[{"data":1,"prerenderedAt":2391},["ShallowReactive",2],{"blog-guide-\u002Fblog\u002Fguides\u002Fsimply-wall-st-graphql-api-fundamentals":3,"blog-guide-related-\u002Fblog\u002Fguides\u002Fsimply-wall-st-graphql-api-fundamentals":1422},{"id":4,"title":5,"author":6,"body":7,"category":1401,"cover":1402,"description":1403,"draft":1404,"extension":1405,"image":1406,"launchCta":1406,"listingCover":1407,"meta":1408,"navigation":1409,"ogImage":1406,"path":1410,"publishedAt":1411,"readTime":1412,"seo":1413,"stem":1414,"tags":1415,"toolCategory":1353,"updatedAt":1411,"__hash__":1421},"blogGuides\u002Fblog\u002Fguides\u002Fsimply-wall-st-graphql-api-fundamentals.md","Simply Wall St GraphQL API: What Returns Fundamentals Instead","Jasper Li",{"type":8,"value":9,"toc":1368},"minimark",[10,15,62,74,79,82,87,90,94,97,100,104,107,122,130,133,137,151,359,440,444,458,462,465,482,485,494,498,501,504,528,531,535,542,546,549,553,562,570,578,582,637,641,647,658,663,697,717,726,736,740,745,755,759,787,835,840,844,849,857,861,871,875,878,882,888,1025,1028,1032,1038,1042,1052,1056,1059,1067,1071,1080,1084,1231,1240,1243,1247,1250,1256,1262,1268,1274,1278,1281,1288,1299,1303,1310,1328,1334,1350,1358,1364],[11,12,14],"p",{"style":13},"font-size:18px !important;line-height:1.65 !important;margin:0 0 24px;color:inherit;","Copy this line to your agent to pull a company's income statement.",[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 stockanalysis \u002Fget_stock_financials_income for a ticker\n","sh","",[23,24,25],"code",{"__ignoreMap":21},[26,27,30,34,38,41,44,47,50,53,56,59],"span",{"class":28,"line":29},"line",1,[26,31,33],{"class":32},"s2Zo4","set",[26,35,37],{"class":36},"sfazB"," up",[26,39,40],{"class":36}," https:\u002F\u002Fmonid.ai\u002FSKILL.md",[26,42,43],{"class":36}," and",[26,45,46],{"class":36}," use",[26,48,49],{"class":36}," stockanalysis",[26,51,52],{"class":36}," \u002Fget_stock_financials_income",[26,54,55],{"class":36}," for",[26,57,58],{"class":36}," a",[26,60,61],{"class":36}," ticker\n",[11,63,64,65,73],{},"People search for the Simply Wall St GraphQL endpoint because they found it in browser devtools and want to know whether they can build on it. The short answer is no: it is an internal endpoint behind a consumer product, undocumented, unversioned and not offered for third-party use. The useful answer is what does return the same fundamentals, so this guide measures one on 2026-09-02 and shows the two things about its response that will bite you, running through ",[66,67,72],"a",{"href":68,"rel":69},"https:\u002F\u002Fmonid.ai",[70,71],"noopener","noreferrer","Monid",", the OpenRouter for agent tools.",[75,76,78],"h2",{"id":77},"does-simply-wall-st-have-a-public-api","Does Simply Wall St have a public API?",[11,80,81],{},"Not one you can build on, and the distinction between \"exists\" and \"usable\" is the whole question.",[83,84,86],"h3",{"id":85},"what-people-find","What people find",[11,88,89],{},"Open the network tab on a Simply Wall St company page and you will see GraphQL requests returning the data behind the snowflake chart. It looks like an API because technically it is one. It is the private interface between their web client and their backend.",[83,91,93],{"id":92},"why-that-is-not-a-foundation","Why that is not a foundation",[11,95,96],{},"An internal endpoint carries no compatibility promise. The schema changes when their frontend changes, there is no deprecation notice because there is no external contract, and access controls can appear overnight. Building a product on it means your product breaks on their release schedule, silently, and you find out from a customer.",[11,98,99],{},"There is also the terms question, which is the part people skip. Consumer analytics products license their underlying data from market data vendors, and those licences restrict redistribution. Pulling their GraphQL endpoint is not merely fragile, it is redistributing someone else's licensed data.",[83,101,103],{"id":102},"what-to-do-instead","What to do instead",[11,105,106],{},"Use a source whose business is supplying the data, and check that it tells you where its numbers came from. That last part is unusual enough to be worth a whole section below.",[108,109,110],"blockquote",{},[11,111,112,113,117,118],{},"📖 ",[114,115,116],"strong",{},"See also"," ",[66,119,121],{"href":120},"\u002Fblog\u002Fguides\u002Fcrunchbase-api-alternatives-funding-data","Crunchbase API Alternatives for Funding Data",[75,123,125,126,129],{"id":124},"why-is-revenue0-not-last-years-revenue","Why is revenue",[26,127,128],{},"0"," not last year's revenue?",[11,131,132],{},"Because the response is column-oriented and the first column is TTM, and this is the single easiest way to produce a wrong number from correct data.",[83,134,136],{"id":135},"the-shape","The shape",[11,138,139,142,143,146,147,150],{},[23,140,141],{},"stockanalysis\u002Fget_stock_financials_income"," for NVDA on 2026-09-02 returned a ",[23,144,145],{},"financialData"," object holding 26 line items, each an array running parallel to a shared ",[23,148,149],{},"datekey"," array:",[16,152,156],{"className":153,"code":154,"language":155,"meta":21,"style":21},"language-json shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","{\n  \"datekey\":   [\"TTM\", \"2026-01-25\", \"2025-01-26\", \"2024-01-28\", \"2023-01-29\", \"2022-01-30\"],\n  \"fiscalYear\":[\"2027\", \"2026\",       \"2025\",       \"2024\",       \"2023\",       \"2022\"],\n  \"revenue\":   [302970000000, 215938000000, 130497000000, 60922000000, 26974000000, 26914000000]\n}\n","json",[23,157,158,164,239,307,353],{"__ignoreMap":21},[26,159,160],{"class":28,"line":29},[26,161,163],{"class":162},"sMK4o","{\n",[26,165,167,170,173,176,179,182,184,187,189,192,195,198,200,202,204,207,209,211,213,216,218,220,222,225,227,229,231,234,236],{"class":28,"line":166},2,[26,168,169],{"class":162},"  \"",[26,171,149],{"class":172},"spNyl",[26,174,175],{"class":162},"\"",[26,177,178],{"class":162},":",[26,180,181],{"class":162},"   [",[26,183,175],{"class":162},[26,185,186],{"class":36},"TTM",[26,188,175],{"class":162},[26,190,191],{"class":162},",",[26,193,194],{"class":162}," \"",[26,196,197],{"class":36},"2026-01-25",[26,199,175],{"class":162},[26,201,191],{"class":162},[26,203,194],{"class":162},[26,205,206],{"class":36},"2025-01-26",[26,208,175],{"class":162},[26,210,191],{"class":162},[26,212,194],{"class":162},[26,214,215],{"class":36},"2024-01-28",[26,217,175],{"class":162},[26,219,191],{"class":162},[26,221,194],{"class":162},[26,223,224],{"class":36},"2023-01-29",[26,226,175],{"class":162},[26,228,191],{"class":162},[26,230,194],{"class":162},[26,232,233],{"class":36},"2022-01-30",[26,235,175],{"class":162},[26,237,238],{"class":162},"],\n",[26,240,242,244,247,249,252,254,257,259,261,263,266,268,270,273,276,278,280,282,285,287,289,291,294,296,298,300,303,305],{"class":28,"line":241},3,[26,243,169],{"class":162},[26,245,246],{"class":172},"fiscalYear",[26,248,175],{"class":162},[26,250,251],{"class":162},":[",[26,253,175],{"class":162},[26,255,256],{"class":36},"2027",[26,258,175],{"class":162},[26,260,191],{"class":162},[26,262,194],{"class":162},[26,264,265],{"class":36},"2026",[26,267,175],{"class":162},[26,269,191],{"class":162},[26,271,272],{"class":162},"       \"",[26,274,275],{"class":36},"2025",[26,277,175],{"class":162},[26,279,191],{"class":162},[26,281,272],{"class":162},[26,283,284],{"class":36},"2024",[26,286,175],{"class":162},[26,288,191],{"class":162},[26,290,272],{"class":162},[26,292,293],{"class":36},"2023",[26,295,175],{"class":162},[26,297,191],{"class":162},[26,299,272],{"class":162},[26,301,302],{"class":36},"2022",[26,304,175],{"class":162},[26,306,238],{"class":162},[26,308,310,312,315,317,319,321,325,327,330,332,335,337,340,342,345,347,350],{"class":28,"line":309},4,[26,311,169],{"class":162},[26,313,314],{"class":172},"revenue",[26,316,175],{"class":162},[26,318,178],{"class":162},[26,320,181],{"class":162},[26,322,324],{"class":323},"sbssI","302970000000",[26,326,191],{"class":162},[26,328,329],{"class":323}," 215938000000",[26,331,191],{"class":162},[26,333,334],{"class":323}," 130497000000",[26,336,191],{"class":162},[26,338,339],{"class":323}," 60922000000",[26,341,191],{"class":162},[26,343,344],{"class":323}," 26974000000",[26,346,191],{"class":162},[26,348,349],{"class":323}," 26914000000",[26,351,352],{"class":162},"]\n",[26,354,356],{"class":28,"line":355},5,[26,357,358],{"class":162},"}\n",[11,360,361,362,364,365,364,367,364,370,364,372,364,375,364,378,364,381,364,384,364,387,364,390,364,393,364,396,364,399,364,402,364,405,364,408,364,411,364,414,364,417,364,420,364,423,364,426,364,429,364,432,435,436,439],{},"The line items are ",[23,363,149],{},", ",[23,366,246],{},[23,368,369],{},"fiscalQuarter",[23,371,314],{},[23,373,374],{},"cor",[23,376,377],{},"gp",[23,379,380],{},"sgna",[23,382,383],{},"rnd",[23,385,386],{},"goodwillIntangibleAmortization",[23,388,389],{},"opex",[23,391,392],{},"opinc",[23,394,395],{},"interestExpense",[23,397,398],{},"interestIncome",[23,400,401],{},"currencyGains",[23,403,404],{},"otherNonOperating",[23,406,407],{},"ebtExcl",[23,409,410],{},"gainInvestments",[23,412,413],{},"mergerRestructureCharges",[23,415,416],{},"otherUnusualItems",[23,418,419],{},"pretax",[23,421,422],{},"taxexp",[23,424,425],{},"netinc",[23,427,428],{},"netinccmn",[23,430,431],{},"sharesBasic",[23,433,434],{},"sharesDiluted"," and ",[23,437,438],{},"epsBasic",".",[83,441,443],{"id":442},"the-trap","The trap",[11,445,446,449,450,453,454,457],{},[23,447,448],{},"revenue[0]"," is 302,970,000,000 and that is ",[114,451,452],{},"trailing twelve months",", not fiscal 2026. Fiscal 2026 is ",[23,455,456],{},"revenue[1]",", 215,938,000,000. Both are correct numbers. Reading index 0 as \"the latest annual figure\" mixes a trailing figure into an annual series, and because TTM is always the largest number in a growing company, the error looks like growth rather than like a bug.",[83,459,461],{"id":460},"the-fix","The fix",[11,463,464],{},"Never index positionally. Find the period you want by its label:",[16,466,470],{"className":467,"code":468,"language":469,"meta":21,"style":21},"language-python shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","i = data[\"datekey\"].index(\"2026-01-25\")   # or filter out \"TTM\" first\nrevenue_fy26 = data[\"revenue\"][i]\n","python",[23,471,472,477],{"__ignoreMap":21},[26,473,474],{"class":28,"line":29},[26,475,476],{},"i = data[\"datekey\"].index(\"2026-01-25\")   # or filter out \"TTM\" first\n",[26,478,479],{"class":28,"line":166},[26,480,481],{},"revenue_fy26 = data[\"revenue\"][i]\n",[11,483,484],{},"Or drop TTM up front when you want a clean annual series:",[16,486,488],{"className":467,"code":487,"language":469,"meta":21,"style":21},"keep = [i for i, d in enumerate(data[\"datekey\"]) if d != \"TTM\"]\n",[23,489,490],{"__ignoreMap":21},[26,491,492],{"class":28,"line":29},[26,493,487],{},[83,495,497],{"id":496},"why-this-shape-at-all","Why this shape at all",[11,499,500],{},"Column-oriented responses exist because that is how a financial statement renders: a table with line items down the side and periods across the top, so the API returns the table rather than a list of records. It is efficient and it matches the source document. It is also the opposite of what most JSON consumers expect, which is an array of period objects each carrying its own fields.",[11,502,503],{},"Converting once, at the boundary, is usually worth it:",[16,505,507],{"className":467,"code":506,"language":469,"meta":21,"style":21},"rows = [\n    {k: v[i] for k, v in data.items() if isinstance(v, list)}\n    for i in range(len(data[\"datekey\"]))\n]\n",[23,508,509,514,519,524],{"__ignoreMap":21},[26,510,511],{"class":28,"line":29},[26,512,513],{},"rows = [\n",[26,515,516],{"class":28,"line":166},[26,517,518],{},"    {k: v[i] for k, v in data.items() if isinstance(v, list)}\n",[26,520,521],{"class":28,"line":241},[26,522,523],{},"    for i in range(len(data[\"datekey\"]))\n",[26,525,526],{"class":28,"line":309},[26,527,352],{},[11,529,530],{},"After that every downstream filter, sort and join works the way the rest of your code does, and the TTM row is a row you can drop rather than an index you must remember.",[83,532,534],{"id":533},"the-other-thing-to-notice","The other thing to notice",[11,536,537,538,541],{},"The response carried ",[23,539,540],{},"full_count: 10"," while returning six periods. Ten periods exist; you got six. If you are building a long-run series, that field is telling you to page rather than assuming you received everything, and it is the sort of quiet ceiling that produces charts starting in the wrong year.",[75,543,545],{"id":544},"how-do-you-pull-fundamentals-for-a-ticker","How do you pull fundamentals for a ticker?",[11,547,548],{},"Three steps. Discovery costs nothing.",[83,550,552],{"id":551},"for-agents","For agents",[11,554,555,556,561],{},"Grab an API key at ",[66,557,560],{"href":558,"rel":559},"https:\u002F\u002Fapp.monid.ai\u002F",[70,71],"app.monid.ai",", then paste this to your agent and hand it the key:",[16,563,568],{"className":564,"code":566,"language":567,"meta":21},[565],"language-text","set up https:\u002F\u002Fmonid.ai\u002FSKILL.md\n","text",[23,569,566],{"__ignoreMap":21},[11,571,572,573,439],{},"It learns the whole discover, inspect, run workflow itself. More in the ",[66,574,577],{"href":575,"rel":576},"https:\u002F\u002Fmonid.ai\u002Fdocs\u002Fguide\u002Fquickstart-skill",[70,71],"agent quickstart",[83,579,581],{"id":580},"for-humans","For humans",[16,583,587],{"className":584,"code":585,"language":586,"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",[23,588,589,604],{"__ignoreMap":21},[26,590,591,595,598,601],{"class":28,"line":29},[26,592,594],{"class":593},"sBMFI","npm",[26,596,597],{"class":36}," install",[26,599,600],{"class":36}," -g",[26,602,603],{"class":36}," @monid-ai\u002Fcli\n",[26,605,606,609,612,615,618,621,624,628,631,634],{"class":28,"line":166},[26,607,608],{"class":593},"monid",[26,610,611],{"class":36}," keys",[26,613,614],{"class":36}," add",[26,616,617],{"class":36}," -k",[26,619,620],{"class":162}," \u003C",[26,622,623],{"class":36},"your-api-ke",[26,625,627],{"class":626},"sTEyZ","y",[26,629,630],{"class":162},">",[26,632,633],{"class":36}," -l",[26,635,636],{"class":36}," main\n",[83,638,640],{"id":639},"step-1-pull-the-income-statement","Step 1. Pull the income statement",[11,642,643,646],{},[114,644,645],{},"What it does."," Returns the full statement across periods.",[11,648,649,117,652,657],{},[114,650,651],{},"The endpoints.",[66,653,655],{"href":654},"\u002Ftools\u002Fstockanalysis",[23,656,141],{},", billed per call.",[11,659,660],{},[114,661,662],{},"The call.",[16,664,666],{"className":584,"code":665,"language":586,"meta":21,"style":21},"monid run -p stockanalysis -e \u002Fget_stock_financials_income --query '{\"symbol\": \"NVDA\"}'\n",[23,667,668],{"__ignoreMap":21},[26,669,670,672,675,678,680,683,685,688,691,694],{"class":28,"line":29},[26,671,608],{"class":593},[26,673,674],{"class":36}," run",[26,676,677],{"class":36}," -p",[26,679,49],{"class":36},[26,681,682],{"class":36}," -e",[26,684,52],{"class":36},[26,686,687],{"class":36}," --query",[26,689,690],{"class":162}," '",[26,692,693],{"class":36},"{\"symbol\": \"NVDA\"}",[26,695,696],{"class":162},"'\n",[11,698,699,700,703,704,707,708,711,712,716],{},"The parameter is ",[23,701,702],{},"symbol",". Passing ",[23,705,706],{},"ticker"," returns a 422 saying ",[23,709,710],{},"Parameter 'symbol' is required",", which is the good kind of failure: it names the field and stops. Worth appreciating, because the same category also produces responses that return a full field list with nothing in it, which is what ",[66,713,715],{"href":714},"\u002Fblog\u002Fguides\u002Famazon-asin-scraper-when-it-returns-nothing","the Amazon ASIN guide"," documents.",[11,718,719,722,723,439],{},[114,720,721],{},"What comes back."," The 26 line items above, six periods, ",[23,724,725],{},"source: \"spg\"",[11,727,728,731,732,439],{},[114,729,730],{},"What it costs."," A cent per call. Current figures at ",[66,733,735],{"href":734},"\u002Ftools","monid.ai\u002Ftools",[83,737,739],{"id":738},"step-2-pull-the-statistics-for-ratios-and-position","Step 2. Pull the statistics for ratios and position",[11,741,742,744],{},[114,743,645],{}," Gives you the derived measures rather than the raw statement.",[11,746,747,117,749,754],{},[114,748,651],{},[66,750,751],{"href":654},[23,752,753],{},"stockanalysis\u002Fget_stock_statistics",", per call.",[11,756,757],{},[114,758,662],{},[16,760,762],{"className":584,"code":761,"language":586,"meta":21,"style":21},"monid run -p stockanalysis -e \u002Fget_stock_statistics --query '{\"symbol\": \"NVDA\"}'\n",[23,763,764],{"__ignoreMap":21},[26,765,766,768,770,772,774,776,779,781,783,785],{"class":28,"line":29},[26,767,608],{"class":593},[26,769,674],{"class":36},[26,771,677],{"class":36},[26,773,49],{"class":36},[26,775,682],{"class":36},[26,777,778],{"class":36}," \u002Fget_stock_statistics",[26,780,687],{"class":36},[26,782,690],{"class":162},[26,784,693],{"class":36},[26,786,696],{"class":162},[11,788,789,791,792,364,795,364,798,364,801,364,804,364,807,364,810,364,813,364,816,364,819,364,822,364,825,364,828,435,831,834],{},[114,790,721],{}," Fourteen sections: ",[23,793,794],{},"trust",[23,796,797],{},"valuation",[23,799,800],{},"dates",[23,802,803],{},"shares",[23,805,806],{},"ratios",[23,808,809],{},"evRatios",[23,811,812],{},"financialPosition",[23,814,815],{},"financialEfficiency",[23,817,818],{},"taxes",[23,820,821],{},"stockPrice",[23,823,824],{},"shortSelling",[23,826,827],{},"incomeStatement",[23,829,830],{},"balanceSheet",[23,832,833],{},"cashFlow",". That covers most of what a screener needs without you computing it from the statements.",[11,836,837,839],{},[114,838,730],{}," Same order.",[83,841,843],{"id":842},"step-3-read-the-provenance-before-you-use-the-number","Step 3. Read the provenance before you use the number",[11,845,846,848],{},[114,847,645],{}," Tells you whether the figure is current, which no amount of schema validation will.",[11,850,851,853,854,856],{},[114,852,662],{}," Already in the response, in ",[23,855,794],{},". See the next section, because it is the most useful thing here and almost nobody looks at it.",[858,859],"skill-prompt",{"prompt":860},"pull the income statement for these 20 tickers, drop the TTM column, and give me five-year revenue CAGR for each",[108,862,863],{},[11,864,112,865,117,867],{},[114,866,116],{},[66,868,870],{"href":869},"\u002Fblog\u002Fguides\u002Fcompany-news-api-press-releases","Company News API: Press Releases Without the Newswire Contract",[75,872,874],{"id":873},"how-do-you-know-whether-a-financial-number-is-current","How do you know whether a financial number is current?",[11,876,877],{},"You read the metadata, and the reason this deserves a section is that most financial endpoints do not give you any.",[83,879,881],{"id":880},"what-came-back","What came back",[11,883,884,885,887],{},"The statistics response carried a ",[23,886,794],{}," object:",[16,889,891],{"className":153,"code":890,"language":155,"meta":21,"style":21},"{\n  \"sources\": [{ \"name\": \"S&P Global Market Intelligence\", \"short\": \"S&P Global\" }],\n  \"freshnessLag\": \"hours\",\n  \"updateFrequency\": \"daily\",\n  \"lastUpdated\": 1788359436257,\n  \"lastChecked\": 1788359436257\n}\n",[23,892,893,897,948,969,989,1005,1020],{"__ignoreMap":21},[26,894,895],{"class":28,"line":29},[26,896,163],{"class":162},[26,898,899,901,904,906,908,911,913,916,918,920,922,925,927,929,931,934,936,938,940,943,945],{"class":28,"line":166},[26,900,169],{"class":162},[26,902,903],{"class":172},"sources",[26,905,175],{"class":162},[26,907,178],{"class":162},[26,909,910],{"class":162}," [{",[26,912,194],{"class":162},[26,914,915],{"class":593},"name",[26,917,175],{"class":162},[26,919,178],{"class":162},[26,921,194],{"class":162},[26,923,924],{"class":36},"S&P Global Market Intelligence",[26,926,175],{"class":162},[26,928,191],{"class":162},[26,930,194],{"class":162},[26,932,933],{"class":593},"short",[26,935,175],{"class":162},[26,937,178],{"class":162},[26,939,194],{"class":162},[26,941,942],{"class":36},"S&P Global",[26,944,175],{"class":162},[26,946,947],{"class":162}," }],\n",[26,949,950,952,955,957,959,961,964,966],{"class":28,"line":241},[26,951,169],{"class":162},[26,953,954],{"class":172},"freshnessLag",[26,956,175],{"class":162},[26,958,178],{"class":162},[26,960,194],{"class":162},[26,962,963],{"class":36},"hours",[26,965,175],{"class":162},[26,967,968],{"class":162},",\n",[26,970,971,973,976,978,980,982,985,987],{"class":28,"line":309},[26,972,169],{"class":162},[26,974,975],{"class":172},"updateFrequency",[26,977,175],{"class":162},[26,979,178],{"class":162},[26,981,194],{"class":162},[26,983,984],{"class":36},"daily",[26,986,175],{"class":162},[26,988,968],{"class":162},[26,990,991,993,996,998,1000,1003],{"class":28,"line":355},[26,992,169],{"class":162},[26,994,995],{"class":172},"lastUpdated",[26,997,175],{"class":162},[26,999,178],{"class":162},[26,1001,1002],{"class":323}," 1788359436257",[26,1004,968],{"class":162},[26,1006,1008,1010,1013,1015,1017],{"class":28,"line":1007},6,[26,1009,169],{"class":162},[26,1011,1012],{"class":172},"lastChecked",[26,1014,175],{"class":162},[26,1016,178],{"class":162},[26,1018,1019],{"class":323}," 1788359436257\n",[26,1021,1023],{"class":28,"line":1022},7,[26,1024,358],{"class":162},[11,1026,1027],{},"That timestamp is 2026-09-02T14:30:36Z, roughly when the call was made.",[83,1029,1031],{"id":1030},"why-this-matters-more-than-the-numbers","Why this matters more than the numbers",[11,1033,1034,1035,1037],{},"A financial figure without a date and a source is not data, it is a rumour with decimal places. Two failure modes disappear when provenance travels with the value. You can tell a stale cache from a company that has not reported, because ",[23,1036,995],{}," distinguishes them. And you can tell whether two numbers are comparable, because they name the same upstream or they do not.",[83,1039,1041],{"id":1040},"what-to-do-with-it","What to do with it",[11,1043,1044,1045,1047,1048,439],{},"Store ",[23,1046,995],{}," next to every figure you persist, and alert when it stops moving. A source that silently freezes looks exactly like a quiet market, and the timestamp is the only thing that separates them. This is the same discipline as watching a block rate rather than an error rate, argued in ",[66,1049,1051],{"href":1050},"\u002Fblog\u002Fguides\u002Fdatacenter-proxies-vs-residential","the proxy guide",[83,1053,1055],{"id":1054},"what-most-sources-give-you-instead","What most sources give you instead",[11,1057,1058],{},"Nothing, usually. The common shape is a bare number with no indication of when it was computed or which vendor supplied it, which means the only way to detect a frozen feed is to notice that a figure you expected to move has not. That detection happens weeks late and usually via a person, not an alert.",[11,1060,1061,1062,1066],{},"The practical consequence is a schema decision. If your source supplies provenance, carry it through your own storage layer rather than discarding it at the parse step, because the moment you drop it you have converted a checkable number into an unfalsifiable one. We made this argument about pipelines generally in ",[66,1063,1065],{"href":1064},"\u002Fblog\u002Fpdl-vs-akta-firmographics-cost","buy versus build for firmographics",": the metadata is often worth more than the marginal field.",[83,1068,1070],{"id":1069},"the-honest-caveat","The honest caveat",[11,1072,1073,435,1076,1079],{},[23,1074,1075],{},"freshnessLag: \"hours\"",[23,1077,1078],{},"updateFrequency: \"daily\""," are the provider's own claims about themselves. They are useful and they are not audited. If a number carries money risk, verify a sample against the company's own filing rather than trusting the label.",[75,1081,1083],{"id":1082},"which-endpoint-should-i-use-for-which-job","Which endpoint should I use for which job?",[1085,1086,1087,1112],"table",{},[1088,1089,1090],"thead",{},[1091,1092,1093,1097,1100,1103,1106,1109],"tr",{},[1094,1095,1096],"th",{},"Endpoint",[1094,1098,1099],{},"What it does",[1094,1101,1102],{},"Input",[1094,1104,1105],{},"Output",[1094,1107,1108],{},"Best for",[1094,1110,1111],{},"Billing",[1113,1114,1115,1140,1163,1187,1209],"tbody",{},[1091,1116,1117,1124,1127,1131,1134,1137],{},[1118,1119,1120],"td",{},[66,1121,1122],{"href":654},[23,1123,141],{},[1118,1125,1126],{},"Income statement by period",[1118,1128,1129],{},[23,1130,702],{},[1118,1132,1133],{},"26 line items, column-oriented",[1118,1135,1136],{},"Revenue and margin series",[1118,1138,1139],{},"Per call",[1091,1141,1142,1148,1151,1155,1158,1161],{},[1118,1143,1144],{},[66,1145,1146],{"href":654},[23,1147,753],{},[1118,1149,1150],{},"Derived measures",[1118,1152,1153],{},[23,1154,702],{},[1118,1156,1157],{},"14 sections plus provenance",[1118,1159,1160],{},"Screening and ratios",[1118,1162,1139],{},[1091,1164,1165,1173,1176,1179,1182,1185],{},[1118,1166,1167],{},[66,1168,1170],{"href":1169},"\u002Ftools\u002Fonchain-data",[23,1171,1172],{},"defillama\u002Fequities\u002Fv1\u002Fsummary",[1118,1174,1175],{},"Live market summary",[1118,1177,1178],{},"Company",[1118,1180,1181],{},"Summary figures",[1118,1183,1184],{},"Cheap current snapshot",[1118,1186,1139],{},[1091,1188,1189,1196,1199,1201,1204,1207],{},[1118,1190,1191],{},[66,1192,1193],{"href":1169},[23,1194,1195],{},"defillama\u002Fequities\u002Fv1\u002Ffilings",[1118,1197,1198],{},"Company filings",[1118,1200,1178],{},[1118,1202,1203],{},"Filing records",[1118,1205,1206],{},"Primary source checks",[1118,1208,1139],{},[1091,1210,1211,1218,1221,1223,1226,1229],{},[1118,1212,1213],{},[66,1214,1215],{"href":1169},[23,1216,1217],{},"defillama\u002Fequities\u002Fv1\u002Fdimensions",[1118,1219,1220],{},"Financial dimensions",[1118,1222,1178],{},[1118,1224,1225],{},"Dimension data",[1118,1227,1228],{},"Cross-checking a second source",[1118,1230,1139],{},[11,1232,1233,1234,1237,1238,439],{},"Every row was verified with ",[23,1235,1236],{},"monid inspect"," on 2026-09-02. The table gives billing shape rather than figures; shape drives design and current numbers live on ",[66,1239,735],{"href":734},[11,1241,1242],{},"The filings row is the one to reach for when a number looks wrong. A filing is the primary source, and checking one figure against it costs a call and settles the argument, which is cheaper than either trusting or distrusting an aggregate.",[75,1244,1246],{"id":1245},"when-do-you-need-a-licensed-market-data-feed","When do you need a licensed market data feed?",[11,1248,1249],{},"Three cases.",[11,1251,1252,1255],{},[114,1253,1254],{},"You are trading on it."," Execution needs exchange-licensed real-time data with a latency guarantee and an audit trail. Fundamentals endpoints are for research, not for a trading loop, and the freshness label above is a claim rather than an SLA.",[11,1257,1258,1261],{},[114,1259,1260],{},"You are publishing figures to customers."," Redistribution is exactly what market data licences govern. If your product displays financials to paying users, the licence is a product requirement.",[11,1263,1264,1267],{},[114,1265,1266],{},"You need point-in-time history."," Financial statements get restated, and most sources show you today's version of the past. Backtesting against restated history quietly overstates results because you are using numbers nobody had at the time. Point-in-time databases exist for this and cost accordingly.",[11,1269,1270,1271,1273],{},"And the disclosure: this is Monid's blog and we sell per-call access to the endpoints above. The three cases here are cases where you should buy something else, and the caveat about ",[23,1272,954],{}," being self-reported applies to data we are selling you.",[75,1275,1277],{"id":1276},"conclusion","Conclusion",[11,1279,1280],{},"There is no public Simply Wall St GraphQL API. The endpoint in your devtools is their web client talking to their backend, and building on it means shipping a product that breaks on someone else's release schedule while redistributing data they licensed from a third party.",[11,1282,1283,1284,1287],{},"What does work returned, on 2026-09-02, a 26-line income statement across six periods and fourteen sections of derived statistics, with the source named and a timestamp attached. Two things about that response decide whether you get right answers from it. The first column is TTM rather than the latest fiscal year, so index by label and never by position. And ",[23,1285,1286],{},"full_count"," reported ten periods while returning six, so page rather than assume.",[11,1289,1290,1291,1294,1295,439],{},"Free next step: run ",[23,1292,1293],{},"monid discover -q \"stock fundamentals financials\""," and read the field lists. Discovery is free, and knowing that a response is column-oriented before you write the parser saves the exact off-by-one this article is about. Start at ",[66,1296,1298],{"href":68,"rel":1297},[70,71],"monid.ai",[75,1300,1302],{"id":1301},"faq","FAQ",[1304,1305,1307],"faq-item",{"q":1306},"Can you use an internal GraphQL endpoint you found in devtools?",[11,1308,1309],{},"Technically usually yes, practically it is a bad foundation. There is no versioning, so a frontend release can change the schema without warning; there is no deprecation policy, because there is no external contract to deprecate; and authentication can be tightened at any time. Beyond fragility, consumer finance products license their underlying data and their terms restrict redistribution, so the risk is commercial as well as technical. Use it to understand what data exists, then get the same data from a source that sells it.",[1304,1311,1313],{"q":1312},"Why does the fiscal year not match the calendar year?",[11,1314,1315,1316,1318,1319,1321,1322,1324,1325,1327],{},"Many companies close their books on a date that suits their business rather than 31 December. In the response above, NVDA's periods end in late January and the ",[23,1317,246],{}," labels run a year ahead of the ",[23,1320,149],{}," dates, so the period ending 2026-01-25 is labelled fiscal 2026. Both fields are present precisely because you need both: compare companies by ",[23,1323,149],{}," when you want calendar alignment, and by ",[23,1326,246],{}," when you want to match a company's own reporting. Mixing the two across a peer group is a common and invisible error.",[1304,1329,1331],{"q":1330},"Why do historical financials change between pulls?",[11,1332,1333],{},"Restatements. Companies revise prior periods for accounting corrections, discontinued operations and acquisitions, and most data sources overwrite history with the current version. So a figure you stored last quarter can legitimately differ from the same figure today, and it is not a bug in either pull. If that matters to you, store the figure together with the date you retrieved it, which at least lets you detect the change. If your analysis depends on what was known at the time, you need a point-in-time source instead.",[1304,1335,1337],{"q":1336},"Does coverage extend beyond US listings?",[11,1338,1339,1340,1342,1343,1345,1346,439],{},"Coverage is deepest for US-listed companies and thins out from there, which is true of nearly every source in this category and is worth testing rather than assuming. The practical check costs one call: pull a ticker from each market you care about and look at whether ",[23,1341,1286],{}," and the ",[23,1344,149],{}," array are populated to the depth you need. Doing that before you design the schema is considerably cheaper than discovering a coverage hole after you have built a screener around it, and it is the same pre-flight reasoning as ",[66,1347,1349],{"href":1348},"\u002Fblog\u002Fguides\u002Fextracting-leadership-contact-information","sizing an account before working it",[1351,1352,1355],"tool-cta",{"category":1353,"title":1354},"stockanalysis","Fundamentals with the source attached",[11,1356,1357],{},"Pull an income statement or a full statistics set for any ticker, and read who supplied the numbers and when.",[11,1359,1360],{},[1361,1362,1363],"em",{},"Last updated September 2026.",[1365,1366,1367],"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 .sMK4o, html code.shiki .sMK4o{--shiki-light:#39ADB5;--shiki-default:#89DDFF;--shiki-dark:#89DDFF}html pre.shiki code .spNyl, html code.shiki .spNyl{--shiki-light:#9C3EDA;--shiki-default:#C792EA;--shiki-dark:#C792EA}html pre.shiki code .sbssI, html code.shiki .sbssI{--shiki-light:#F76D47;--shiki-default:#F78C6C;--shiki-dark:#F78C6C}html pre.shiki code .sBMFI, html code.shiki .sBMFI{--shiki-light:#E2931D;--shiki-default:#FFCB6B;--shiki-dark:#FFCB6B}html pre.shiki code .sTEyZ, html code.shiki .sTEyZ{--shiki-light:#90A4AE;--shiki-default:#EEFFFF;--shiki-dark:#BABED8}",{"title":21,"searchDepth":166,"depth":166,"links":1369},[1370,1375,1383,1390,1397,1398,1399,1400],{"id":77,"depth":166,"text":78,"children":1371},[1372,1373,1374],{"id":85,"depth":241,"text":86},{"id":92,"depth":241,"text":93},{"id":102,"depth":241,"text":103},{"id":124,"depth":166,"text":1376,"children":1377},"Why is revenue0 not last year's revenue?",[1378,1379,1380,1381,1382],{"id":135,"depth":241,"text":136},{"id":442,"depth":241,"text":443},{"id":460,"depth":241,"text":461},{"id":496,"depth":241,"text":497},{"id":533,"depth":241,"text":534},{"id":544,"depth":166,"text":545,"children":1384},[1385,1386,1387,1388,1389],{"id":551,"depth":241,"text":552},{"id":580,"depth":241,"text":581},{"id":639,"depth":241,"text":640},{"id":738,"depth":241,"text":739},{"id":842,"depth":241,"text":843},{"id":873,"depth":166,"text":874,"children":1391},[1392,1393,1394,1395,1396],{"id":880,"depth":241,"text":881},{"id":1030,"depth":241,"text":1031},{"id":1040,"depth":241,"text":1041},{"id":1054,"depth":241,"text":1055},{"id":1069,"depth":241,"text":1070},{"id":1082,"depth":166,"text":1083},{"id":1245,"depth":166,"text":1246},{"id":1276,"depth":166,"text":1277},{"id":1301,"depth":166,"text":1302},"Product","\u002Fimg\u002Fblog\u002Fsimply-wall-st-graphql-api-fundamentals.png","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.",false,"md",null,"\u002Fimg\u002Fblog\u002Fsimply-wall-st-graphql-api-fundamentals-card.png",{},true,"\u002Fblog\u002Fguides\u002Fsimply-wall-st-graphql-api-fundamentals","2026-09-02","11 min",{"title":5,"description":1403},"blog\u002Fguides\u002Fsimply-wall-st-graphql-api-fundamentals",[1416,1417,1418,1419,1420],"simply wall st api","stock fundamentals api","income statement api","financial data","graphql","Q3nZwK5erbKPBQ73sj14-beKBT5FT-h4Idodcb5n7wk",[1423,1437,1450,1463,1475,1487,1499,1512,1525,1527,1540,1551,1562,1574,1588,1600,1612,1623,1634,1646,1658,1668,1680,1691,1702,1713,1725,1735,1745,1754,1764,1776,1788,1801,1812,1822,1835,1846,1858,1869,1878,1888,1898,1907,1914,1923,1933,1944,1954,1965,1977,1984,1994,2002,2010,2020,2030,2041,2049,2058,2068,2079,2089,2099,2108,2118,2129,2138,2147,2158,2168,2176,2187,2196,2205,2213,2223,2233,2241,2250,2258,2268,2278,2290,2299,2309,2318,2327,2338,2347,2356,2364,2373,2382],{"path":1424,"title":1425,"description":1426,"publishedAt":1427,"author":6,"category":1428,"tags":1429,"readTime":1412,"cover":1435,"listingCover":1436,"image":1406},"\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",[1430,1431,1432,1433,1434],"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":1438,"title":1439,"description":1440,"publishedAt":1427,"author":6,"category":1441,"tags":1442,"readTime":1412,"cover":1448,"listingCover":1449,"image":1406},"\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",[1443,1444,1445,1446,1447],"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":1451,"title":1452,"description":1453,"publishedAt":1427,"author":6,"category":1401,"tags":1454,"readTime":1460,"cover":1461,"listingCover":1462,"image":1406},"\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.",[1455,1456,1457,1458,1459],"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":1464,"title":1465,"description":1466,"publishedAt":1427,"author":6,"category":1441,"tags":1467,"readTime":1412,"cover":1473,"listingCover":1474,"image":1406},"\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.",[1468,1469,1470,1471,1472],"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":1476,"title":1477,"description":1478,"publishedAt":1427,"author":6,"category":1401,"tags":1479,"readTime":1460,"cover":1485,"listingCover":1486,"image":1406},"\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.",[1480,1481,1482,1483,1484],"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":1488,"title":1489,"description":1490,"publishedAt":1411,"author":6,"category":1401,"tags":1491,"readTime":1460,"cover":1497,"listingCover":1498,"image":1406},"\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.",[1492,1493,1494,1495,1496],"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":1500,"title":1501,"description":1502,"publishedAt":1411,"author":6,"category":1503,"tags":1504,"readTime":1412,"cover":1510,"listingCover":1511,"image":1406},"\u002Fblog\u002Fguides\u002Ffind-all-urls-on-a-domain","Find All URLs on a Domain: Why the Sitemap Route Usually Stops","Four domains, one sitemap endpoint. Three returned an index and no URL count at all. A sitemap gives you a map of a site, not a list of its pages.","Search & RAG",[1505,1506,1507,1508,1509],"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":1513,"title":1514,"description":1515,"publishedAt":1411,"author":6,"category":1516,"tags":1517,"readTime":1460,"cover":1523,"listingCover":1524,"image":1406},"\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",[1518,1519,1520,1521,1522],"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":1410,"title":5,"description":1403,"publishedAt":1411,"author":6,"category":1401,"tags":1526,"readTime":1412,"cover":1402,"listingCover":1407,"image":1406},[1416,1417,1418,1419,1420],{"path":714,"title":1528,"description":1529,"publishedAt":1530,"author":6,"category":1531,"tags":1532,"readTime":1412,"cover":1538,"listingCover":1539,"image":1406},"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",[1533,1534,1535,1536,1537],"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":1050,"title":1541,"description":1542,"publishedAt":1530,"author":6,"category":1401,"tags":1543,"readTime":1460,"cover":1549,"listingCover":1550,"image":1406},"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.",[1544,1545,1546,1547,1548],"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":1348,"title":1552,"description":1553,"publishedAt":1530,"author":6,"category":1441,"tags":1554,"readTime":1412,"cover":1560,"listingCover":1561,"image":1406},"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.",[1555,1556,1557,1558,1559],"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":1563,"title":1564,"description":1565,"publishedAt":1530,"author":6,"category":1401,"tags":1566,"readTime":1460,"cover":1572,"listingCover":1573,"image":1406},"\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.",[1567,1568,1569,1570,1571],"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":1575,"title":1576,"description":1577,"publishedAt":1578,"author":6,"category":1503,"tags":1579,"readTime":1585,"cover":1586,"listingCover":1587,"image":1406},"\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",[1580,1581,1582,1583,1584],"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":1589,"title":1590,"description":1591,"publishedAt":1578,"author":6,"category":1441,"tags":1592,"readTime":1412,"cover":1598,"listingCover":1599,"image":1406},"\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.",[1593,1594,1595,1596,1597],"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":1601,"title":1602,"description":1603,"publishedAt":1578,"author":6,"category":1503,"tags":1604,"readTime":1412,"cover":1610,"listingCover":1611,"image":1406},"\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.",[1605,1606,1607,1608,1609],"web scraping vs api","data acquisition","buy vs build","scraping api","ai agents","\u002Fimg\u002Fblog\u002Fweb-scraping-vs-api-wrong-question.png","\u002Fimg\u002Fblog\u002Fweb-scraping-vs-api-wrong-question-card.png",{"path":1613,"title":1614,"description":1615,"publishedAt":1578,"author":6,"category":1503,"tags":1616,"readTime":1412,"cover":1621,"listingCover":1622,"image":1406},"\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.",[1617,1618,1619,1583,1620],"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":1624,"title":1625,"description":1626,"publishedAt":1578,"author":6,"category":1516,"tags":1627,"readTime":1412,"cover":1632,"listingCover":1633,"image":1406},"\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.",[1628,1629,1520,1630,1631],"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":1635,"title":1636,"description":1637,"publishedAt":1638,"author":6,"category":1639,"tags":1640,"readTime":1412,"cover":1644,"listingCover":1645,"image":1406},"\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",[1641,1642,1643,1609],"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":1647,"title":1648,"description":1649,"publishedAt":1638,"author":6,"category":1503,"tags":1650,"readTime":1412,"cover":1656,"listingCover":1657,"image":1406},"\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.",[1651,1652,1653,1654,1655],"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":1659,"title":1660,"description":1661,"publishedAt":1638,"author":6,"category":1401,"tags":1662,"readTime":1412,"cover":1666,"listingCover":1667,"image":1406},"\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.",[1571,1663,1664,1665,1609],"antidetect browser","nodriver","no api","\u002Fimg\u002Fblog\u002Fbrowser-automation-without-an-api.png","\u002Fimg\u002Fblog\u002Fbrowser-automation-without-an-api-card.png",{"path":1669,"title":1670,"description":1671,"publishedAt":1638,"author":6,"category":1441,"tags":1672,"readTime":1412,"cover":1678,"listingCover":1679,"image":1406},"\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.",[1673,1674,1675,1676,1677],"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":1681,"title":1682,"description":1683,"publishedAt":1638,"author":6,"category":1441,"tags":1684,"readTime":1412,"cover":1689,"listingCover":1690,"image":1406},"\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.",[1685,1686,1687,1688],"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":1692,"title":1693,"description":1694,"publishedAt":1638,"author":6,"category":1503,"tags":1695,"readTime":1585,"cover":1700,"listingCover":1701,"image":1406},"\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.",[1696,1697,1698,1699,1583],"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":1703,"title":1704,"description":1705,"publishedAt":1638,"author":6,"category":1503,"tags":1706,"readTime":1412,"cover":1711,"listingCover":1712,"image":1406},"\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.",[1707,1708,1709,1655,1710],"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":1714,"title":1715,"description":1716,"publishedAt":1717,"author":6,"category":1503,"tags":1718,"readTime":1412,"cover":1723,"listingCover":1724,"image":1406},"\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",[1719,1720,1721,1722,1655],"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":1726,"title":1727,"description":1728,"publishedAt":1717,"author":6,"category":1503,"tags":1729,"readTime":1412,"cover":1733,"listingCover":1734,"image":1406},"\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.",[1730,1653,1655,1731,1732],"google search url parameters","udm","search operators","\u002Fimg\u002Fblog\u002Fgoogle-search-url-parameters.png","\u002Fimg\u002Fblog\u002Fgoogle-search-url-parameters-card.png",{"path":1736,"title":1737,"description":1738,"publishedAt":1717,"author":6,"category":1428,"tags":1739,"readTime":1412,"cover":1743,"listingCover":1744,"image":1406},"\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.",[1434,1740,1433,1741,1742],"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":1746,"title":1747,"description":1748,"publishedAt":1717,"author":6,"category":1428,"tags":1749,"readTime":1412,"cover":1752,"listingCover":1753,"image":1406},"\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.",[1750,1751,1433,1741,1742],"tiktok scraper","tiktok api","\u002Fimg\u002Fblog\u002Ftiktok-scraper-which-endpoint.png","\u002Fimg\u002Fblog\u002Ftiktok-scraper-which-endpoint-card.png",{"path":1755,"title":1756,"description":1757,"publishedAt":1717,"author":6,"category":1503,"tags":1758,"readTime":1412,"cover":1762,"listingCover":1763,"image":1406},"\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.",[1759,1760,1607,1761,1608],"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":1765,"title":1766,"description":1767,"publishedAt":1768,"author":6,"category":1401,"tags":1769,"readTime":1412,"cover":1774,"listingCover":1775,"image":1406},"\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",[1770,1771,1609,1772,1773],"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":1777,"title":1778,"description":1779,"publishedAt":1768,"author":6,"category":1441,"tags":1780,"readTime":1412,"cover":1786,"listingCover":1787,"image":1406},"\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.",[1781,1782,1783,1784,1785],"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":1789,"title":1790,"description":1791,"publishedAt":1768,"author":6,"category":1792,"tags":1793,"readTime":1585,"cover":1799,"listingCover":1800,"image":1406},"\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",[1794,1795,1796,1797,1798],"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":1802,"title":1803,"description":1804,"publishedAt":1768,"author":6,"category":1503,"tags":1805,"readTime":1412,"cover":1810,"listingCover":1811,"image":1406},"\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.",[1806,1807,1808,1809,1720],"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":1813,"title":1814,"description":1815,"publishedAt":1768,"author":6,"category":1792,"tags":1816,"readTime":1412,"cover":1820,"listingCover":1821,"image":1406},"\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.",[1817,1818,1819,1609],"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":1823,"title":1824,"description":1825,"publishedAt":1826,"author":6,"category":1441,"tags":1827,"readTime":1412,"cover":1833,"listingCover":1834,"image":1406},"\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",[1828,1829,1830,1831,1832],"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":1836,"title":1837,"description":1838,"publishedAt":1826,"author":6,"category":1503,"tags":1839,"readTime":1412,"cover":1844,"listingCover":1845,"image":1406},"\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.",[1840,1841,1722,1842,1843],"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":1847,"title":1848,"description":1849,"publishedAt":1826,"author":6,"category":1503,"tags":1850,"readTime":1460,"cover":1856,"listingCover":1857,"image":1406},"\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.",[1851,1852,1853,1854,1855],"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":1859,"title":1860,"description":1861,"publishedAt":1826,"author":6,"category":1503,"tags":1862,"readTime":1412,"cover":1867,"listingCover":1868,"image":1406},"\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.",[1863,1864,1722,1865,1866],"news scraping","news api","media monitoring","web search","\u002Fimg\u002Fblog\u002Fweb-scraping-news-articles.png","\u002Fimg\u002Fblog\u002Fweb-scraping-news-articles-card.png",{"path":1870,"title":1871,"description":1872,"publishedAt":1826,"author":6,"category":1428,"tags":1873,"readTime":1412,"cover":1876,"listingCover":1877,"image":1406},"\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.",[1874,1875,1433,1742,1741],"youtube scraper","youtube data api","\u002Fimg\u002Fblog\u002Fyoutube-scraper-past-the-quota.png","\u002Fimg\u002Fblog\u002Fyoutube-scraper-past-the-quota-card.png",{"path":1879,"title":1880,"description":1881,"publishedAt":1882,"author":6,"category":1401,"tags":1883,"readTime":1460,"cover":1886,"listingCover":1887,"image":1406},"\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",[1884,1571,1609,1584,1885],"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":1889,"title":1890,"description":1891,"publishedAt":1882,"author":6,"category":1503,"tags":1892,"readTime":1460,"cover":1896,"listingCover":1897,"image":1406},"\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.",[1893,1894,1547,1609,1895],"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":1899,"title":1900,"description":1901,"publishedAt":1882,"author":6,"category":1503,"tags":1902,"readTime":1460,"cover":1905,"listingCover":1906,"image":1406},"\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.",[469,1547,1903,1904,1609],"beautifulsoup","selenium","\u002Fimg\u002Fblog\u002Fpython-web-scraping-without-a-scraper.png","\u002Fimg\u002Fblog\u002Fpython-web-scraping-without-a-scraper-card.png",{"path":1908,"title":1909,"description":1910,"publishedAt":1882,"author":6,"category":1503,"tags":1911,"readTime":1460,"cover":1912,"listingCover":1913,"image":1406},"\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.",[1653,1720,1866,1609,1722],"\u002Fimg\u002Fblog\u002Fserp-api-for-ai-agents.png","\u002Fimg\u002Fblog\u002Fserp-api-for-ai-agents-card.png",{"path":1915,"title":1916,"description":1917,"publishedAt":1882,"author":6,"category":1503,"tags":1918,"readTime":1460,"cover":1921,"listingCover":1922,"image":1406},"\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.",[1919,1920,1608,1609,1742],"web scraping tools","no code scraper","\u002Fimg\u002Fblog\u002Fweb-scraping-tools-which-kind.png","\u002Fimg\u002Fblog\u002Fweb-scraping-tools-which-kind-card.png",{"path":1924,"title":1925,"description":1926,"publishedAt":1927,"author":6,"category":1531,"tags":1928,"readTime":1460,"cover":1931,"listingCover":1932,"image":1406},"\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",[1929,1609,1535,1930],"agentic commerce","autonomous business","\u002Fimg\u002Fblog\u002Fautonomous-store-agent-outside-data.png","\u002Fimg\u002Fblog\u002Fautonomous-store-agent-outside-data-card.png",{"path":1934,"title":1935,"description":1936,"publishedAt":1927,"author":6,"category":1503,"tags":1937,"readTime":1460,"cover":1942,"listingCover":1943,"image":1406},"\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.",[1938,1939,1940,1722,1941],"search","web","api","agents","\u002Fimg\u002Fblog\u002Fbing-search-api-retired-alternatives.png","\u002Fimg\u002Fblog\u002Fbing-search-api-retired-alternatives-card.png",{"path":1945,"title":1946,"description":1947,"publishedAt":1927,"author":6,"category":1503,"tags":1948,"readTime":1412,"cover":1952,"listingCover":1953,"image":1406},"\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.",[1722,1949,1950,1951,1842],"embeddings","pdf","ocr","\u002Fimg\u002Fblog\u002Fingest-mixed-documents-llm-embedding.png","\u002Fimg\u002Fblog\u002Fingest-mixed-documents-llm-embedding-card.png",{"path":1955,"title":1956,"description":1957,"publishedAt":1927,"author":6,"category":1428,"tags":1958,"readTime":1460,"cover":1963,"listingCover":1964,"image":1406},"\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.",[1959,1960,1940,1961,1962],"instagram","social","creators","engagement","\u002Fimg\u002Fblog\u002Finstagram-follower-engagement-api.png","\u002Fimg\u002Fblog\u002Finstagram-follower-engagement-api-card.png",{"path":1966,"title":1967,"description":1968,"publishedAt":1927,"author":6,"category":1401,"tags":1969,"readTime":1460,"cover":1975,"listingCover":1976,"image":1406},"\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.",[1970,1971,1972,1973,1974],"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":1978,"title":1979,"description":1980,"publishedAt":1927,"author":6,"category":1401,"tags":1981,"readTime":1460,"cover":1982,"listingCover":1983,"image":1406},"\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.",[1972,1940,1973,1609,1773],"\u002Fimg\u002Fblog\u002Fmcp-vs-api-for-ai-agents.png","\u002Fimg\u002Fblog\u002Fmcp-vs-api-for-ai-agents-card.png",{"path":1985,"title":1986,"description":1987,"publishedAt":1927,"author":6,"category":1401,"tags":1988,"readTime":1412,"cover":1992,"listingCover":1993,"image":1406},"\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.",[1989,1990,1991,1620,1941],"n8n","automation","enrichment","\u002Fimg\u002Fblog\u002Fn8n-data-layer-scraping-enrichment.png","\u002Fimg\u002Fblog\u002Fn8n-data-layer-scraping-enrichment-card.png",{"path":1995,"title":1996,"description":1997,"publishedAt":1927,"author":6,"category":1401,"tags":1998,"readTime":1460,"cover":2000,"listingCover":2001,"image":1406},"\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.",[1999,1970,1973,1972,1974],"openrouter","\u002Fimg\u002Fblog\u002Fopenrouter-alternatives-after-stripe.png","\u002Fimg\u002Fblog\u002Fopenrouter-alternatives-after-stripe-card.png",{"path":2003,"title":2004,"description":2005,"publishedAt":1927,"author":6,"category":1401,"tags":2006,"readTime":1460,"cover":2008,"listingCover":2009,"image":1406},"\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.",[1999,1972,1973,2007,1773],"claude code","\u002Fimg\u002Fblog\u002Fopenrouter-mcp-server-tool-layer.png","\u002Fimg\u002Fblog\u002Fopenrouter-mcp-server-tool-layer-card.png",{"path":2011,"title":2012,"description":2013,"publishedAt":1927,"author":6,"category":1441,"tags":2014,"readTime":1460,"cover":2018,"listingCover":2019,"image":1406},"\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.",[2015,2016,2017,1609],"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":2021,"title":2022,"description":2023,"publishedAt":1927,"author":6,"category":1441,"tags":2024,"readTime":1460,"cover":2028,"listingCover":2029,"image":1406},"\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.",[2025,1991,1940,2026,2027],"linkedin","sales","leads","\u002Fimg\u002Fblog\u002Fproxycurl-shutdown-linkedin-data-alternatives.png","\u002Fimg\u002Fblog\u002Fproxycurl-shutdown-linkedin-data-alternatives-card.png",{"path":2031,"title":2032,"description":2033,"publishedAt":1927,"author":6,"category":1428,"tags":2034,"readTime":1460,"cover":2039,"listingCover":2040,"image":1406},"\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.",[2035,2036,2037,2038],"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":2042,"title":2043,"description":2044,"publishedAt":1927,"author":6,"category":1428,"tags":2045,"readTime":1460,"cover":2047,"listingCover":2048,"image":1406},"\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.",[1750,2046,2037,2036],"content audit","\u002Fimg\u002Fblog\u002Ftiktok-scraper-catalogue-audit.png","\u002Fimg\u002Fblog\u002Ftiktok-scraper-catalogue-audit-card.png",{"path":2050,"title":2051,"description":2052,"publishedAt":1927,"author":6,"category":1401,"tags":2053,"readTime":2055,"cover":2056,"listingCover":2057,"image":1406},"\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.",[1972,2054,1973,1609,1974],"mcp gateway","13 min","\u002Fimg\u002Fblog\u002Fwhat-is-an-mcp-gateway.png","\u002Fimg\u002Fblog\u002Fwhat-is-an-mcp-gateway-card.png",{"path":2059,"title":2060,"description":2061,"publishedAt":1927,"author":6,"category":1428,"tags":2062,"readTime":1460,"cover":2066,"listingCover":2067,"image":1406},"\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.",[2063,2064,1595,2065],"twitter scraper","x api","lead generation","\u002Fimg\u002Fblog\u002Fx-intent-search-social-selling.png","\u002Fimg\u002Fblog\u002Fx-intent-search-social-selling-card.png",{"path":2069,"title":2070,"description":2071,"publishedAt":2072,"author":6,"category":1503,"tags":2073,"readTime":1412,"cover":2077,"listingCover":2078,"image":1406},"\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",[2074,1547,2075,2076],"apify alternatives","actors","pay per call","\u002Fimg\u002Fblog\u002Fapify-alternatives.png","\u002Fimg\u002Fblog\u002Fapify-alternatives-card.png",{"path":2080,"title":2081,"description":2082,"publishedAt":2072,"author":6,"category":1531,"tags":2083,"readTime":1412,"cover":2087,"listingCover":2088,"image":1406},"\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.",[2084,2085,2086,1609],"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":2090,"title":2091,"description":2092,"publishedAt":2072,"author":6,"category":1441,"tags":2093,"readTime":1412,"cover":2097,"listingCover":2098,"image":1406},"\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.",[2094,1832,2095,2096],"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":2100,"title":2101,"description":2102,"publishedAt":2072,"author":6,"category":1503,"tags":2103,"readTime":1412,"cover":2106,"listingCover":2107,"image":1406},"\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.",[1722,1583,2104,2105],"chunking","llm context","\u002Fimg\u002Fblog\u002Ffree-api-extract-page-content-rag.png","\u002Fimg\u002Fblog\u002Ffree-api-extract-page-content-rag-card.png",{"path":2109,"title":2110,"description":2111,"publishedAt":2072,"author":6,"category":1516,"tags":2112,"readTime":1412,"cover":2116,"listingCover":2117,"image":1406},"\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.",[2113,2114,1742,2115],"google maps scraper","local leads","lead list","\u002Fimg\u002Fblog\u002Fgoogle-maps-scraper-alternatives.png","\u002Fimg\u002Fblog\u002Fgoogle-maps-scraper-alternatives-card.png",{"path":2119,"title":2120,"description":2121,"publishedAt":2072,"author":6,"category":1639,"tags":2122,"readTime":1412,"cover":2127,"listingCover":2128,"image":1406},"\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.",[2123,2124,2125,2126],"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":2130,"title":2131,"description":2132,"publishedAt":2133,"author":6,"category":1401,"tags":2134,"readTime":1412,"cover":2136,"listingCover":2137,"image":1406},"\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",[1609,2135,1973,1972],"model gateway","\u002Fimg\u002Fblog\u002Fai-agent-needs-two-integrations.png","\u002Fimg\u002Fblog\u002Fai-agent-needs-two-integrations-card.png",{"path":2139,"title":2140,"description":2141,"publishedAt":2133,"author":6,"category":1401,"tags":2142,"readTime":1412,"cover":2145,"listingCover":2146,"image":1406},"\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.",[2143,1609,1972,2144],"api marketplace","tool use","\u002Fimg\u002Fblog\u002Fapi-marketplace-for-ai-agents.png","\u002Fimg\u002Fblog\u002Fapi-marketplace-for-ai-agents-card.png",{"path":2148,"title":2149,"description":2150,"publishedAt":2133,"author":6,"category":1441,"tags":2151,"readTime":1412,"cover":2156,"listingCover":2157,"image":1406},"\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.",[2152,2153,2154,2155],"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":2159,"title":2160,"description":2161,"publishedAt":2133,"author":6,"category":1503,"tags":2162,"readTime":1412,"cover":2166,"listingCover":2167,"image":1406},"\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.",[1547,2163,2164,2165],"cloudflare","proxies","blocked","\u002Fimg\u002Fblog\u002Fscraper-blocked-what-gets-through.png","\u002Fimg\u002Fblog\u002Fscraper-blocked-what-gets-through-card.png",{"path":2169,"title":2170,"description":2171,"publishedAt":2133,"author":6,"category":1503,"tags":2172,"readTime":1412,"cover":2174,"listingCover":2175,"image":1406},"\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.",[2173,1609,1972,1990],"web scraping api","\u002Fimg\u002Fblog\u002Fweb-scraping-api-for-ai-agents.png","\u002Fimg\u002Fblog\u002Fweb-scraping-api-for-ai-agents-card.png",{"path":2177,"title":2178,"description":2179,"publishedAt":2180,"author":6,"category":1441,"tags":2181,"readTime":1412,"cover":2185,"listingCover":2186,"image":1406},"\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",[2182,2183,2184,1991],"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":869,"title":2188,"description":2189,"publishedAt":2180,"author":6,"category":1503,"tags":2190,"readTime":1412,"cover":2194,"listingCover":2195,"image":1406},"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.",[2191,2192,1865,2193],"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":120,"title":2197,"description":2198,"publishedAt":2180,"author":6,"category":1441,"tags":2199,"readTime":1412,"cover":2203,"listingCover":2204,"image":1406},"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.",[2200,2201,2202,1830],"crunchbase api","pitchbook api","funding data","\u002Fimg\u002Fblog\u002Fcrunchbase-api-alternatives-funding-data.png","\u002Fimg\u002Fblog\u002Fcrunchbase-api-alternatives-funding-data-card.png",{"path":2206,"title":2207,"description":2208,"publishedAt":2180,"author":6,"category":1441,"tags":2209,"readTime":1412,"cover":2211,"listingCover":2212,"image":1406},"\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.",[1676,1677,2210,1785],"jobs data","\u002Fimg\u002Fblog\u002Fjob-postings-api-hiring-signals.png","\u002Fimg\u002Fblog\u002Fjob-postings-api-hiring-signals-card.png",{"path":2214,"title":2215,"description":2216,"publishedAt":2180,"author":6,"category":1441,"tags":2217,"readTime":1412,"cover":2221,"listingCover":2222,"image":1406},"\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.",[2218,2219,2220,1785],"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":2224,"title":2225,"description":2226,"publishedAt":2227,"author":6,"category":1428,"tags":2228,"readTime":1412,"cover":2231,"listingCover":2232,"image":1406},"\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",[2229,1433,2230,1959],"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":2234,"title":2235,"description":2236,"publishedAt":2227,"author":6,"category":1503,"tags":2237,"readTime":1412,"cover":2239,"listingCover":2240,"image":1406},"\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.",[1771,1609,1772,2238],"model context protocol","\u002Fimg\u002Fblog\u002Fmcp-server-live-web-data-agents.png","\u002Fimg\u002Fblog\u002Fmcp-server-live-web-data-agents-card.png",{"path":2242,"title":2243,"description":2244,"publishedAt":2227,"author":6,"category":1401,"tags":2245,"readTime":1585,"cover":2248,"listingCover":2249,"image":1406},"\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.",[2076,2246,2143,2247],"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":2251,"title":2252,"description":2253,"publishedAt":2227,"author":6,"category":1441,"tags":2254,"readTime":1412,"cover":2256,"listingCover":2257,"image":1406},"\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.",[1832,2255,1831,1828],"apollo alternatives","\u002Fimg\u002Fblog\u002Fpeople-data-labs-apollo-zoominfo-alternatives.png","\u002Fimg\u002Fblog\u002Fpeople-data-labs-apollo-zoominfo-alternatives-card.png",{"path":2259,"title":2260,"description":2261,"publishedAt":2227,"author":6,"category":1428,"tags":2262,"readTime":1585,"cover":2266,"listingCover":2267,"image":1406},"\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.",[2263,2264,2265,2074],"reddit api","reddit scraper","social listening","\u002Fimg\u002Fblog\u002Freddit-scraping-api-alternatives.png","\u002Fimg\u002Fblog\u002Freddit-scraping-api-alternatives-card.png",{"path":2269,"title":2270,"description":2271,"publishedAt":2272,"author":6,"category":1441,"tags":2273,"readTime":1412,"cover":2276,"listingCover":2277,"image":1406},"\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",[2274,2025,2026,2275],"linkedin scraper api","data","\u002Fimg\u002Fblog\u002Fbest-linkedin-scraper-api-2026.png","\u002Fimg\u002Fblog\u002Fbest-linkedin-scraper-api-2026-card.png",{"path":2279,"title":2280,"description":2281,"publishedAt":2282,"author":6,"category":1441,"tags":2283,"readTime":1412,"cover":2288,"listingCover":2289,"image":1406},"\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",[2284,2285,2286,2287],"apollo scraper","apollo.io","lead-generation","b2b-data","\u002Fimg\u002Fblog\u002Fapollo-scraper.png","\u002Fimg\u002Fblog\u002Fapollo-scraper-card.png",{"path":2291,"title":2292,"description":2293,"publishedAt":2282,"author":6,"category":1428,"tags":2294,"readTime":1412,"cover":2297,"listingCover":2298,"image":1406},"\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.",[2264,2295,2296,1960],"reddit data api","web-scraping","\u002Fimg\u002Fblog\u002Freddit-scraper.png","\u002Fimg\u002Fblog\u002Freddit-scraper-card.png",{"path":2300,"title":2301,"description":2302,"publishedAt":2282,"author":6,"category":1441,"tags":2303,"readTime":1585,"cover":2307,"listingCover":2308,"image":1406},"\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.",[2304,2305,2306,2287],"technographic data api","tech stack","company-enrichment","\u002Fimg\u002Fblog\u002Ftechnographic-data-api.png","\u002Fimg\u002Fblog\u002Ftechnographic-data-api-card.png",{"path":2310,"title":2311,"description":2312,"publishedAt":2313,"author":6,"category":1428,"tags":2314,"readTime":1412,"cover":2316,"listingCover":2317,"image":1406},"\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",[2315,1959,2296,1941],"apify instagram scraper","\u002Fimg\u002Fblog\u002Fapify-instagram-scraper.png","\u002Fimg\u002Fblog\u002Fapify-instagram-scraper-card.png",{"path":2319,"title":2320,"description":2321,"publishedAt":2322,"author":6,"category":1441,"tags":2323,"readTime":1460,"cover":2325,"listingCover":2326,"image":1406},"\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",[2324,2025,2026,2275],"linkedin outreach","\u002Fimg\u002Fblog\u002Fbest-linkedin-outreach-tools-2026.png","\u002Fimg\u002Fblog\u002Fbest-linkedin-outreach-tools-2026-card.png",{"path":2328,"title":2329,"description":2330,"publishedAt":2331,"author":6,"category":1531,"tags":2332,"readTime":2335,"cover":2336,"listingCover":2337,"image":1406},"\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",[2333,2334,2275,2086],"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":2339,"title":2340,"description":2341,"publishedAt":2342,"author":6,"category":1531,"tags":2343,"readTime":2055,"cover":2345,"listingCover":2346,"image":1406},"\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",[2344,2275,1941,2086],"amazon reviews api","\u002Fimg\u002Fblog\u002Fbest-amazon-reviews-api-2026.png","\u002Fimg\u002Fblog\u002Fbest-amazon-reviews-api-2026-card.png",{"path":2348,"title":2349,"description":2350,"publishedAt":2342,"author":6,"category":1441,"tags":2351,"readTime":1460,"cover":2354,"listingCover":2355,"image":1406},"\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.",[2352,2275,1941,2353],"email verification api","email","\u002Fimg\u002Fblog\u002Fbest-email-verification-api-2026.png","\u002Fimg\u002Fblog\u002Fbest-email-verification-api-2026-card.png",{"path":2357,"title":2358,"description":21,"publishedAt":2359,"author":1406,"category":1401,"tags":2360,"readTime":1406,"cover":2363,"listingCover":1406,"image":1406},"\u002Fblog\u002Fakta-pro-is-now-available-on-monid","Akta Pro Is Now Available On Monid","2026-07-07",[1941,2361,2362,2275],"partner-tools","private-markets","\u002Fimg\u002Fblog\u002Fakta-pro-is-now-available-on-monid-v2.png",{"path":2365,"title":2366,"description":2367,"publishedAt":2368,"author":1406,"category":1401,"tags":2369,"readTime":1406,"cover":2372,"listingCover":1406,"image":1406},"\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",[1941,2361,2370,2371],"voice","phone","\u002Fimg\u002Fblog\u002Fyour-claude-code-can-now-make-phone-calls.png",{"path":2374,"title":2375,"description":2376,"publishedAt":2377,"author":1406,"category":1401,"tags":2378,"readTime":1406,"cover":2381,"listingCover":1406,"image":1406},"\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",[2379,1941,2380],"3d","creative-tools","\u002Fimg\u002Fblog\u002Fintroducing-suzanne-chatgpt-for-3d-models.png",{"path":2383,"title":2384,"description":2385,"publishedAt":2386,"author":1406,"category":1401,"tags":2387,"readTime":1406,"cover":2390,"listingCover":1406,"image":1406},"\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",[1941,2380,2388,2389],"image-generation","music-generation","\u002Fimg\u002Fblog\u002Fminimax-is-now-available-on-monid.png",1788552967584]