,"cover":2433,"listingCover":2434,"image":1194},"\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.",[2138,1396,2424,2423],"\u002Fimg\u002Fblog\u002Ftiktok-scraper-catalogue-audit.png","\u002Fimg\u002Fblog\u002Ftiktok-scraper-catalogue-audit-card.png",{"path":2436,"title":2437,"description":2438,"publishedAt":2311,"author":6,"category":1216,"tags":2439,"readTime":2036,"cover":2441,"listingCover":2442,"image":1194},"\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.",[2358,2440,2359,1689,2360],"mcp gateway","\u002Fimg\u002Fblog\u002Fwhat-is-an-mcp-gateway.png","\u002Fimg\u002Fblog\u002Fwhat-is-an-mcp-gateway-card.png",{"path":2444,"title":2445,"description":2446,"publishedAt":2311,"author":6,"category":1305,"tags":2447,"readTime":1199,"cover":2450,"listingCover":2451,"image":1194},"\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.",[2448,2449,1999,1361],"twitter scraper","x api","\u002Fimg\u002Fblog\u002Fx-intent-search-social-selling.png","\u002Fimg\u002Fblog\u002Fx-intent-search-social-selling-card.png",{"path":2453,"title":2454,"description":2455,"publishedAt":2456,"author":6,"category":1189,"tags":2457,"readTime":1324,"cover":2461,"listingCover":2462,"image":1194},"\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",[2458,1950,2459,2460],"apify alternatives","actors","pay per call","\u002Fimg\u002Fblog\u002Fapify-alternatives.png","\u002Fimg\u002Fblog\u002Fapify-alternatives-card.png",{"path":2464,"title":2465,"description":2466,"publishedAt":2456,"author":6,"category":1430,"tags":2467,"readTime":1324,"cover":2472,"listingCover":2473,"image":1194},"\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.",[2468,2469,2470,2471],"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":2475,"title":2476,"description":2477,"publishedAt":2456,"author":6,"category":1230,"tags":2478,"readTime":1324,"cover":2483,"listingCover":2484,"image":1194},"\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.",[2479,2480,2481,2482],"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":2486,"title":2487,"description":2488,"publishedAt":2456,"author":6,"category":1189,"tags":2489,"readTime":1324,"cover":2492,"listingCover":2493,"image":1194},"\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.",[1690,1988,2490,2491],"chunking","llm context","\u002Fimg\u002Fblog\u002Ffree-api-extract-page-content-rag.png","\u002Fimg\u002Fblog\u002Ffree-api-extract-page-content-rag-card.png",{"path":2495,"title":2496,"description":2497,"publishedAt":2456,"author":6,"category":1244,"tags":2498,"readTime":1324,"cover":2502,"listingCover":2503,"image":1194},"\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.",[2499,2500,1738,2501],"google maps scraper","local leads","lead list","\u002Fimg\u002Fblog\u002Fgoogle-maps-scraper-alternatives.png","\u002Fimg\u002Fblog\u002Fgoogle-maps-scraper-alternatives-card.png",{"path":2505,"title":2506,"description":2507,"publishedAt":2456,"author":6,"category":1709,"tags":2508,"readTime":1324,"cover":2513,"listingCover":2514,"image":1194},"\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.",[2509,2510,2511,2512],"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":2516,"title":2517,"description":2518,"publishedAt":2519,"author":6,"category":1216,"tags":2520,"readTime":1324,"cover":2522,"listingCover":2523,"image":1194},"\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",[1689,2521,2359,2358],"model gateway","\u002Fimg\u002Fblog\u002Fai-agent-needs-two-integrations.png","\u002Fimg\u002Fblog\u002Fai-agent-needs-two-integrations-card.png",{"path":2525,"title":2526,"description":2527,"publishedAt":2519,"author":6,"category":1216,"tags":2528,"readTime":1324,"cover":2531,"listingCover":2532,"image":1194},"\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.",[2529,1689,2358,2530],"api marketplace","tool use","\u002Fimg\u002Fblog\u002Fapi-marketplace-for-ai-agents.png","\u002Fimg\u002Fblog\u002Fapi-marketplace-for-ai-agents-card.png",{"path":2534,"title":2535,"description":2536,"publishedAt":2519,"author":6,"category":1230,"tags":2537,"readTime":1324,"cover":2541,"listingCover":2542,"image":1194},"\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.",[2538,2539,2540,1546],"business entity search","company registry","sec edgar","\u002Fimg\u002Fblog\u002Fbusiness-entity-search-api.png","\u002Fimg\u002Fblog\u002Fbusiness-entity-search-api-card.png",{"path":2544,"title":2545,"description":2546,"publishedAt":2519,"author":6,"category":1189,"tags":2547,"readTime":1324,"cover":2551,"listingCover":2552,"image":1194},"\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.",[1950,2548,2549,2550],"cloudflare","proxies","blocked","\u002Fimg\u002Fblog\u002Fscraper-blocked-what-gets-through.png","\u002Fimg\u002Fblog\u002Fscraper-blocked-what-gets-through-card.png",{"path":2554,"title":2555,"description":2556,"publishedAt":2519,"author":6,"category":1189,"tags":2557,"readTime":1324,"cover":2559,"listingCover":2560,"image":1194},"\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.",[2558,1689,2358,2376],"web scraping api","\u002Fimg\u002Fblog\u002Fweb-scraping-api-for-ai-agents.png","\u002Fimg\u002Fblog\u002Fweb-scraping-api-for-ai-agents-card.png",{"path":2562,"title":2563,"description":2564,"publishedAt":2565,"author":6,"category":1230,"tags":2566,"readTime":1199,"cover":2572,"listingCover":2573,"image":1194},"\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",[2567,2568,2569,2570,2571],"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":2575,"title":2576,"description":2577,"publishedAt":2565,"author":6,"category":1189,"tags":2578,"readTime":1324,"cover":2582,"listingCover":2583,"image":1194},"\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.",[2579,2580,2248,2581],"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":2585,"title":2586,"description":2587,"publishedAt":2565,"author":6,"category":1230,"tags":2588,"readTime":1199,"cover":2592,"listingCover":2593,"image":1194},"\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.",[2589,2590,1543,1783,2591,2213],"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":2595,"title":2596,"description":2597,"publishedAt":2565,"author":6,"category":1230,"tags":2598,"readTime":1199,"cover":2603,"listingCover":2604,"image":1194},"\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.",[2599,2600,2074,2075,2601,2602],"jooble api","jooble","jobs data","gtm","\u002Fimg\u002Fblog\u002Fjob-postings-api-hiring-signals.png","\u002Fimg\u002Fblog\u002Fjob-postings-api-hiring-signals-card.png",{"path":2606,"title":2607,"description":2608,"publishedAt":2565,"author":6,"category":1230,"tags":2609,"readTime":1324,"cover":2613,"listingCover":2614,"image":1194},"\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.",[2610,2611,2612,2602],"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":2616,"title":2617,"description":2618,"publishedAt":2619,"author":6,"category":1305,"tags":2620,"readTime":1324,"cover":2623,"listingCover":2624,"image":1194},"\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",[2621,1643,2622,2345],"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":2626,"title":2627,"description":2628,"publishedAt":2619,"author":6,"category":1189,"tags":2629,"readTime":1199,"cover":2633,"listingCover":2634,"image":1194},"\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.",[2630,2631,1606,1689,2632],"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":2636,"title":2637,"description":2638,"publishedAt":2619,"author":6,"category":1216,"tags":2639,"readTime":1223,"cover":2642,"listingCover":2643,"image":1194},"\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.",[2460,2640,2529,2641],"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":2645,"title":2646,"description":2647,"publishedAt":2619,"author":6,"category":1230,"tags":2648,"readTime":1199,"cover":2652,"listingCover":2653,"image":1194},"\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.",[2649,2650,2215,2651,2211],"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":2655,"title":2656,"description":2657,"publishedAt":2619,"author":6,"category":1305,"tags":2658,"readTime":1223,"cover":2659,"listingCover":2660,"image":1194},"\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.",[1736,1735,1737,2458],"\u002Fimg\u002Fblog\u002Freddit-scraping-api-alternatives.png","\u002Fimg\u002Fblog\u002Freddit-scraping-api-alternatives-card.png",{"path":2662,"title":2663,"description":2664,"publishedAt":2665,"author":6,"category":1230,"tags":2666,"readTime":1324,"cover":2669,"listingCover":2670,"image":1194},"\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",[2667,2412,2413,2668],"linkedin scraper api","data","\u002Fimg\u002Fblog\u002Fbest-linkedin-scraper-api-2026.png","\u002Fimg\u002Fblog\u002Fbest-linkedin-scraper-api-2026-card.png",{"path":2672,"title":2673,"description":2674,"publishedAt":2675,"author":6,"category":1230,"tags":2676,"readTime":1324,"cover":2681,"listingCover":2682,"image":1194},"\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",[2677,2678,2679,2680],"apollo scraper","apollo.io","lead-generation","b2b-data","\u002Fimg\u002Fblog\u002Fapollo-scraper.png","\u002Fimg\u002Fblog\u002Fapollo-scraper-card.png",{"path":2684,"title":2685,"description":2686,"publishedAt":2675,"author":6,"category":1305,"tags":2687,"readTime":1199,"cover":2690,"listingCover":2691,"image":1194},"\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.",[1736,1735,2688,2689,2346],"reddit data api","web-scraping","\u002Fimg\u002Fblog\u002Freddit-scraper.png","\u002Fimg\u002Fblog\u002Freddit-scraper-card.png",{"path":2693,"title":2694,"description":2695,"publishedAt":2675,"author":6,"category":1230,"tags":2696,"readTime":1199,"cover":2703,"listingCover":2704,"image":1194},"\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.",[2697,2698,2699,2700,2701,2702],"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":2706,"title":2707,"description":2708,"publishedAt":2709,"author":6,"category":1305,"tags":2710,"readTime":1324,"cover":2712,"listingCover":2713,"image":1194},"\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",[2711,2345,2689,2327],"apify instagram scraper","\u002Fimg\u002Fblog\u002Fapify-instagram-scraper.png","\u002Fimg\u002Fblog\u002Fapify-instagram-scraper-card.png",{"path":2715,"title":2716,"description":2717,"publishedAt":2718,"author":6,"category":1230,"tags":2719,"readTime":1199,"cover":2721,"listingCover":2722,"image":1194},"\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",[2720,2412,2413,2668],"linkedin outreach","\u002Fimg\u002Fblog\u002Fbest-linkedin-outreach-tools-2026.png","\u002Fimg\u002Fblog\u002Fbest-linkedin-outreach-tools-2026-card.png",{"path":2724,"title":2725,"description":2726,"publishedAt":2727,"author":6,"category":1430,"tags":2728,"readTime":2732,"cover":2733,"listingCover":2734,"image":1194},"\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",[2729,2730,2668,2731],"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":2736,"title":2737,"description":2738,"publishedAt":2739,"author":6,"category":1430,"tags":2740,"readTime":2036,"cover":2742,"listingCover":2743,"image":1194},"\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",[2741,2668,2327,2731],"amazon reviews api","\u002Fimg\u002Fblog\u002Fbest-amazon-reviews-api-2026.png","\u002Fimg\u002Fblog\u002Fbest-amazon-reviews-api-2026-card.png",{"path":2745,"title":2746,"description":2747,"publishedAt":2739,"author":6,"category":1230,"tags":2748,"readTime":1199,"cover":2751,"listingCover":2752,"image":1194},"\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.",[2749,2668,2327,2750],"email verification api","email","\u002Fimg\u002Fblog\u002Fbest-email-verification-api-2026.png","\u002Fimg\u002Fblog\u002Fbest-email-verification-api-2026-card.png",{"path":2754,"title":2755,"description":21,"publishedAt":2756,"author":1194,"category":1216,"tags":2757,"readTime":1194,"cover":2760,"listingCover":1194,"image":1194},"\u002Fblog\u002Fakta-pro-is-now-available-on-monid","Akta Pro Is Now Available On Monid","2026-07-07",[2327,2758,2759,2668],"partner-tools","private-markets","\u002Fimg\u002Fblog\u002Fakta-pro-is-now-available-on-monid-v2.png",{"path":2762,"title":2763,"description":2764,"publishedAt":2765,"author":1194,"category":1216,"tags":2766,"readTime":1194,"cover":2769,"listingCover":1194,"image":1194},"\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",[2327,2758,2767,2768],"voice","phone","\u002Fimg\u002Fblog\u002Fyour-claude-code-can-now-make-phone-calls.png",{"path":2771,"title":2772,"description":2773,"publishedAt":2774,"author":1194,"category":1216,"tags":2775,"readTime":1194,"cover":2778,"listingCover":1194,"image":1194},"\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",[2776,2327,2777],"3d","creative-tools","\u002Fimg\u002Fblog\u002Fintroducing-suzanne-chatgpt-for-3d-models.png",{"path":2780,"title":2781,"description":2782,"publishedAt":2783,"author":1194,"category":1216,"tags":2784,"readTime":1194,"cover":2787,"listingCover":1194,"image":1194},"\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",[2327,2777,2785,2786],"image-generation","music-generation","\u002Fimg\u002Fblog\u002Fminimax-is-now-available-on-monid.png",1791431419485]