[{"data":1,"prerenderedAt":1843},["ShallowReactive",2],{"blog-guide-\u002Fblog\u002Fguides\u002Fweb-scraping-vs-api-wrong-question":3,"blog-guide-related-\u002Fblog\u002Fguides\u002Fweb-scraping-vs-api-wrong-question":879},{"id":4,"title":5,"author":6,"body":7,"category":858,"cover":859,"description":860,"draft":861,"extension":862,"image":863,"launchCta":863,"listingCover":864,"meta":865,"navigation":866,"ogImage":863,"path":867,"publishedAt":868,"readTime":869,"seo":870,"stem":871,"tags":872,"toolCategory":811,"updatedAt":868,"__hash__":878},"blogGuides\u002Fblog\u002Fguides\u002Fweb-scraping-vs-api-wrong-question.md","Web Scraping vs API: You Are Choosing a Maintainer","Jasper Li",{"type":8,"value":9,"toc":826},"minimark",[10,15,80,92,97,100,105,108,111,115,118,121,125,128,132,221,224,239,243,246,250,253,256,259,263,276,279,283,291,295,298,302,305,309,318,326,334,338,395,399,405,411,417,423,427,432,436,459,464,469,473,478,483,486,495,505,509,513,516,520,523,527,530,533,537,540,543,547,550,554,693,704,707,711,714,720,726,732,742,748,751,755,758,761,772,776,786,792,798,808,816,822],[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 check whether the data you want already has an endpoint.",[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 monid discover to see whether this data already has an endpoint\n","sh","",[23,24,25],"code",{"__ignoreMap":21},[26,27,30,34,38,41,44,47,50,53,56,59,62,65,68,71,74,77],"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}," monid",[26,51,52],{"class":36}," discover",[26,54,55],{"class":36}," to",[26,57,58],{"class":36}," see",[26,60,61],{"class":36}," whether",[26,63,64],{"class":36}," this",[26,66,67],{"class":36}," data",[26,69,70],{"class":36}," already",[26,72,73],{"class":36}," has",[26,75,76],{"class":36}," an",[26,78,79],{"class":36}," endpoint\n",[11,81,82,83,91],{},"Web scraping and an API both end in an HTTP request that returns the same facts about the world. A product's price is the price whether it arrived as JSON from a documented endpoint or as text pulled out of a page. So the comparison everybody runs, which is more reliable, which is cheaper, which is more legal, is comparing consequences. The cause underneath all three is who maintains the parser and whether anybody promised you anything. This guide sorts it on that axis, running through ",[84,85,90],"a",{"href":86,"rel":87},"https:\u002F\u002Fmonid.ai",[88,89],"noopener","noreferrer","Monid",", the OpenRouter for agent tools.",[93,94,96],"h2",{"id":95},"what-is-the-difference-between-web-scraping-and-an-api","What is the difference between web scraping and an API?",[11,98,99],{},"Not the transport, and not the data. Three things, in the order they decide outcomes.",[101,102,104],"h3",{"id":103},"who-wrote-the-contract","Who wrote the contract",[11,106,107],{},"An API is a promise: these fields, this shape, this notice before it changes. Scraping is an observation with no promise attached. The publisher owes you nothing and can restructure the page on a Tuesday for reasons entirely unrelated to you.",[11,109,110],{},"That single difference generates most of what people list as separate advantages. Reliability follows from the promise. Versioning follows from the promise. Support follows from the promise.",[101,112,114],{"id":113},"who-owns-the-extraction","Who owns the extraction",[11,116,117],{},"With an API, the publisher decided what the fields are and maintains the mapping from their internals to your response. With scraping, somebody wrote a parser over markup, and that somebody now owns it forever.",[11,119,120],{},"The question worth asking is not \"scrape or API\" but \"if the page changes next month, whose weekend does that consume\". There are three possible answers, and only one of them is you.",[101,122,124],{"id":123},"who-decided-what-is-exposed","Who decided what is exposed",[11,126,127],{},"An API shows what the publisher chose to expose, which is frequently less than the page shows. Pages routinely render fields no documented endpoint returns, which is why teams with perfectly good API access still scrape: the API is authoritative and incomplete.",[101,129,131],{"id":130},"the-comparison-as-usually-drawn","The comparison as usually drawn",[133,134,135,151],"table",{},[136,137,138],"thead",{},[139,140,141,145,148],"tr",{},[142,143,144],"th",{},"Aspect",[142,146,147],{},"Official API",[142,149,150],{},"Scraping",[152,153,154,166,177,188,199,210],"tbody",{},[139,155,156,160,163],{},[157,158,159],"td",{},"Contract",[157,161,162],{},"Yes",[157,164,165],{},"None",[139,167,168,171,174],{},[157,169,170],{},"Fields available",[157,172,173],{},"What they chose to expose",[157,175,176],{},"What the page renders",[139,178,179,182,185],{},[157,180,181],{},"Who maintains extraction",[157,183,184],{},"The publisher",[157,186,187],{},"Whoever wrote the parser",[139,189,190,193,196],{},[157,191,192],{},"Breaks when",[157,194,195],{},"They deprecate, with notice",[157,197,198],{},"They redesign, silently",[139,200,201,204,207],{},[157,202,203],{},"Cost",[157,205,206],{},"Their price, or free",[157,208,209],{},"Infrastructure plus maintenance",[139,211,212,215,218],{},[157,213,214],{},"Coverage",[157,216,217],{},"Their data only",[157,219,220],{},"Anything rendered",[11,222,223],{},"Rows one and three are causes. Everything else in that table follows from them, which is why sorting by the consequences produces arguments that never resolve.",[225,226,227],"blockquote",{},[11,228,229,230,234,235],{},"📖 ",[231,232,233],"strong",{},"See also"," ",[84,236,238],{"href":237},"\u002Fblog\u002Fguides\u002Fweb-scraping-tools-which-kind","Web Scraping Tools: Which Kind Do You Actually Need?",[93,240,242],{"id":241},"why-does-the-usual-comparison-mislead","Why does the usual comparison mislead?",[11,244,245],{},"Because it presents a choice you rarely have, and hides the one you do.",[101,247,249],{"id":248},"you-usually-do-not-get-to-choose","You usually do not get to choose",[11,251,252],{},"For most data most of the time there is no API. The site never published one, or published one that does not cover the fields you need, or restricted it to partners. Comparing scraping to an API that does not exist is not a decision, it is a wish.",[11,254,255],{},"Where an API does exist and covers your case, the comparison is usually not close: take the API. Nobody needs a thousand words to reach that conclusion.",[11,257,258],{},"So the genuinely undecided cases are narrow: the API exists but is incomplete, or it exists but the access terms do not fit, or it exists and costs more than the data is worth to you. Those are the ones worth thinking about, and none of them is answered by a reliability comparison.",[101,260,262],{"id":261},"reliability-is-not-a-property-of-the-method","Reliability is not a property of the method",[11,264,265,266,270,271,275],{},"An official API from a company that deprecates aggressively is less reliable than a scraping endpoint maintained by a vendor whose whole business is keeping it working. We have watched both happen inside a year: ",[84,267,269],{"href":268},"\u002Fblog\u002Fguides\u002Fbing-search-api-retired-alternatives","Bing's Search API retired",", taking every integration with it, and ",[84,272,274],{"href":273},"\u002Fblog\u002Fguides\u002Fproxycurl-shutdown-linkedin-data-alternatives","Proxycurl shut down",", taking a different set.",[11,277,278],{},"Neither event was about the method. Both were about a supplier making a business decision, which is a risk that attaches to whoever you depend on rather than to how the bytes arrive.",[101,280,282],{"id":281},"legality-is-a-spectrum-not-a-column","Legality is a spectrum, not a column",[11,284,285,286,290],{},"The legal question is real and it is not \"scraping bad, API good\". US courts have repeatedly declined to treat public, logged-out collection as computer intrusion, and the cases that went badly went badly on contract grounds, because the collector held an account. That is four separate axes, and the citations are in ",[84,287,289],{"href":288},"\u002Fblog\u002Fguides\u002Fis-web-scraping-legal-2026","Is Web Scraping Legal?",".",[101,292,294],{"id":293},"the-question-that-actually-decides-it","The question that actually decides it",[11,296,297],{},"Whose problem is it when this breaks. Yours, the publisher's, or a third party's. That question has three answers and each one is a different product, which is the next section.",[93,299,301],{"id":300},"how-do-you-decide-which-one-you-have","How do you decide which one you have?",[11,303,304],{},"Three questions, and the first two are answered by free commands rather than by reading.",[101,306,308],{"id":307},"for-agents","For agents",[11,310,311,312,317],{},"Grab an API key at ",[84,313,316],{"href":314,"rel":315},"https:\u002F\u002Fapp.monid.ai\u002F",[88,89],"app.monid.ai",", then paste this to your agent and hand it the key:",[16,319,324],{"className":320,"code":322,"language":323,"meta":21},[321],"language-text","set up https:\u002F\u002Fmonid.ai\u002FSKILL.md\n","text",[23,325,322],{"__ignoreMap":21},[11,327,328,329,290],{},"It learns the whole discover, inspect, run workflow itself. More in the ",[84,330,333],{"href":331,"rel":332},"https:\u002F\u002Fmonid.ai\u002Fdocs\u002Fguide\u002Fquickstart-skill",[88,89],"agent quickstart",[101,335,337],{"id":336},"for-humans","For humans",[16,339,343],{"className":340,"code":341,"language":342,"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",[23,344,345,360],{"__ignoreMap":21},[26,346,347,351,354,357],{"class":28,"line":29},[26,348,350],{"class":349},"sBMFI","npm",[26,352,353],{"class":36}," install",[26,355,356],{"class":36}," -g",[26,358,359],{"class":36}," @monid-ai\u002Fcli\n",[26,361,363,366,369,372,375,379,382,386,389,392],{"class":28,"line":362},2,[26,364,365],{"class":349},"monid",[26,367,368],{"class":36}," keys",[26,370,371],{"class":36}," add",[26,373,374],{"class":36}," -k",[26,376,378],{"class":377},"sMK4o"," \u003C",[26,380,381],{"class":36},"your-api-ke",[26,383,385],{"class":384},"sTEyZ","y",[26,387,388],{"class":377},">",[26,390,391],{"class":36}," -l",[26,393,394],{"class":36}," main\n",[101,396,398],{"id":397},"step-1-does-the-publisher-have-an-api-that-covers-your-fields","Step 1. Does the publisher have an API that covers your fields",[11,400,401,404],{},[231,402,403],{},"What it does."," Settles the easy case, which is more common than the ranking articles suggest.",[11,406,407,410],{},[231,408,409],{},"The call."," Not a command: read their developer documentation and check your specific field list against it, not the feature list.",[11,412,413,416],{},[231,414,415],{},"What comes back."," Usually one of three answers. It covers everything, in which case you are done. It exists and is missing the fields you came for, which is the interesting case. Or there is nothing, which is the other interesting case.",[11,418,419,422],{},[231,420,421],{},"What it costs."," Twenty minutes, and skipping it is how teams build scrapers against sites with perfectly good APIs.",[101,424,426],{"id":425},"step-2-has-somebody-already-built-and-maintained-the-extraction","Step 2. Has somebody already built and maintained the extraction",[11,428,429,431],{},[231,430,403],{}," Reveals the third option the binary hides.",[11,433,434],{},[231,435,409],{},[16,437,439],{"className":340,"code":438,"language":342,"meta":21,"style":21},"monid discover -q \"product listings with price and availability\"\n",[23,440,441],{"__ignoreMap":21},[26,442,443,445,447,450,453,456],{"class":28,"line":29},[26,444,365],{"class":349},[26,446,52],{"class":36},[26,448,449],{"class":36}," -q",[26,451,452],{"class":377}," \"",[26,454,455],{"class":36},"product listings with price and availability",[26,457,458],{"class":377},"\"\n",[11,460,461,463],{},[231,462,415],{}," A ranked list of endpoints with provider, price, billing shape and a verified flag. When something covers your target, the parser is somebody else's job. When nothing does, you have learned that in five seconds, which is itself the answer to the third question.",[11,465,466,468],{},[231,467,421],{}," Nothing. Discovery never bills.",[101,470,472],{"id":471},"step-3-decide-who-you-want-to-own-the-maintenance","Step 3. Decide who you want to own the maintenance",[11,474,475,477],{},[231,476,403],{}," Turns the choice into the one it actually is.",[11,479,480,482],{},[231,481,409],{}," No command. Three options and their honest costs.",[11,484,485],{},"The publisher owns it when you use their API, and you accept their field list and their deprecation policy. A third party owns it when you use a maintained endpoint, and you accept their coverage and their business risk. You own it when you write the parser, and you accept the maintenance forever in exchange for exactly the fields you want.",[11,487,488,490,491,290],{},[231,489,415],{}," A decision you can defend in six months, which the reliability comparison does not give you. There is a worked instance of exactly this choice, made on one platform with the real numbers on both sides, in ",[84,492,494],{"href":493},"\u002Fblog\u002Freal-cost-of-scraping-youtube-yourself","The Real Cost of Scraping YouTube Yourself",[225,496,497],{},[11,498,229,499,234,501],{},[231,500,233],{},[84,502,504],{"href":503},"\u002Fblog\u002Fguides\u002Fbrowser-automation-without-an-api","Browser Automation When the Site Has No API",[506,507],"skill-prompt",{"prompt":508},"I need price and stock for products on this site. Check whether an endpoint already covers it, and if not tell me whether the page renders those fields at all",[93,510,512],{"id":511},"what-about-a-scraping-api-which-sounds-like-both","What about a scraping API, which sounds like both?",[11,514,515],{},"It is the third option and it is what most readers of this question end up buying, so it deserves naming rather than sitting between the columns.",[101,517,519],{"id":518},"what-it-is","What it is",[11,521,522],{},"An endpoint you call like an API, whose implementation is scraping. You send a URL or an identifier and get structured data back. The vendor maintains the parser, supplies the exit address, handles rendering, and absorbs the target's redesigns.",[101,524,526],{"id":525},"what-it-inherits-from-each-side","What it inherits from each side",[11,528,529],{},"From the API side: a documented request shape, structured responses, a support relationship, and a bill instead of a maintenance burden.",[11,531,532],{},"From the scraping side: coverage of anything rendered rather than only what a publisher chose to expose, and a dependency on a target that never promised the vendor anything either.",[101,534,536],{"id":535},"the-risk-that-is-genuinely-its-own","The risk that is genuinely its own",[11,538,539],{},"You have added a party. The publisher can change the page, and the vendor can change their business. Proxycurl is the worked example of the second, and the honest lesson is that a maintained endpoint moves the maintenance without removing the dependency.",[11,541,542],{},"The mitigation is unglamorous: know which endpoint you would move to, and prefer providers where switching is a string change rather than a rewrite. That is most of the argument for a catalog over a direct integration, and it is a structural argument rather than a quality one.",[101,544,546],{"id":545},"when-it-is-clearly-the-right-shape","When it is clearly the right shape",[11,548,549],{},"Bursty volume, several targets, no appetite for infrastructure, and a job where the extraction is not your product. That describes a large share of the people who arrive at this question, which is why the binary framing sends them to the wrong answer.",[93,551,553],{"id":552},"which-endpoint-should-i-use-for-which-job","Which endpoint should I use for which job?",[133,555,556,578],{},[136,557,558],{},[139,559,560,563,566,569,572,575],{},[142,561,562],{},"Endpoint",[142,564,565],{},"What it does",[142,567,568],{},"Input",[142,570,571],{},"Output",[142,573,574],{},"Best for",[142,576,577],{},"Billing",[152,579,580,600,625,649,669],{},[139,581,582,585,588,591,594,597],{},[157,583,584],{},"Publisher's own API",[157,586,587],{},"Their data, their contract",[157,589,590],{},"Their auth",[157,592,593],{},"Their fields",[157,595,596],{},"It covers your fields",[157,598,599],{},"Their pricing",[139,601,602,610,613,616,619,622],{},[157,603,604],{},[84,605,607],{"href":606},"\u002Ftools\u002Fweb-extraction",[23,608,609],{},"context.dev\u002Fweb\u002Fextract",[157,611,612],{},"Any page to typed JSON",[157,614,615],{},"URL plus a JSON Schema",[157,617,618],{},"Typed fields",[157,620,621],{},"No endpoint exists for the target",[157,623,624],{},"Per result",[139,626,627,634,637,640,643,646],{},[157,628,629],{},[84,630,631],{"href":606},[23,632,633],{},"context.dev\u002Fweb\u002Fscrape\u002Fmarkdown",[157,635,636],{},"Any page to Markdown",[157,638,639],{},"A URL",[157,641,642],{},"Markdown, metadata, JSON-LD",[157,644,645],{},"You want prose or the page's structured data",[157,647,648],{},"Per call, misses free",[139,650,651,654,657,660,663,666],{},[157,652,653],{},"Site-specific endpoints",[157,655,656],{},"One target, parsed and maintained",[157,658,659],{},"Varies",[157,661,662],{},"Normalised fields",[157,664,665],{},"The target is popular",[157,667,668],{},"Per call or result",[139,670,671,678,681,684,687,690],{},[157,672,673],{},[84,674,675],{"href":606},[23,676,677],{},"context.dev\u002Fweb\u002Fcrawl",[157,679,680],{},"A whole site",[157,682,683],{},"Start URL, depth, cap",[157,685,686],{},"Markdown per page",[157,688,689],{},"Many pages of one shape",[157,691,692],{},"Per page",[11,694,695,696,699,700,290],{},"Every Monid row was verified with ",[23,697,698],{},"monid inspect"," on 2026-08-31. The table gives billing shape rather than figures; shape drives design and current numbers live on ",[84,701,703],{"href":702},"\u002Ftools","monid.ai\u002Ftools",[11,705,706],{},"Work down that table and stop at the first row that covers your case, because each row below costs more attention than the one above. The first row is free in the sense that matters: nobody is maintaining a parser for you because nobody needs to.",[93,708,710],{"id":709},"when-is-scraping-clearly-wrong","When is scraping clearly wrong?",[11,712,713],{},"Five cases, and this section is longer than usual because this question is the centre of our own positioning and a short version would not be honest.",[11,715,716,719],{},[231,717,718],{},"The API covers your fields."," Use it. It is authoritative, it is versioned, somebody is on the hook, and you get deprecation notices. There is no scraping argument that beats a good API for data it actually contains, and if you are scraping a site whose API would have answered you, that is a mistake rather than a trade-off.",[11,721,722,725],{},[231,723,724],{},"You need data behind a login."," The legal position is materially different from public collection and the cases that went badly went badly here. That is a conversation with a lawyer rather than a technical decision.",[11,727,728,731],{},[231,729,730],{},"The publisher licenses the data."," If there is a commercial feed and your objection is the price, that is a negotiation you are having with yourself. Losing it in court costs more than the licence, and this covers most of financial, property and legal data.",[11,733,734,737,738,290],{},[231,735,736],{},"You need completeness guarantees."," Scraping observes what is rendered. A missing item is indistinguishable from an item that does not exist, and no amount of engineering closes that gap. If the deliverable is \"every X\", buy a compiled dataset, and the trade-offs there are in ",[84,739,741],{"href":740},"\u002Fblog\u002Fguides\u002Fb2b-data-provider-dataset-vs-api","B2B Data Providers: Buy the Dataset or Call the API?",[11,743,744,747],{},[231,745,746],{},"A broken field is a customer incident."," Then you want a contract, and an undocumented source is the wrong dependency at any price. This is true of a scraping vendor as much as of your own parser.",[11,749,750],{},"And the disclosure this section exists for: you are reading Monid's blog, we sell per-call access to endpoints, most of which are scraping underneath. We benefit commercially from you concluding that a maintained endpoint is the answer. On all five cases above it is not, and we would rather say so here than have you discover it later.",[93,752,754],{"id":753},"conclusion","Conclusion",[11,756,757],{},"Web scraping versus API is a comparison of two implementations of the same request, which is why it never resolves on the terms people argue it. The facts are the same facts. What differs is who wrote the contract, who owns the parser, and who decided which fields exist at all.",[11,759,760],{},"Ask instead whose problem it is when the source changes. If the publisher's API covers your fields, it is theirs and you should take that deal without further thought. If it does not, the real choice is between owning a parser forever and renting one from somebody whose business is keeping it working, and that is a resourcing decision rather than a technical one.",[11,762,763,764,767,768,290],{},"Free next step: run ",[23,765,766],{},"monid discover"," with a plain description of the data you want, before deciding anything. It costs nothing, it takes a minute, and it frequently reveals that the binary you were about to choose between had a third option sitting in it. Start at ",[84,769,771],{"href":86,"rel":770},[88,89],"monid.ai",[93,773,775],{"id":774},"faq","FAQ",[777,778,780],"faq-item",{"q":779},"Is web scraping legal compared to using an API?",[11,781,782,783,785],{},"Using a documented API under its terms is unambiguous; scraping is a spectrum rather than a verdict. US courts have repeatedly declined to treat public, logged-out collection of public pages as computer intrusion, and the cases that went badly for the collector turned on contract, because they held accounts. Four axes decide exposure: were you logged in, was the data public, did you copy expression or read facts, and did you defeat a protection measure. The citations are in ",[84,784,289],{"href":288},", and none of this is legal advice.",[777,787,789],{"q":788},"Is scraping cheaper than paying for an API?",[11,790,791],{},"Only if you price your own maintenance at zero, which is the error that makes the comparison look one-sided. A scraper's visible cost is infrastructure and proxies; its real cost adds the engineer who fixes it after a redesign and the value of the days when it was silently returning nothing. An honest comparison puts the API's price against the endpoint's price plus that maintenance, and at low volume the API frequently wins on the arithmetic people were sure it lost.",[777,793,795],{"q":794},"Which is more reliable, scraping or an API?",[11,796,797],{},"The wrong axis, because reliability attaches to the supplier rather than to the method. Microsoft retired the Bing Search API and Proxycurl shut down within a year of each other; one was an official API and one was a scraping vendor, and both took integrations with them. What predicts reliability is how central the data is to the supplier's business and how easily you could move, not whether the bytes arrived as documented JSON or as parsed markup.",[777,799,801],{"q":800},"What should an AI agent do when both exist?",[11,802,803,804,290],{},"Prefer the publisher's API when it covers the fields, because the contract is worth more to something running unattended than to a person who would notice a break. When it does not, an agent needs an endpoint it can discover and call at run time rather than an integration a developer wired in advance, since the whole point is handling targets nobody anticipated. That distinction, and what it costs, is worked through in ",[84,805,807],{"href":806},"\u002Fblog\u002Fguides\u002Fbright-data-mcp-what-you-are-installing","Bright Data MCP: What Are You Actually Installing?",[809,810,813],"tool-cta",{"category":811,"title":812},"web-extraction","Check for the third option first",[11,814,815],{},"Discover whether an endpoint already covers your target, read its schema and price for free, then decide who maintains the parser.",[11,817,818],{},[819,820,821],"em",{},"Last updated August 2026.",[823,824,825],"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":362,"depth":362,"links":827},[828,835,841,848,854,855,856,857],{"id":95,"depth":362,"text":96,"children":829},[830,832,833,834],{"id":103,"depth":831,"text":104},3,{"id":113,"depth":831,"text":114},{"id":123,"depth":831,"text":124},{"id":130,"depth":831,"text":131},{"id":241,"depth":362,"text":242,"children":836},[837,838,839,840],{"id":248,"depth":831,"text":249},{"id":261,"depth":831,"text":262},{"id":281,"depth":831,"text":282},{"id":293,"depth":831,"text":294},{"id":300,"depth":362,"text":301,"children":842},[843,844,845,846,847],{"id":307,"depth":831,"text":308},{"id":336,"depth":831,"text":337},{"id":397,"depth":831,"text":398},{"id":425,"depth":831,"text":426},{"id":471,"depth":831,"text":472},{"id":511,"depth":362,"text":512,"children":849},[850,851,852,853],{"id":518,"depth":831,"text":519},{"id":525,"depth":831,"text":526},{"id":535,"depth":831,"text":536},{"id":545,"depth":831,"text":546},{"id":552,"depth":362,"text":553},{"id":709,"depth":362,"text":710},{"id":753,"depth":362,"text":754},{"id":774,"depth":362,"text":775},"Search & RAG","\u002Fimg\u002Fblog\u002Fweb-scraping-vs-api-wrong-question.png","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.",false,"md",null,"\u002Fimg\u002Fblog\u002Fweb-scraping-vs-api-wrong-question-card.png",{},true,"\u002Fblog\u002Fguides\u002Fweb-scraping-vs-api-wrong-question","2026-08-31","11 min",{"title":5,"description":860},"blog\u002Fguides\u002Fweb-scraping-vs-api-wrong-question",[873,874,875,876,877],"web scraping vs api","data acquisition","buy vs build","scraping api","ai agents","LE2lDPH5TtD-gD1B746yvkd-RjonRuvrs8TJyM93_aY",[880,894,907,921,933,945,958,970,983,995,1009,1021,1033,1045,1058,1070,1072,1083,1094,1106,1118,1126,1138,1149,1160,1171,1183,1193,1203,1212,1222,1232,1244,1257,1268,1278,1289,1300,1311,1322,1331,1341,1351,1361,1368,1375,1385,1395,1405,1416,1428,1435,1445,1453,1461,1471,1480,1491,1499,1508,1518,1529,1539,1549,1558,1568,1579,1588,1597,1608,1618,1626,1637,1647,1657,1665,1675,1685,1693,1702,1710,1720,1730,1742,1751,1761,1770,1779,1790,1799,1808,1816,1825,1834],{"path":881,"title":882,"description":883,"publishedAt":884,"author":6,"category":885,"tags":886,"readTime":869,"cover":892,"listingCover":893,"image":863},"\u002Fblog\u002Fguides\u002Fare-instagram-engagement-trackers-accurate","Are Instagram Follower and Engagement Trackers Accurate?","Two providers disagreed by 2 followers out of 104 million. The same 12 posts gave 0.096% or 0.334% engagement depending on one undocumented choice.","2026-09-03","Social data",[887,888,889,890,891],"instagram engagement rate","follower count accuracy","influencer vetting","social data","instagram api","\u002Fimg\u002Fblog\u002Fare-instagram-engagement-trackers-accurate.png","\u002Fimg\u002Fblog\u002Fare-instagram-engagement-trackers-accurate-card.png",{"path":895,"title":896,"description":897,"publishedAt":884,"author":6,"category":898,"tags":899,"readTime":869,"cover":905,"listingCover":906,"image":863},"\u002Fblog\u002Fguides\u002Fbounce-rates-and-spam-traps-when-validating-email","Bounce Rates and Spam Traps When Validating an Email List","A verifier returned twelve fields for three addresses. None of them was spam_trap, and none could be. Here is what verification fixes and what it cannot.","Sales & enrichment",[900,901,902,903,904],"spam traps","email bounce rate","email verification","deliverability","list hygiene","\u002Fimg\u002Fblog\u002Fbounce-rates-and-spam-traps-when-validating-email.png","\u002Fimg\u002Fblog\u002Fbounce-rates-and-spam-traps-when-validating-email-card.png",{"path":908,"title":909,"description":910,"publishedAt":884,"author":6,"category":911,"tags":912,"readTime":918,"cover":919,"listingCover":920,"image":863},"\u002Fblog\u002Fguides\u002Frate-limit-calls-to-a-third-party-api","How to Rate Limit Calls to a Third Party API","Six real failure responses collected over three days. Only one of them meant slow down, and telling them apart matters more than any backoff algorithm.","Product",[913,914,915,916,917],"rate limiting","retry backoff","429 too many requests","api reliability","concurrency","12 min","\u002Fimg\u002Fblog\u002Frate-limit-calls-to-a-third-party-api.png","\u002Fimg\u002Fblog\u002Frate-limit-calls-to-a-third-party-api-card.png",{"path":922,"title":923,"description":924,"publishedAt":884,"author":6,"category":898,"tags":925,"readTime":869,"cover":931,"listingCover":932,"image":863},"\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.",[926,927,928,929,930],"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":934,"title":935,"description":936,"publishedAt":884,"author":6,"category":911,"tags":937,"readTime":918,"cover":943,"listingCover":944,"image":863},"\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.",[938,939,940,941,942],"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":946,"title":947,"description":948,"publishedAt":949,"author":6,"category":911,"tags":950,"readTime":918,"cover":956,"listingCover":957,"image":863},"\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",[951,952,953,954,955],"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":959,"title":960,"description":961,"publishedAt":949,"author":6,"category":858,"tags":962,"readTime":869,"cover":968,"listingCover":969,"image":863},"\u002Fblog\u002Fguides\u002Ffind-all-urls-on-a-domain","Find All URLs on a Domain: Why the Sitemap Route Usually Stops","Four domains, one sitemap endpoint. Three returned an index and no URL count at all. A sitemap gives you a map of a site, not a list of its pages.",[963,964,965,966,967],"find all urls on a domain","sitemap parser","site crawl","url discovery","seo audit","\u002Fimg\u002Fblog\u002Ffind-all-urls-on-a-domain.png","\u002Fimg\u002Fblog\u002Ffind-all-urls-on-a-domain-card.png",{"path":971,"title":972,"description":973,"publishedAt":949,"author":6,"category":974,"tags":975,"readTime":918,"cover":981,"listingCover":982,"image":863},"\u002Fblog\u002Fguides\u002Fmls-real-estate-api-without-mls-access","MLS Real Estate API: What You Get When You Cannot Get MLS","MLS access needs a licence and a broker. Two public sources returned 40 listings and 48 agents with phones. What they carry, and what they do not.","Local data",[976,977,978,979,980],"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":984,"title":985,"description":986,"publishedAt":949,"author":6,"category":911,"tags":987,"readTime":869,"cover":993,"listingCover":994,"image":863},"\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.",[988,989,990,991,992],"simply wall st api","stock fundamentals api","income statement api","financial data","graphql","\u002Fimg\u002Fblog\u002Fsimply-wall-st-graphql-api-fundamentals.png","\u002Fimg\u002Fblog\u002Fsimply-wall-st-graphql-api-fundamentals-card.png",{"path":996,"title":997,"description":998,"publishedAt":999,"author":6,"category":1000,"tags":1001,"readTime":869,"cover":1007,"listingCover":1008,"image":863},"\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","Ecommerce",[1002,1003,1004,1005,1006],"amazon asin scraper","asin lookup","ecommerce data","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":1010,"title":1011,"description":1012,"publishedAt":999,"author":6,"category":911,"tags":1013,"readTime":918,"cover":1019,"listingCover":1020,"image":863},"\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.",[1014,1015,1016,1017,1018],"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":1022,"title":1023,"description":1024,"publishedAt":999,"author":6,"category":898,"tags":1025,"readTime":869,"cover":1031,"listingCover":1032,"image":863},"\u002Fblog\u002Fguides\u002Fextracting-leadership-contact-information","Extracting Leadership Contact Information Without Paying to Look","Hunter's multi-domain search returned 404,695 matching executives for free, names masked and titles visible. You pay only for the addresses you choose.",[1026,1027,1028,1029,1030],"leadership contact information","executive contact data","decision maker search","hunter io","b2b prospecting","\u002Fimg\u002Fblog\u002Fextracting-leadership-contact-information.png","\u002Fimg\u002Fblog\u002Fextracting-leadership-contact-information-card.png",{"path":1034,"title":1035,"description":1036,"publishedAt":999,"author":6,"category":911,"tags":1037,"readTime":918,"cover":1043,"listingCover":1044,"image":863},"\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.",[1038,1039,1040,1041,1042],"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":1046,"title":1047,"description":1048,"publishedAt":868,"author":6,"category":858,"tags":1049,"readTime":1055,"cover":1056,"listingCover":1057,"image":863},"\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.",[1050,1051,1052,1053,1054],"c# web scraping","htmlagilitypack","dotnet","web extraction","playwright","10 min","\u002Fimg\u002Fblog\u002Fc-sharp-web-scraping-without-the-stack.png","\u002Fimg\u002Fblog\u002Fc-sharp-web-scraping-without-the-stack-card.png",{"path":1059,"title":1060,"description":1061,"publishedAt":868,"author":6,"category":898,"tags":1062,"readTime":869,"cover":1068,"listingCover":1069,"image":863},"\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.",[1063,1064,1065,1066,1067],"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":867,"title":5,"description":860,"publishedAt":868,"author":6,"category":858,"tags":1071,"readTime":869,"cover":859,"listingCover":864,"image":863},[873,874,875,876,877],{"path":1073,"title":1074,"description":1075,"publishedAt":868,"author":6,"category":858,"tags":1076,"readTime":869,"cover":1081,"listingCover":1082,"image":863},"\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.",[1077,1078,1079,1053,1080],"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":1084,"title":1085,"description":1086,"publishedAt":868,"author":6,"category":974,"tags":1087,"readTime":869,"cover":1092,"listingCover":1093,"image":863},"\u002Fblog\u002Fguides\u002Fzillow-scraper-what-the-listing-carries","Zillow Scraper: What One Listing Record Carries","A live search returns zpid, unformatted price, beds and the detail URL. Five endpoints split by intent, and the sold one is the underrated half.",[1088,1089,978,1090,1091],"zillow scraper","real estate api","local data","listings","\u002Fimg\u002Fblog\u002Fzillow-scraper-what-the-listing-carries.png","\u002Fimg\u002Fblog\u002Fzillow-scraper-what-the-listing-carries-card.png",{"path":1095,"title":1096,"description":1097,"publishedAt":1098,"author":6,"category":1099,"tags":1100,"readTime":869,"cover":1104,"listingCover":1105,"image":863},"\u002Fblog\u002Fguides\u002Fad-agent-auction-outside-the-account","Soku Runs the Campaign. The Auction Sits Outside It.","One small advertiser shares a single keyword with a bidder running 198,105 of them. An ad agent optimising inside its own account cannot see that.","2026-08-30","Ads intelligence",[1101,1102,1103,877],"paid search","ad agents","competitor intelligence","\u002Fimg\u002Fblog\u002Fad-agent-auction-outside-the-account.png","\u002Fimg\u002Fblog\u002Fad-agent-auction-outside-the-account-card.png",{"path":1107,"title":1108,"description":1109,"publishedAt":1098,"author":6,"category":858,"tags":1110,"readTime":869,"cover":1116,"listingCover":1117,"image":863},"\u002Fblog\u002Fguides\u002Fbing-serp-tracker-after-the-api","Bing SERP Tracker: What to Use After the API Retired","Microsoft retired the Search API, so a Bing position now comes from three places. One is free and first-party, and most articles do not mention it.",[1111,1112,1113,1114,1115],"bing serp tracker","bing rank tracking","serp api","bing webmaster tools","rank tracking","\u002Fimg\u002Fblog\u002Fbing-serp-tracker-after-the-api.png","\u002Fimg\u002Fblog\u002Fbing-serp-tracker-after-the-api-card.png",{"path":503,"title":504,"description":1119,"publishedAt":1098,"author":6,"category":911,"tags":1120,"readTime":869,"cover":1124,"listingCover":1125,"image":863},"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.",[1042,1121,1122,1123,877],"antidetect browser","nodriver","no api","\u002Fimg\u002Fblog\u002Fbrowser-automation-without-an-api.png","\u002Fimg\u002Fblog\u002Fbrowser-automation-without-an-api-card.png",{"path":1127,"title":1128,"description":1129,"publishedAt":1098,"author":6,"category":898,"tags":1130,"readTime":869,"cover":1136,"listingCover":1137,"image":863},"\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.",[1131,1132,1133,1134,1135],"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":1139,"title":1140,"description":1141,"publishedAt":1098,"author":6,"category":898,"tags":1142,"readTime":869,"cover":1147,"listingCover":1148,"image":863},"\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.",[1143,1144,1145,1146],"lead enrichment","forms","progressive profiling","workflow automation","\u002Fimg\u002Fblog\u002Fmid-form-enrichment-fewer-questions.png","\u002Fimg\u002Fblog\u002Fmid-form-enrichment-fewer-questions-card.png",{"path":1150,"title":1151,"description":1152,"publishedAt":1098,"author":6,"category":858,"tags":1153,"readTime":1055,"cover":1158,"listingCover":1159,"image":863},"\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.",[1154,1155,1156,1157,1053],"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":1161,"title":1162,"description":1163,"publishedAt":1098,"author":6,"category":858,"tags":1164,"readTime":869,"cover":1169,"listingCover":1170,"image":863},"\u002Fblog\u002Fguides\u002Fserp-history-track-the-shape","SERP History: Track the Page's Shape, Not Just Your Rank","A flat position line hides the month an AI Overview appeared and took the clicks. We have 45 keywords on page one and zero clicks. Here is what to record.",[1165,1166,1167,1115,1168],"serp history","paa seo","ai overview","serp features","\u002Fimg\u002Fblog\u002Fserp-history-track-the-shape.png","\u002Fimg\u002Fblog\u002Fserp-history-track-the-shape-card.png",{"path":1172,"title":1173,"description":1174,"publishedAt":1175,"author":6,"category":858,"tags":1176,"readTime":869,"cover":1181,"listingCover":1182,"image":863},"\u002Fblog\u002Fguides\u002Fbrave-search-api-what-you-can-keep","Brave Search API: Check What You Are Allowed to Keep","An independent index at a fair price, with one clause that decides whether it fits: result storage is granted per plan, and most builds need to store.","2026-08-27",[1177,1178,1179,1180,1115],"brave search api","search api","independent index","rag","\u002Fimg\u002Fblog\u002Fbrave-search-api-what-you-can-keep.png","\u002Fimg\u002Fblog\u002Fbrave-search-api-what-you-can-keep-card.png",{"path":1184,"title":1185,"description":1186,"publishedAt":1175,"author":6,"category":858,"tags":1187,"readTime":869,"cover":1191,"listingCover":1192,"image":863},"\u002Fblog\u002Fguides\u002Fgoogle-search-url-parameters","Google Search URL Parameters: What Still Works in 2026","Google silently killed num in September 2025. Here is the current list, which ones are official, and which are community guesses you should not depend on.",[1188,1113,1115,1189,1190],"google search url parameters","udm","search operators","\u002Fimg\u002Fblog\u002Fgoogle-search-url-parameters.png","\u002Fimg\u002Fblog\u002Fgoogle-search-url-parameters-card.png",{"path":1194,"title":1195,"description":1196,"publishedAt":1175,"author":6,"category":885,"tags":1197,"readTime":869,"cover":1201,"listingCover":1202,"image":863},"\u002Fblog\u002Fguides\u002Finstagram-api-which-one-in-2026","What Is the Best Instagram API in 2026?","Four products answer to the name: Meta's Graph API, the private mobile API, hosted actors, metered endpoints. One question decides which.",[891,1198,890,1199,1200],"instagram graph api","tikhub","apify","\u002Fimg\u002Fblog\u002Finstagram-api-which-one-in-2026.png","\u002Fimg\u002Fblog\u002Finstagram-api-which-one-in-2026-card.png",{"path":1204,"title":1205,"description":1206,"publishedAt":1175,"author":6,"category":885,"tags":1207,"readTime":869,"cover":1210,"listingCover":1211,"image":863},"\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.",[1208,1209,890,1199,1200],"tiktok scraper","tiktok api","\u002Fimg\u002Fblog\u002Ftiktok-scraper-which-endpoint.png","\u002Fimg\u002Fblog\u002Ftiktok-scraper-which-endpoint-card.png",{"path":1213,"title":1214,"description":1215,"publishedAt":1175,"author":6,"category":858,"tags":1216,"readTime":869,"cover":1220,"listingCover":1221,"image":863},"\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.",[1217,1218,875,1219,876],"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":806,"title":807,"description":1223,"publishedAt":1224,"author":6,"category":911,"tags":1225,"readTime":869,"cover":1230,"listingCover":1231,"image":863},"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",[1226,1227,877,1228,1229],"bright data mcp","mcp server","web data","tool calling","\u002Fimg\u002Fblog\u002Fbright-data-mcp-what-you-are-installing.png","\u002Fimg\u002Fblog\u002Fbright-data-mcp-what-you-are-installing-card.png",{"path":1233,"title":1234,"description":1235,"publishedAt":1224,"author":6,"category":898,"tags":1236,"readTime":869,"cover":1242,"listingCover":1243,"image":863},"\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.",[1237,1238,1239,1240,1241],"clay alternatives","waterfall enrichment","lead enrichment api","data enrichment","gtm","\u002Fimg\u002Fblog\u002Fclay-alternatives-waterfall-enrichment.png","\u002Fimg\u002Fblog\u002Fclay-alternatives-waterfall-enrichment-card.png",{"path":1245,"title":1246,"description":1247,"publishedAt":1224,"author":6,"category":1248,"tags":1249,"readTime":1055,"cover":1255,"listingCover":1256,"image":863},"\u002Fblog\u002Fguides\u002Felevenlabs-alternatives-three-complaints","ElevenLabs Alternatives: Price, Voice, or Plumbing?","Three different complaints hide under one search. Only one of them needs a different provider, and the other two have cheaper fixes on the same one.","Generative media",[1250,1251,1252,1253,1254],"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":1258,"title":1259,"description":1260,"publishedAt":1224,"author":6,"category":858,"tags":1261,"readTime":869,"cover":1266,"listingCover":1267,"image":863},"\u002Fblog\u002Fguides\u002Frank-tracking-api-store-the-position","Rank Tracking API: The Hard Part Is Not the Fetch","Getting today's position is one cheap call. The product is yesterday's position, identical parameters, and knowing what moved. Here is the whole shape.",[1262,1263,1264,1265,1178],"rank tracking api","bing rank tracker","serp tracking","seo api","\u002Fimg\u002Fblog\u002Frank-tracking-api-store-the-position.png","\u002Fimg\u002Fblog\u002Frank-tracking-api-store-the-position-card.png",{"path":1269,"title":1270,"description":1271,"publishedAt":1224,"author":6,"category":1248,"tags":1272,"readTime":869,"cover":1276,"listingCover":1277,"image":863},"\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.",[1273,1274,1275,877],"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":740,"title":741,"description":1279,"publishedAt":1280,"author":6,"category":898,"tags":1281,"readTime":869,"cover":1287,"listingCover":1288,"image":863},"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",[1282,1283,1284,1285,1286],"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":1290,"title":1291,"description":1292,"publishedAt":1280,"author":6,"category":858,"tags":1293,"readTime":869,"cover":1298,"listingCover":1299,"image":863},"\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.",[1294,1295,1180,1296,1297],"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":288,"title":1301,"description":1302,"publishedAt":1280,"author":6,"category":858,"tags":1303,"readTime":918,"cover":1309,"listingCover":1310,"image":863},"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.",[1304,1305,1306,1307,1308],"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":1312,"title":1313,"description":1314,"publishedAt":1280,"author":6,"category":858,"tags":1315,"readTime":869,"cover":1320,"listingCover":1321,"image":863},"\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.",[1316,1317,1180,1318,1319],"news scraping","news api","media monitoring","web search","\u002Fimg\u002Fblog\u002Fweb-scraping-news-articles.png","\u002Fimg\u002Fblog\u002Fweb-scraping-news-articles-card.png",{"path":1323,"title":1324,"description":1325,"publishedAt":1280,"author":6,"category":885,"tags":1326,"readTime":869,"cover":1329,"listingCover":1330,"image":863},"\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.",[1327,1328,890,1200,1199],"youtube scraper","youtube data api","\u002Fimg\u002Fblog\u002Fyoutube-scraper-past-the-quota.png","\u002Fimg\u002Fblog\u002Fyoutube-scraper-past-the-quota-card.png",{"path":1332,"title":1333,"description":1334,"publishedAt":1335,"author":6,"category":911,"tags":1336,"readTime":918,"cover":1339,"listingCover":1340,"image":863},"\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",[1337,1042,877,1054,1338],"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":1342,"title":1343,"description":1344,"publishedAt":1335,"author":6,"category":858,"tags":1345,"readTime":918,"cover":1349,"listingCover":1350,"image":863},"\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.",[1346,1347,1017,877,1348],"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":1352,"title":1353,"description":1354,"publishedAt":1335,"author":6,"category":858,"tags":1355,"readTime":918,"cover":1359,"listingCover":1360,"image":863},"\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.",[1356,1017,1357,1358,877],"python","beautifulsoup","selenium","\u002Fimg\u002Fblog\u002Fpython-web-scraping-without-a-scraper.png","\u002Fimg\u002Fblog\u002Fpython-web-scraping-without-a-scraper-card.png",{"path":1362,"title":1363,"description":1364,"publishedAt":1335,"author":6,"category":858,"tags":1365,"readTime":918,"cover":1366,"listingCover":1367,"image":863},"\u002Fblog\u002Fguides\u002Fserp-api-for-ai-agents","What Is a SERP API, and Which Kind Do You Need?","A SERP API is three products under one name: a Google mirror, an independent index, and a read-through fetcher. The difference decides which one is yours.",[1113,1178,1319,877,1180],"\u002Fimg\u002Fblog\u002Fserp-api-for-ai-agents.png","\u002Fimg\u002Fblog\u002Fserp-api-for-ai-agents-card.png",{"path":237,"title":238,"description":1369,"publishedAt":1335,"author":6,"category":858,"tags":1370,"readTime":918,"cover":1373,"listingCover":1374,"image":863},"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.",[1371,1372,876,877,1200],"web scraping tools","no code scraper","\u002Fimg\u002Fblog\u002Fweb-scraping-tools-which-kind.png","\u002Fimg\u002Fblog\u002Fweb-scraping-tools-which-kind-card.png",{"path":1376,"title":1377,"description":1378,"publishedAt":1379,"author":6,"category":1000,"tags":1380,"readTime":918,"cover":1383,"listingCover":1384,"image":863},"\u002Fblog\u002Fguides\u002Fautonomous-store-agent-outside-data","Runner AI Runs the Store. Monid Feeds It the Market.","One call returned 48 competitors: prices from $3.99 to $59.97 and an incumbent with 136,609 reviews. No store dashboard contains that, and agents need it.","2026-08-20",[1381,877,1004,1382],"agentic commerce","autonomous business","\u002Fimg\u002Fblog\u002Fautonomous-store-agent-outside-data.png","\u002Fimg\u002Fblog\u002Fautonomous-store-agent-outside-data-card.png",{"path":268,"title":1386,"description":1387,"publishedAt":1379,"author":6,"category":858,"tags":1388,"readTime":918,"cover":1393,"listingCover":1394,"image":863},"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.",[1389,1390,1391,1180,1392],"search","web","api","agents","\u002Fimg\u002Fblog\u002Fbing-search-api-retired-alternatives.png","\u002Fimg\u002Fblog\u002Fbing-search-api-retired-alternatives-card.png",{"path":1396,"title":1397,"description":1398,"publishedAt":1379,"author":6,"category":858,"tags":1399,"readTime":869,"cover":1403,"listingCover":1404,"image":863},"\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.",[1180,1400,1401,1402,1296],"embeddings","pdf","ocr","\u002Fimg\u002Fblog\u002Fingest-mixed-documents-llm-embedding.png","\u002Fimg\u002Fblog\u002Fingest-mixed-documents-llm-embedding-card.png",{"path":1406,"title":1407,"description":1408,"publishedAt":1379,"author":6,"category":885,"tags":1409,"readTime":918,"cover":1414,"listingCover":1415,"image":863},"\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.",[1410,1411,1391,1412,1413],"instagram","social","creators","engagement","\u002Fimg\u002Fblog\u002Finstagram-follower-engagement-api.png","\u002Fimg\u002Fblog\u002Finstagram-follower-engagement-api-card.png",{"path":1417,"title":1418,"description":1419,"publishedAt":1379,"author":6,"category":911,"tags":1420,"readTime":918,"cover":1426,"listingCover":1427,"image":863},"\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.",[1421,1422,1423,1424,1425],"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":1429,"title":1430,"description":1431,"publishedAt":1379,"author":6,"category":911,"tags":1432,"readTime":918,"cover":1433,"listingCover":1434,"image":863},"\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.",[1423,1391,1424,877,1229],"\u002Fimg\u002Fblog\u002Fmcp-vs-api-for-ai-agents.png","\u002Fimg\u002Fblog\u002Fmcp-vs-api-for-ai-agents-card.png",{"path":1436,"title":1437,"description":1438,"publishedAt":1379,"author":6,"category":911,"tags":1439,"readTime":869,"cover":1443,"listingCover":1444,"image":863},"\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.",[1440,1441,1442,1080,1392],"n8n","automation","enrichment","\u002Fimg\u002Fblog\u002Fn8n-data-layer-scraping-enrichment.png","\u002Fimg\u002Fblog\u002Fn8n-data-layer-scraping-enrichment-card.png",{"path":1446,"title":1447,"description":1448,"publishedAt":1379,"author":6,"category":911,"tags":1449,"readTime":918,"cover":1451,"listingCover":1452,"image":863},"\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.",[1450,1421,1424,1423,1425],"openrouter","\u002Fimg\u002Fblog\u002Fopenrouter-alternatives-after-stripe.png","\u002Fimg\u002Fblog\u002Fopenrouter-alternatives-after-stripe-card.png",{"path":1454,"title":1455,"description":1456,"publishedAt":1379,"author":6,"category":911,"tags":1457,"readTime":918,"cover":1459,"listingCover":1460,"image":863},"\u002Fblog\u002Fguides\u002Fopenrouter-mcp-server-tool-layer","Is OpenRouter an MCP Server? What It Actually Exposes","Yes, OpenRouter has an MCP server, and it exposes OpenRouter. Here is what it does, what it does not, and how to give the same agent real tools.",[1450,1423,1424,1458,1229],"claude code","\u002Fimg\u002Fblog\u002Fopenrouter-mcp-server-tool-layer.png","\u002Fimg\u002Fblog\u002Fopenrouter-mcp-server-tool-layer-card.png",{"path":1462,"title":1463,"description":1464,"publishedAt":1379,"author":6,"category":898,"tags":1465,"readTime":918,"cover":1469,"listingCover":1470,"image":863},"\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.",[1466,1467,1468,877],"people search api","agentic api","prospecting","\u002Fimg\u002Fblog\u002Fprompt-instead-of-filters-people-search.png","\u002Fimg\u002Fblog\u002Fprompt-instead-of-filters-people-search-card.png",{"path":273,"title":1472,"description":1473,"publishedAt":1379,"author":6,"category":898,"tags":1474,"readTime":918,"cover":1478,"listingCover":1479,"image":863},"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.",[1475,1442,1391,1476,1477],"linkedin","sales","leads","\u002Fimg\u002Fblog\u002Fproxycurl-shutdown-linkedin-data-alternatives.png","\u002Fimg\u002Fblog\u002Fproxycurl-shutdown-linkedin-data-alternatives-card.png",{"path":1481,"title":1482,"description":1483,"publishedAt":1379,"author":6,"category":885,"tags":1484,"readTime":918,"cover":1489,"listingCover":1490,"image":863},"\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.",[1485,1486,1487,1488],"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":1492,"title":1493,"description":1494,"publishedAt":1379,"author":6,"category":885,"tags":1495,"readTime":918,"cover":1497,"listingCover":1498,"image":863},"\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.",[1208,1496,1487,1486],"content audit","\u002Fimg\u002Fblog\u002Ftiktok-scraper-catalogue-audit.png","\u002Fimg\u002Fblog\u002Ftiktok-scraper-catalogue-audit-card.png",{"path":1500,"title":1501,"description":1502,"publishedAt":1379,"author":6,"category":911,"tags":1503,"readTime":1505,"cover":1506,"listingCover":1507,"image":863},"\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.",[1423,1504,1424,877,1425],"mcp gateway","13 min","\u002Fimg\u002Fblog\u002Fwhat-is-an-mcp-gateway.png","\u002Fimg\u002Fblog\u002Fwhat-is-an-mcp-gateway-card.png",{"path":1509,"title":1510,"description":1511,"publishedAt":1379,"author":6,"category":885,"tags":1512,"readTime":918,"cover":1516,"listingCover":1517,"image":863},"\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.",[1513,1514,1065,1515],"twitter scraper","x api","lead generation","\u002Fimg\u002Fblog\u002Fx-intent-search-social-selling.png","\u002Fimg\u002Fblog\u002Fx-intent-search-social-selling-card.png",{"path":1519,"title":1520,"description":1521,"publishedAt":1522,"author":6,"category":858,"tags":1523,"readTime":869,"cover":1527,"listingCover":1528,"image":863},"\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",[1524,1017,1525,1526],"apify alternatives","actors","pay per call","\u002Fimg\u002Fblog\u002Fapify-alternatives.png","\u002Fimg\u002Fblog\u002Fapify-alternatives-card.png",{"path":1530,"title":1531,"description":1532,"publishedAt":1522,"author":6,"category":1000,"tags":1533,"readTime":869,"cover":1537,"listingCover":1538,"image":863},"\u002Fblog\u002Fguides\u002Fconnect-claude-to-amazon-search-data","Connect Claude to Amazon Search Data: OpenWeb Ninja and Monid","Amazon has no keyword API for sellers. Here is what a search endpoint actually returns, how to hand it to an agent, and which route fits which job.",[1534,1535,1536,877],"amazon search api","amazon keyword data","ecommerce","\u002Fimg\u002Fblog\u002Fconnect-claude-to-amazon-search-data.png","\u002Fimg\u002Fblog\u002Fconnect-claude-to-amazon-search-data-card.png",{"path":1540,"title":1541,"description":1542,"publishedAt":1522,"author":6,"category":898,"tags":1543,"readTime":869,"cover":1547,"listingCover":1548,"image":863},"\u002Fblog\u002Fguides\u002Fenrich-a-list-from-email-addresses","Enriching a List When All You Have Is Email Addresses","We enriched four real email addresses and one returned a person. The misses billed nothing. What that changes about how you plan a batch.",[1544,1286,1545,1546],"email enrichment","zoominfo alternatives","lead data","\u002Fimg\u002Fblog\u002Fenrich-a-list-from-email-addresses.png","\u002Fimg\u002Fblog\u002Fenrich-a-list-from-email-addresses-card.png",{"path":1550,"title":1551,"description":1552,"publishedAt":1522,"author":6,"category":858,"tags":1553,"readTime":869,"cover":1556,"listingCover":1557,"image":863},"\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.",[1180,1053,1554,1555],"chunking","llm context","\u002Fimg\u002Fblog\u002Ffree-api-extract-page-content-rag.png","\u002Fimg\u002Fblog\u002Ffree-api-extract-page-content-rag-card.png",{"path":1559,"title":1560,"description":1561,"publishedAt":1522,"author":6,"category":974,"tags":1562,"readTime":869,"cover":1566,"listingCover":1567,"image":863},"\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.",[1563,1564,1200,1565],"google maps scraper","local leads","lead list","\u002Fimg\u002Fblog\u002Fgoogle-maps-scraper-alternatives.png","\u002Fimg\u002Fblog\u002Fgoogle-maps-scraper-alternatives-card.png",{"path":1569,"title":1570,"description":1571,"publishedAt":1522,"author":6,"category":1099,"tags":1572,"readTime":869,"cover":1577,"listingCover":1578,"image":863},"\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.",[1573,1574,1575,1576],"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":1580,"title":1581,"description":1582,"publishedAt":1583,"author":6,"category":911,"tags":1584,"readTime":869,"cover":1586,"listingCover":1587,"image":863},"\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",[877,1585,1424,1423],"model gateway","\u002Fimg\u002Fblog\u002Fai-agent-needs-two-integrations.png","\u002Fimg\u002Fblog\u002Fai-agent-needs-two-integrations-card.png",{"path":1589,"title":1590,"description":1591,"publishedAt":1583,"author":6,"category":911,"tags":1592,"readTime":869,"cover":1595,"listingCover":1596,"image":863},"\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.",[1593,877,1423,1594],"api marketplace","tool use","\u002Fimg\u002Fblog\u002Fapi-marketplace-for-ai-agents.png","\u002Fimg\u002Fblog\u002Fapi-marketplace-for-ai-agents-card.png",{"path":1598,"title":1599,"description":1600,"publishedAt":1583,"author":6,"category":898,"tags":1601,"readTime":869,"cover":1606,"listingCover":1607,"image":863},"\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.",[1602,1603,1604,1605],"business entity search","company registry","sec edgar","company data","\u002Fimg\u002Fblog\u002Fbusiness-entity-search-api.png","\u002Fimg\u002Fblog\u002Fbusiness-entity-search-api-card.png",{"path":1609,"title":1610,"description":1611,"publishedAt":1583,"author":6,"category":858,"tags":1612,"readTime":869,"cover":1616,"listingCover":1617,"image":863},"\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.",[1017,1613,1614,1615],"cloudflare","proxies","blocked","\u002Fimg\u002Fblog\u002Fscraper-blocked-what-gets-through.png","\u002Fimg\u002Fblog\u002Fscraper-blocked-what-gets-through-card.png",{"path":1619,"title":1620,"description":1621,"publishedAt":1583,"author":6,"category":858,"tags":1622,"readTime":869,"cover":1624,"listingCover":1625,"image":863},"\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.",[1623,877,1423,1441],"web scraping api","\u002Fimg\u002Fblog\u002Fweb-scraping-api-for-ai-agents.png","\u002Fimg\u002Fblog\u002Fweb-scraping-api-for-ai-agents-card.png",{"path":1627,"title":1628,"description":1629,"publishedAt":1630,"author":6,"category":898,"tags":1631,"readTime":869,"cover":1635,"listingCover":1636,"image":863},"\u002Fblog\u002Fguides\u002Fapi-to-find-a-company-website","The Best API to Find a Company's Website From Its Name","Name to homepage is a resolution problem, not a search one. Which endpoint does it, why fuzzy matches are a feature, and how to pick the right row.","2026-08-17",[1632,1633,1634,1442],"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":1638,"title":1639,"description":1640,"publishedAt":1630,"author":6,"category":858,"tags":1641,"readTime":869,"cover":1645,"listingCover":1646,"image":863},"\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.",[1642,1643,1318,1644],"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":1648,"title":1649,"description":1650,"publishedAt":1630,"author":6,"category":898,"tags":1651,"readTime":869,"cover":1655,"listingCover":1656,"image":863},"\u002Fblog\u002Fguides\u002Fcrunchbase-api-alternatives-funding-data","Crunchbase API Alternatives: Getting Funding Data by the Call","Crunchbase and PitchBook sell seats. If you only need funding fields on a domain, an enrichment call carries them. What it returns, and what it gets wrong.",[1652,1653,1654,1284],"crunchbase api","pitchbook api","funding data","\u002Fimg\u002Fblog\u002Fcrunchbase-api-alternatives-funding-data.png","\u002Fimg\u002Fblog\u002Fcrunchbase-api-alternatives-funding-data-card.png",{"path":1658,"title":1659,"description":1660,"publishedAt":1630,"author":6,"category":898,"tags":1661,"readTime":869,"cover":1663,"listingCover":1664,"image":863},"\u002Fblog\u002Fguides\u002Fjob-postings-api-hiring-signals","Job Postings API: Turning Hiring Into a Buying Signal","A job ad says what a company is building before its website does. Which endpoint returns postings, what the record contains, and the fields nobody reads.",[1134,1135,1662,1241],"jobs data","\u002Fimg\u002Fblog\u002Fjob-postings-api-hiring-signals.png","\u002Fimg\u002Fblog\u002Fjob-postings-api-hiring-signals-card.png",{"path":1666,"title":1667,"description":1668,"publishedAt":1630,"author":6,"category":898,"tags":1669,"readTime":869,"cover":1673,"listingCover":1674,"image":863},"\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.",[1670,1671,1672,1241],"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":1676,"title":1677,"description":1678,"publishedAt":1679,"author":6,"category":885,"tags":1680,"readTime":869,"cover":1683,"listingCover":1684,"image":863},"\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",[1681,890,1682,1410],"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":1686,"title":1687,"description":1688,"publishedAt":1679,"author":6,"category":858,"tags":1689,"readTime":869,"cover":1691,"listingCover":1692,"image":863},"\u002Fblog\u002Fguides\u002Fmcp-server-live-web-data-agents","Which MCP Server Gives an AI Agent Live Web Data?","Most MCP servers wrap one vendor. The question is whether your agent needs a scraper or a catalogue it can search at runtime, and how to tell which.",[1227,877,1228,1690],"model context protocol","\u002Fimg\u002Fblog\u002Fmcp-server-live-web-data-agents.png","\u002Fimg\u002Fblog\u002Fmcp-server-live-web-data-agents-card.png",{"path":1694,"title":1695,"description":1696,"publishedAt":1679,"author":6,"category":911,"tags":1697,"readTime":1055,"cover":1700,"listingCover":1701,"image":863},"\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.",[1526,1698,1593,1699],"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":1703,"title":1704,"description":1705,"publishedAt":1679,"author":6,"category":898,"tags":1706,"readTime":869,"cover":1708,"listingCover":1709,"image":863},"\u002Fblog\u002Fguides\u002Fpeople-data-labs-apollo-zoominfo-alternatives","People Data Labs, Apollo, ZoomInfo: Which Should You Actually Buy?","Four providers, one honest split: search versus enrich versus contract. What each is genuinely best at, and why the price gap is not what it looks like.",[1286,1707,1285,1282],"apollo alternatives","\u002Fimg\u002Fblog\u002Fpeople-data-labs-apollo-zoominfo-alternatives.png","\u002Fimg\u002Fblog\u002Fpeople-data-labs-apollo-zoominfo-alternatives-card.png",{"path":1711,"title":1712,"description":1713,"publishedAt":1679,"author":6,"category":885,"tags":1714,"readTime":1055,"cover":1718,"listingCover":1719,"image":863},"\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.",[1715,1716,1717,1524],"reddit api","reddit scraper","social listening","\u002Fimg\u002Fblog\u002Freddit-scraping-api-alternatives.png","\u002Fimg\u002Fblog\u002Freddit-scraping-api-alternatives-card.png",{"path":1721,"title":1722,"description":1723,"publishedAt":1724,"author":6,"category":898,"tags":1725,"readTime":869,"cover":1728,"listingCover":1729,"image":863},"\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",[1726,1475,1476,1727],"linkedin scraper api","data","\u002Fimg\u002Fblog\u002Fbest-linkedin-scraper-api-2026.png","\u002Fimg\u002Fblog\u002Fbest-linkedin-scraper-api-2026-card.png",{"path":1731,"title":1732,"description":1733,"publishedAt":1734,"author":6,"category":898,"tags":1735,"readTime":869,"cover":1740,"listingCover":1741,"image":863},"\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",[1736,1737,1738,1739],"apollo scraper","apollo.io","lead-generation","b2b-data","\u002Fimg\u002Fblog\u002Fapollo-scraper.png","\u002Fimg\u002Fblog\u002Fapollo-scraper-card.png",{"path":1743,"title":1744,"description":1745,"publishedAt":1734,"author":6,"category":885,"tags":1746,"readTime":869,"cover":1749,"listingCover":1750,"image":863},"\u002Fblog\u002Fguides\u002Freddit-scraper","Reddit Scraper: How to Get Reddit Data After the API Lockdown","Reddit closed self-service API access in 2025. The honest split between the licensed Data API and a public-page scraper you run metered per call.",[1716,1747,1748,1411],"reddit data api","web-scraping","\u002Fimg\u002Fblog\u002Freddit-scraper.png","\u002Fimg\u002Fblog\u002Freddit-scraper-card.png",{"path":1752,"title":1753,"description":1754,"publishedAt":1734,"author":6,"category":898,"tags":1755,"readTime":1055,"cover":1759,"listingCover":1760,"image":863},"\u002Fblog\u002Fguides\u002Ftechnographic-data-api","Technographic Data API: Detect Any Website's Tech Stack in One Call","Skip the enterprise technographic platform for one domain. Detect a site's CMS, framework, analytics, CDN and payments by metered API call.",[1756,1757,1758,1739],"technographic data api","tech stack","company-enrichment","\u002Fimg\u002Fblog\u002Ftechnographic-data-api.png","\u002Fimg\u002Fblog\u002Ftechnographic-data-api-card.png",{"path":1762,"title":1763,"description":1764,"publishedAt":1765,"author":6,"category":885,"tags":1766,"readTime":869,"cover":1768,"listingCover":1769,"image":863},"\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",[1767,1410,1748,1392],"apify instagram scraper","\u002Fimg\u002Fblog\u002Fapify-instagram-scraper.png","\u002Fimg\u002Fblog\u002Fapify-instagram-scraper-card.png",{"path":1771,"title":1772,"description":1773,"publishedAt":1774,"author":6,"category":898,"tags":1775,"readTime":918,"cover":1777,"listingCover":1778,"image":863},"\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",[1776,1475,1476,1727],"linkedin outreach","\u002Fimg\u002Fblog\u002Fbest-linkedin-outreach-tools-2026.png","\u002Fimg\u002Fblog\u002Fbest-linkedin-outreach-tools-2026-card.png",{"path":1780,"title":1781,"description":1782,"publishedAt":1783,"author":6,"category":1000,"tags":1784,"readTime":1787,"cover":1788,"listingCover":1789,"image":863},"\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",[1785,1786,1727,1536],"amazon product advertising api","pa-api alternative","9 min","\u002Fimg\u002Fblog\u002Famazon-pa-api-alternatives.png","\u002Fimg\u002Fblog\u002Famazon-pa-api-alternatives-card.png",{"path":1791,"title":1792,"description":1793,"publishedAt":1794,"author":6,"category":1000,"tags":1795,"readTime":1505,"cover":1797,"listingCover":1798,"image":863},"\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",[1796,1727,1392,1536],"amazon reviews api","\u002Fimg\u002Fblog\u002Fbest-amazon-reviews-api-2026.png","\u002Fimg\u002Fblog\u002Fbest-amazon-reviews-api-2026-card.png",{"path":1800,"title":1801,"description":1802,"publishedAt":1794,"author":6,"category":898,"tags":1803,"readTime":918,"cover":1806,"listingCover":1807,"image":863},"\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.",[1804,1727,1392,1805],"email verification api","email","\u002Fimg\u002Fblog\u002Fbest-email-verification-api-2026.png","\u002Fimg\u002Fblog\u002Fbest-email-verification-api-2026-card.png",{"path":1809,"title":1810,"description":21,"publishedAt":1811,"author":863,"category":911,"tags":1812,"readTime":863,"cover":1815,"listingCover":863,"image":863},"\u002Fblog\u002Fakta-pro-is-now-available-on-monid","Akta Pro Is Now Available On Monid","2026-07-07",[1392,1813,1814,1727],"partner-tools","private-markets","\u002Fimg\u002Fblog\u002Fakta-pro-is-now-available-on-monid-v2.png",{"path":1817,"title":1818,"description":1819,"publishedAt":1820,"author":863,"category":911,"tags":1821,"readTime":863,"cover":1824,"listingCover":863,"image":863},"\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",[1392,1813,1822,1823],"voice","phone","\u002Fimg\u002Fblog\u002Fyour-claude-code-can-now-make-phone-calls.png",{"path":1826,"title":1827,"description":1828,"publishedAt":1829,"author":863,"category":911,"tags":1830,"readTime":863,"cover":1833,"listingCover":863,"image":863},"\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",[1831,1392,1832],"3d","creative-tools","\u002Fimg\u002Fblog\u002Fintroducing-suzanne-chatgpt-for-3d-models.png",{"path":1835,"title":1836,"description":1837,"publishedAt":1838,"author":863,"category":911,"tags":1839,"readTime":863,"cover":1842,"listingCover":863,"image":863},"\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",[1392,1832,1840,1841],"image-generation","music-generation","\u002Fimg\u002Fblog\u002Fminimax-is-now-available-on-monid.png",1788552968192]