Tutorials, comparisons, and engineering guides on web scraping, Reddit data, Google Trends, RAG pipelines, and job market APIs.https://themineworks.com/en-ushttps://themineworks.com/blog/amazon-aliexpress-sourcing-price-check/https://themineworks.com/blog/amazon-aliexpress-sourcing-price-check/Before you sell a product, you want to know what it costs to source. Here is how to pull an Amazon listing's retail price and reviews against real AliExpress supplier prices in a single call, and what the spread actually tells you.Fri, 31 Jul 2026 00:00:00 GMTuse-caseecommerceamazonaliexpressproduct-researchdropshippingsourcingmcpclaudehttps://themineworks.com/blog/govcon-fec-companies-house-data-apis/https://themineworks.com/blog/govcon-fec-companies-house-data-apis/Three official government data sources — SAM.gov contract opportunities, FEC campaign finance, and UK Companies House — turned into clean JSON APIs for GovCon capture, compliance, and political research. No browser, no login, pay only for results delivered.Fri, 31 Jul 2026 00:00:00 GMTuse-casegovernment-datagovconcompliancekyccampaign-financesam-govfeccompanies-househttps://themineworks.com/blog/literature-review-five-databases-one-call/https://themineworks.com/blog/literature-review-five-databases-one-call/A literature scan means five sources with five query languages and five response shapes. Here is how to pull published works, canonical metadata, preprints, biomedical hits and a citation graph for one topic in a single call, and which source to trust for what.Fri, 31 Jul 2026 00:00:00 GMTuse-caseacademicresearchopenalexcrossrefarxivpubmedopencitationsmcpclaudehttps://themineworks.com/blog/cutshort-jobs-scraper-india-tech-hiring-data/https://themineworks.com/blog/cutshort-jobs-scraper-india-tech-hiring-data/CutShort is where Indian startups post engineering and product roles, and it has no public jobs API. Learn how to extract titles, companies, salary ranges, skills, and experience bands as structured JSON for recruiting feeds and talent market research.Thu, 30 Jul 2026 00:00:00 GMTtutorialindiajobsweb-scrapinghiringrecruitingcutshortstartupshttps://themineworks.com/blog/zestimate-vs-redfin-estimate-accuracy/https://themineworks.com/blog/zestimate-vs-redfin-estimate-accuracy/Redfin publishes a 1.85% median error rate on listed homes. What that hides, why Zestimate and Redfin Estimate disagree, and how to test accuracy in your own ZIP.Thu, 30 Jul 2026 00:00:00 GMTcomparisonzillowredfinrealtor-comzestimatereal-estateavmvaluationcomparisonhttps://themineworks.com/blog/best-threads-scrapers-compared/https://themineworks.com/blog/best-threads-scrapers-compared/Eight Threads scrapers on the Apify Store compared with public data: price per 1,000 posts, start fees, run success, ratings, and modes. Including where ours is not the right pick.Tue, 28 Jul 2026 00:00:00 GMTcomparisonthreadsmetasocial-mediacomparisonscrapingpricinghttps://themineworks.com/blog/reddit-data-market-research-after-api-changes/https://themineworks.com/blog/reddit-data-market-research-after-api-changes/Reddit locked down its API: enterprise-only commercial access, no self-serve pricing, and the old .json endpoints gone. Here are the working options for market research teams, with honest costs.Tue, 28 Jul 2026 00:00:00 GMTuse-caseredditmarket-researchapisocial-listeningmonitoringhttps://themineworks.com/blog/x-api-pay-per-use-vs-scraping-2026/https://themineworks.com/blog/x-api-pay-per-use-vs-scraping-2026/X killed the $200/month Basic tier for new developers and moved to metered pricing at $0.005 per post read, capped at 2M reads a month. Here is the real cost math against a pay-per-result scraper, and the cases where the official API is still the right call.Mon, 27 Jul 2026 00:00:00 GMTcomparisontwitterxapi-pricingsocial-listeningcost-analysishttps://themineworks.com/blog/automate-ai-job-hunt-claude-mcp/https://themineworks.com/blog/automate-ai-job-hunt-claude-mcp/Most job hunting is spent on the wrong problem. Here is the exact end-to-end flow — find who is actually hiring, rank by real fit, research the company, find the human, and write an application grounded in facts — run entirely from Claude via MCP.Fri, 17 Jul 2026 00:00:00 GMTuse-caseMCPClaudeAI agentsjob searchworkflowautomationhttps://themineworks.com/blog/company-diligence-grounded-registries/https://themineworks.com/blog/company-diligence-grounded-registries/An AI that remembers is not an AI that verifies. This is the exact diligence flow — legal identity from GLEIF, filings from EDGAR, funding, engineering activity and hiring — run from Claude via MCP, grounded in real registries, for about sixteen cents a company.Fri, 17 Jul 2026 00:00:00 GMTuse-caseMCPClaudedue diligenceSEC EDGARGLEIFAI agentshttps://themineworks.com/blog/find-agency-clients-with-evidence/https://themineworks.com/blog/find-agency-clients-with-evidence/Cold outreach fails because it is generic. Here is the exact flow — build a prospect universe, diagnose the real problem from their own reviews, qualify who can pay, find the human, and pitch with evidence — run entirely from Claude via MCP. No code.Fri, 17 Jul 2026 00:00:00 GMTuse-caseMCPClaudelead generationfreelancingcold outreachautomationhttps://themineworks.com/blog/real-estate-deal-screening-agent/https://themineworks.com/blog/real-estate-deal-screening-agent/You are refreshing Zillow by hand and doing real comp work on maybe three houses a week. Here is the exact flow — screen every listing in a metro, pull what similar homes actually sold for, read every price cut, and surface only the few worth a second look — run from Claude via MCP. No code.Fri, 17 Jul 2026 00:00:00 GMTuse-caseMCPClaudeAI agentsreal estateZillowcompsautomationhttps://themineworks.com/blog/source-candidates-without-linkedin-recruiter/https://themineworks.com/blog/source-candidates-without-linkedin-recruiter/A LinkedIn Recruiter seat costs thousands a year and still leaves you sending InMails nobody answers. Here is the full sourcing flow — longlist by real requirements, enrich, read the push and pull signals, see who you are bidding against, and reach a real address — run from Claude via MCP for about 84 cents a role.Fri, 17 Jul 2026 00:00:00 GMTuse-caseMCPClaudeAI agentsrecruitingsourcingtalent acquisitionautomationhttps://themineworks.com/blog/validate-business-idea-mining-reviews/https://themineworks.com/blog/validate-business-idea-mining-reviews/Asking friends if they like your idea is not validation. The real signal is what people already pay for and still hate. Here is the exact flow — demand, unprompted complaints, funded incumbents, and the 1-star review clusters that become your product spec — run entirely from Claude via MCP.Fri, 17 Jul 2026 00:00:00 GMTuse-caseMCPClaudeAI agentsidea validationmarket researchfoundershttps://themineworks.com/blog/airbnb-vs-zillow-rental-listings/https://themineworks.com/blog/airbnb-vs-zillow-rental-listings/Airbnb and Zillow rental data answer different questions. Compare fields, pricing models and use cases for short-term stay data vs long-term rental listings.Sat, 11 Jul 2026 00:00:00 GMTcomparisonairbnbzillowreal-estaterental-datacomparisonpythonhttps://themineworks.com/blog/airbnb-scraper-python-no-api/https://themineworks.com/blog/airbnb-scraper-python-no-api/Airbnb has no public listings API. Here's how to pull nightly price, rating, superhost status and coordinates from Airbnb search results using Python.Sat, 11 Jul 2026 00:00:00 GMTtutorialairbnbpythonweb-scrapingshort-term-rentalreal-estateapifyhttps://themineworks.com/blog/airbnb-short-term-rental-market-research/https://themineworks.com/blog/airbnb-short-term-rental-market-research/How STR hosts and investors use Airbnb comp data to benchmark nightly rates, spot underpriced markets and adjust pricing by season and neighborhood.Sat, 11 Jul 2026 00:00:00 GMTuse-caseairbnbshort-term-rentaldynamic-pricingreal-estaterevenue-managementpythonhttps://themineworks.com/blog/automated-reputation-monitoring-trustpilot/https://themineworks.com/blog/automated-reputation-monitoring-trustpilot/Set up a scheduled Trustpilot scraper that catches new reviews as they land — monitor your own brand or a competitor's without checking the site by hand.Sat, 11 Jul 2026 00:00:00 GMTuse-casetrustpilotreputation-monitoringreviewspythonautomationcustomer-successhttps://themineworks.com/blog/b2b-lead-generation-stack-maps-leads/https://themineworks.com/blog/b2b-lead-generation-stack-maps-leads/A three-step pipeline that finds local businesses, fills in missing contacts, and verifies every email before a cold outreach campaign goes out.Sat, 11 Jul 2026 00:00:00 GMTuse-caselead-generationb2bgoogle-mapsemail-verificationcold-outreachpythonhttps://themineworks.com/blog/google-maps-leads-verified-emails/https://themineworks.com/blog/google-maps-leads-verified-emails/How to pull B2B leads from Google Maps with MX-verified emails, past the official API's 120-result cap, and pay only for contactable businesses.Sat, 11 Jul 2026 00:00:00 GMTtutorialgoogle-mapslead-generationpythonb2bemail-verificationlocal-seohttps://themineworks.com/blog/google-maps-leads-vs-linkedin-company-scraper/https://themineworks.com/blog/google-maps-leads-vs-linkedin-company-scraper/Verified local emails and geo data, or firmographics on any company anywhere. How Maps Leads and LinkedIn Company Scraper differ, and when to run both.Sat, 11 Jul 2026 00:00:00 GMTcomparisongoogle-mapslinkedinb2blead-generationprospectingcomparisonhttps://themineworks.com/blog/real-estate-agent-lead-lists-redfin-realtor/https://themineworks.com/blog/real-estate-agent-lead-lists-redfin-realtor/Build agent and brokerage lead lists by scraping Redfin and Realtor.com listings together — deduping agents across both sources for wider coverage.Sat, 11 Jul 2026 00:00:00 GMTuse-casereal-estatelead-generationredfinrealtoragentspythonb2bhttps://themineworks.com/blog/real-estate-data-stack-zillow-redfin-realtor/https://themineworks.com/blog/real-estate-data-stack-zillow-redfin-realtor/No real estate portal has complete listing coverage or every field you need. Here's how to architect a pipeline combining Zillow, Redfin, and Realtor.com data.Sat, 11 Jul 2026 00:00:00 GMTuse-casereal-estatezillowredfinrealtordata-pipelinecmapythonhttps://themineworks.com/blog/real-estate-investor-deal-sourcing-pipeline/https://themineworks.com/blog/real-estate-investor-deal-sourcing-pipeline/How to wire the Redfin Scraper into Claude as an MCP tool so an investor can ask for undervalued properties by price, beds, and metro in plain language.Sat, 11 Jul 2026 00:00:00 GMTuse-caseredfinreal-estatemcpclaudeinvestingdeal-sourcingpythonhttps://themineworks.com/blog/realtor-com-scraper-agent-data/https://themineworks.com/blog/realtor-com-scraper-agent-data/Scrape Realtor.com listings in Python — price, beds, baths, county, and the listing agent + brokerage office on every record. No login, no API key.Sat, 11 Jul 2026 00:00:00 GMTtutorialrealtor.comreal-estatepythonweb-scrapinglead-generationmls-datamcphttps://themineworks.com/blog/redfin-scraper-python-no-api/https://themineworks.com/blog/redfin-scraper-python-no-api/Scrape Redfin listings by city, ZIP, or URL in Python — price, beds, baths, sqft, agent, MLS status, and coordinates. No login, no browser, no unblocker.Sat, 11 Jul 2026 00:00:00 GMTtutorialredfinreal-estatepythonweb-scrapingmls-datalead-generationmcphttps://themineworks.com/blog/trustpilot-business-search-python/https://themineworks.com/blog/trustpilot-business-search-python/Search Trustpilot by category or keyword in Python to build company lists with TrustScore, review count and verification status — no login required.Sat, 11 Jul 2026 00:00:00 GMTtutorialtrustpilotlead-generationpythonreviewsmarket-researchtrustscorehttps://themineworks.com/blog/trustpilot-review-monitoring-pipeline/https://themineworks.com/blog/trustpilot-review-monitoring-pipeline/Chain Trustpilot Business Search into the Reviews Scraper to go from a category search to full review data for every company found, in one Python workflow.Sat, 11 Jul 2026 00:00:00 GMTuse-casetrustpilotpipelinepythonreputation-monitoringapify-clientreviewshttps://themineworks.com/blog/trustpilot-vs-google-maps-vs-tripadvisor-reviews/https://themineworks.com/blog/trustpilot-vs-google-maps-vs-tripadvisor-reviews/Trustpilot, Google Maps and TripAdvisor cover different business types and different fields. A field-by-field comparison to pick the right review data source.Sat, 11 Jul 2026 00:00:00 GMTcomparisontrustpilotgoogle-mapstripadvisorreviewscomparisonreputation-monitoringhttps://themineworks.com/blog/zillow-property-details-zestimate-api/https://themineworks.com/blog/zillow-property-details-zestimate-api/Pull full Zillow property records by URL or ZPID in Python — price history, tax history, schools, HOA, and agent data the official API never exposed.Sat, 11 Jul 2026 00:00:00 GMTtutorialzillowzestimatereal-estatepythonweb-scrapingproperty-datamcphttps://themineworks.com/blog/zillow-rental-listings-api/https://themineworks.com/blog/zillow-rental-listings-api/How to pull Zillow for-rent listings by location in Python — monthly rent, availability date, beds, baths, and Rent Zestimate — with no login or API key.Sat, 11 Jul 2026 00:00:00 GMTtutorialzillowreal-estaterentalspythonrent-estimateproperty-managementmcphttps://themineworks.com/blog/zillow-recently-sold-comps-cma/https://themineworks.com/blog/zillow-recently-sold-comps-cma/How to pull recently-sold Zillow comps by ZIP, filter by beds and square footage, and calculate price-per-sqft for a defensible comparative market analysis.Sat, 11 Jul 2026 00:00:00 GMTuse-casezillowreal-estatecmacompspythonvaluationmcphttps://themineworks.com/blog/zillow-scraper-python-2026/https://themineworks.com/blog/zillow-scraper-python-2026/Scrape Zillow for-sale listings by city or ZIP in Python — price, beds, baths, Zestimate, and days on market. No API key, no browser, no blocking.Sat, 11 Jul 2026 00:00:00 GMTtutorialzillowreal-estatepythonweb-scrapingzestimatemls-datamcphttps://themineworks.com/blog/zillow-vs-redfin-vs-realtor-comparison/https://themineworks.com/blog/zillow-vs-redfin-vs-realtor-comparison/A field-by-field comparison of Zillow, Redfin, and Realtor.com scraping: architecture, pricing, unique data each source has, and which to use for which job.Sat, 11 Jul 2026 00:00:00 GMTcomparisonzillowredfinrealtor-comreal-estatecomparisondata-sourcingpythonhttps://themineworks.com/blog/amazon-product-research-python/https://themineworks.com/blog/amazon-product-research-python/How to scrape Amazon product listings by ASIN or keyword — price, Best Sellers Rank, star rating, review count, seller and feature bullets — across 8 marketplaces.Tue, 30 Jun 2026 00:00:00 GMTtutorialamazonecommercepythonproduct-researchbsrmcpclaudehttps://themineworks.com/blog/bulk-email-verification-python/https://themineworks.com/blog/bulk-email-verification-python/How to verify thousands of email addresses for free using DNS MX lookups and optional SMTP handshakes. No API key, no monthly subscription.Tue, 30 Jun 2026 00:00:00 GMTtutorialemail-verificationemail-validationpythonlead-generationmcpclaudehttps://themineworks.com/blog/scrape-business-contacts-from-any-website/https://themineworks.com/blog/scrape-business-contacts-from-any-website/How to extract contact information from a list of company domains at scale — emails, phone numbers, LinkedIn, X, Instagram and more — with no API key.Tue, 30 Jun 2026 00:00:00 GMTtutoriallead-generationcontact-scraperpythonweb-scrapingmcpclaudebusinesshttps://themineworks.com/blog/tripadvisor-reviews-scraper-python/https://themineworks.com/blog/tripadvisor-reviews-scraper-python/How to pull TripAdvisor reviews at scale — star rating, full text, trip type, owner response and sub-ratings for any listing — with no TripAdvisor API key.Tue, 30 Jun 2026 00:00:00 GMTtutorialtripadvisorreviewspythonhospitalityreputation-managementmcpclaudehttps://themineworks.com/blog/twitter-x-scraper-no-api-python/https://themineworks.com/blog/twitter-x-scraper-no-api-python/How to collect tweets from X (Twitter) without a paid API subscription — keyword search, hashtag tracking and profile timelines using a browser-based scraper.Tue, 30 Jun 2026 00:00:00 GMTuse-casetwitterxpythonsocial-mediabrand-monitoringmcpclaudehttps://themineworks.com/blog/youtube-channel-scraper-python/https://themineworks.com/blog/youtube-channel-scraper-python/How to pull YouTube channel metadata and video lists — subscriber count, view counts, publish dates, video descriptions — without using the YouTube Data API or paying for quota.Tue, 30 Jun 2026 00:00:00 GMTtutorialyoutubechannelpythonsocial-mediainfluencer-researchmcpclaudehttps://themineworks.com/blog/youtube-transcripts-rag-llm-python/https://themineworks.com/blog/youtube-transcripts-rag-llm-python/How to fetch timestamped YouTube captions as clean JSON and feed them into a vector database or LLM context window — without a Google API key or quota.Tue, 30 Jun 2026 00:00:00 GMTuse-caseyoutubetranscriptragllmpythonmcpclaudeaihttps://themineworks.com/blog/ats-jobs-scraper-use-cases-hiring-intelligence/https://themineworks.com/blog/ats-jobs-scraper-use-cases-hiring-intelligence/Greenhouse, Lever, Workday, and Ashby publish job boards with no authentication. Here is who pulls that data, what they build, and why the ATS layer matters more than job boards.Sat, 27 Jun 2026 00:00:00 GMTuse-caseatsjobshiring-intelligencegreenhouseleverworkdayashbyrecruitmenthttps://themineworks.com/blog/company-kyb-resolver-lei-vat-sec-one-call/https://themineworks.com/blog/company-kyb-resolver-lei-vat-sec-one-call/KYB in one call. Resolve a company name to its GLEIF LEI, EU VAT status, and SEC EDGAR CIK. No API key required. Built for onboarding and counterparty verification.Sat, 27 Jun 2026 00:00:00 GMTtutorialKYBLEIEU VATSEC CIKcompany verificationcomplianceonboardinghttps://themineworks.com/blog/eu-vat-vies-validator-bulk-verification-api/https://themineworks.com/blog/eu-vat-vies-validator-bulk-verification-api/Validate EU VAT numbers in bulk via the official VIES service. Returns validity, registered company name, and address. No API key required. Zero charge on empty runs.Sat, 27 Jun 2026 00:00:00 GMTtutorialEU VATVIESVAT validationtax complianceKYBaccounts payablehttps://themineworks.com/blog/gleif-lei-lookup-legal-entity-identifier-api/https://themineworks.com/blog/gleif-lei-lookup-legal-entity-identifier-api/Look up Legal Entity Identifiers (LEIs) and registered company data from the GLEIF global registry. Search by company name or LEI code. No API key required.Sat, 27 Jun 2026 00:00:00 GMTtutorialLEIGLEIFKYBcompany datalegal entityfinancial datahttps://themineworks.com/blog/rag-crawler-use-cases-website-to-markdown/https://themineworks.com/blog/rag-crawler-use-cases-website-to-markdown/RAG Crawler converts any website into chunked, token-counted markdown. Here are the teams that use it, what they build, and why pre-chunked output matters for LLM pipelines.Sat, 27 Jun 2026 00:00:00 GMTuse-caseragllmweb-crawlingmarkdownvector-databaseai-agenthttps://themineworks.com/blog/reddit-scraper-use-cases-market-research/https://themineworks.com/blog/reddit-scraper-use-cases-market-research/Reddit holds unfiltered opinions from millions of people. Here are the teams that scrape it, what they build with the data, and why pay-per-result pricing changes the economics.Sat, 27 Jun 2026 00:00:00 GMTuse-caseredditsocial-listeningmarket-researchnlpllm-trainingsentiment-analysishttps://themineworks.com/blog/sec-edgar-filings-use-cases-financial-research/https://themineworks.com/blog/sec-edgar-filings-use-cases-financial-research/SEC EDGAR holds 30 years of public company filings. Here is who pulls them programmatically, what they build with the data, and why structured JSON beats raw XBRL.Sat, 27 Jun 2026 00:00:00 GMTuse-casesecedgarfinancial-data10-kcompliancefintechraginvestinghttps://themineworks.com/blog/threads-scraper-use-cases-social-data/https://themineworks.com/blog/threads-scraper-use-cases-social-data/Meta Threads has no public API. This is who scrapes it, what data they extract, and how they use it for social listening, creator research, and marketing intelligence.Sat, 27 Jun 2026 00:00:00 GMTuse-casethreadssocial-listeninginfluencer-researchbrand-monitoringmetasocial-mediahttps://themineworks.com/blog/themineworks-mcp-server-claude-cursor-apify/https://themineworks.com/blog/themineworks-mcp-server-claude-cursor-apify/Connect LinkedIn, Reddit, SEC filings, B2B leads, PubMed, arXiv, Google Trends, and more to Claude Desktop or Cursor via a single MCP endpoint. No subscriptions — billing flows through your Apify account.Wed, 24 Jun 2026 00:00:00 GMTtutorialMCPClaude DesktopCursorAI agentsdata toolshttps://themineworks.com/blog/arxiv-preprint-scraper-ai-research-api-python/https://themineworks.com/blog/arxiv-preprint-scraper-ai-research-api-python/Search arXiv preprints by keyword, category, or author. Returns title, abstract, authors, categories, and PDF links. Track AI research before peer review. No API key required.Tue, 23 Jun 2026 00:00:00 GMTtutorialarXivpreprintsAI researchacademic papersPythonhttps://themineworks.com/blog/b2b-leads-finder-apollo-alternative-business-emails-linkedin/https://themineworks.com/blog/b2b-leads-finder-apollo-alternative-business-emails-linkedin/Find business emails, LinkedIn profiles, and job titles for decision-makers at target companies. No Apollo, ZoomInfo, or Lusha API key required. $0.003 per lead.Tue, 23 Jun 2026 00:00:00 GMTtutorialB2B leadsemail finderApollo alternativecold outreachPythonhttps://themineworks.com/blog/clinicaltrials-bulk-exporter-575k-trials-api-python/https://themineworks.com/blog/clinicaltrials-bulk-exporter-575k-trials-api-python/Download structured records from ClinicalTrials.gov filtered by disease condition, trial phase, enrollment status, intervention type, or country. No API key required.Tue, 23 Jun 2026 00:00:00 GMTtutorialclinical trialspharma researchgovernment dataPythonresearchhttps://themineworks.com/blog/clinicaltrials-sponsor-intelligence-pharma-pipeline-fda-api/https://themineworks.com/blog/clinicaltrials-sponsor-intelligence-pharma-pipeline-fda-api/Track clinical trials by sponsor name or condition, with optional cross-referencing against FDA drug approvals to identify which interventions received regulatory clearance.Tue, 23 Jun 2026 00:00:00 GMTtutorialpharma intelligenceclinical trialsFDA approvalsdrug pipelinePythonhttps://themineworks.com/blog/cms-hospital-quality-star-ratings-hcahps-api/https://themineworks.com/blog/cms-hospital-quality-star-ratings-hcahps-api/Pull CMS hospital quality metrics for 4,500+ US hospitals: overall star ratings, patient satisfaction scores, complication rates, and readmission rates. No API key required.Tue, 23 Jun 2026 00:00:00 GMTtutorialCMShospital datahealthcare qualityHCAHPSPythonhttps://themineworks.com/blog/company-kyb-resolver-lei-vat-sec-cik-api/https://themineworks.com/blog/company-kyb-resolver-lei-vat-sec-cik-api/Resolve a company name to its Legal Entity Identifier (LEI), EU VAT registration status, and SEC EDGAR CIK in a single call. No API key required. Built for KYB onboarding and counterparty verification.Tue, 23 Jun 2026 00:00:00 GMTtutorialKYBLEI lookupcompany verificationentity resolutioncompliancehttps://themineworks.com/blog/fda-510k-device-clearances-medtech-intelligence-api/https://themineworks.com/blog/fda-510k-device-clearances-medtech-intelligence-api/Search FDA 510(k) premarket clearances by company, device name, or product code. Returns applicant, device, decision, and dates for medtech competitive intelligence. No API key required.Tue, 23 Jun 2026 00:00:00 GMTtutorialFDAmedical devices510kmedtechPythonhttps://themineworks.com/blog/linkedin-company-scraper-size-industry-website-followers/https://themineworks.com/blog/linkedin-company-scraper-size-industry-website-followers/Scrape LinkedIn company pages for employee count, industry, HQ, founding year, website, follower count, and specialties. No LinkedIn login or API key required.Tue, 23 Jun 2026 00:00:00 GMTtutorialLinkedInB2B datafirmographicscompany intelligencePythonhttps://themineworks.com/blog/linkedin-jobs-scraper-listings-keyword-location-no-login/https://themineworks.com/blog/linkedin-jobs-scraper-listings-keyword-location-no-login/Scrape LinkedIn job listings by keyword and location: job title, company, seniority, applicant count, and job description. No LinkedIn login required.Tue, 23 Jun 2026 00:00:00 GMTtutorialLinkedInjob listingshiring intelligencePythonno loginhttps://themineworks.com/blog/linkedin-post-search-keyword-social-listening-no-login/https://themineworks.com/blog/linkedin-post-search-keyword-social-listening-no-login/Search LinkedIn posts by keyword and return author profiles, headlines, and post snippets. Uses Google indexing as the data surface — no LinkedIn login or cookies needed.Tue, 23 Jun 2026 00:00:00 GMTtutorialLinkedInsocial listeningthought leader researchPythonno loginhttps://themineworks.com/blog/linkedin-profile-scraper-no-login-experience-education-skills/https://themineworks.com/blog/linkedin-profile-scraper-no-login-experience-education-skills/Extract full LinkedIn profile data — work history, education, skills, connections — from a list of profile URLs. No LinkedIn cookies or login required.Tue, 23 Jun 2026 00:00:00 GMTtutorialLinkedInB2B prospectinglead generationPythonno loginhttps://themineworks.com/blog/medicare-part-d-drug-spending-pricing-data-api/https://themineworks.com/blog/medicare-part-d-drug-spending-pricing-data-api/Pull Medicare Part D drug spending from CMS: total cost, claims, beneficiaries, and unit price by drug name or manufacturer. Track pharmaceutical pricing trends. No API key required.Tue, 23 Jun 2026 00:00:00 GMTtutorialMedicaredrug pricingpharmaceutical dataCMSPythonhttps://themineworks.com/blog/nih-reporter-grants-funding-api-python/https://themineworks.com/blog/nih-reporter-grants-funding-api-python/Search NIH grant awards by topic, agency, institution, or state. Returns project title, abstract, award amount, and PI data for research funding intelligence. No API key required.Tue, 23 Jun 2026 00:00:00 GMTtutorialNIH grantsresearch fundingacademic intelligencePythongovernment datahttps://themineworks.com/blog/opencitations-citation-graph-doi-api-python/https://themineworks.com/blog/opencitations-citation-graph-doi-api-python/Pull all citing papers and cited references for any DOI from OpenCitations' 1.6B citation index. Build citation networks, map research influence, and run bibliometric analysis without a subscription.Tue, 23 Jun 2026 00:00:00 GMTtutorialcitation graphacademic researchbibliometricsDOIPythonhttps://themineworks.com/blog/openfda-scraper-drug-adverse-events-device-recalls-api/https://themineworks.com/blog/openfda-scraper-drug-adverse-events-device-recalls-api/Extract FDA drug adverse events, device recalls, 510k clearances, and food enforcement actions from all openFDA endpoints using a single Python script. No API key required.Tue, 23 Jun 2026 00:00:00 GMTtutorialgovernment dataFDAdrug datamedical devicesPythonhttps://themineworks.com/blog/pubmed-scraper-biomedical-literature-api-python/https://themineworks.com/blog/pubmed-scraper-biomedical-literature-api-python/Search PubMed for biomedical literature by query, author, or MeSH term. Returns PMID, title, abstract, authors, journal, and DOI. No API key required. Ideal for systematic reviews and RAG pipelines.Tue, 23 Jun 2026 00:00:00 GMTtutorialPubMedbiomedical literaturesystematic reviewMeSHPythonhttps://themineworks.com/blog/aliexpress-product-scraper-api/https://themineworks.com/blog/aliexpress-product-scraper-api/AliExpress affiliate API has restricted coverage. Learn how to scrape AliExpress product listings for prices, ratings, order counts, and seller data as structured JSON — no affiliate approval needed.Mon, 22 Jun 2026 00:00:00 GMTtutorialpythonecommerceweb-scrapingaliexpressdropshippinghttps://themineworks.com/blog/ambitionbox-scraper-company-reviews-api/https://themineworks.com/blog/ambitionbox-scraper-company-reviews-api/AmbitionBox is India largest employer review platform with 300,000 companies. Learn how to pull ratings, review counts, salary data, and dimension scores as structured JSON without any official API.Mon, 22 Jun 2026 00:00:00 GMTtutorialpythonweb-scrapinghr-techindiaemployer-ratingshttps://themineworks.com/blog/clinicaltrials-scraper-tutorial/https://themineworks.com/blog/clinicaltrials-scraper-tutorial/ClinicalTrials.gov upgraded to a v2 REST API in 2024. Here is how to use it, what changed from v1, and how to build automated trial monitoring pipelines in Python.Mon, 22 Jun 2026 00:00:00 GMTtutorialclinical-trialshealthcareapipythonpharmaresearchhttps://themineworks.com/blog/courtlistener-court-records-api/https://themineworks.com/blog/courtlistener-court-records-api/CourtListener exposes 10M+ court opinions and dockets via a free REST API. Here is how to query it, what the rate limits actually are, and when a scraper is faster.Mon, 22 Jun 2026 00:00:00 GMTtutorialcourt-recordslegal-dataapipythoncompliancehttps://themineworks.com/blog/crossref-doi-metadata-api/https://themineworks.com/blog/crossref-doi-metadata-api/Crossref is the canonical DOI resolver for 150M+ scholarly works. The REST API returns publication metadata, reference lists, and citation counts with no authentication.Mon, 22 Jun 2026 00:00:00 GMTtutorialcrossrefdoischolarly-dataapipythoncitationshttps://themineworks.com/blog/crunchbase-scraper-company-funding-api-python/https://themineworks.com/blog/crunchbase-scraper-company-funding-api-python/Crunchbase has no free public API. Learn how to extract company names, total funding raised, investor counts, latest rounds, and headquarters as structured JSON using an Apify scraper with residential proxy bypass.Mon, 22 Jun 2026 00:00:00 GMTtutorialpythonstartupsweb-scrapingcrunchbasefundinginvestorshttps://themineworks.com/blog/fda-recalls-api/https://themineworks.com/blog/fda-recalls-api/openFDA exposes drug recalls, device recalls, and food safety enforcement actions via a REST API. Here is how the endpoints work and what the data actually contains.Mon, 22 Jun 2026 00:00:00 GMTtutorialfdarecallshealthcareapipythoncompliancehttps://themineworks.com/blog/federal-register-api/https://themineworks.com/blog/federal-register-api/The Federal Register publishes every US executive action, proposed rule, and final rule via a REST API. Here is how to query it and what the data contains.Mon, 22 Jun 2026 00:00:00 GMTtutorialgovernment-dataregulationapipythoncompliancefederal-registerhttps://themineworks.com/blog/firecrawl-vs-rag-crawler-comparison/https://themineworks.com/blog/firecrawl-vs-rag-crawler-comparison/Firecrawl charges per page on a subscription. RAG Crawler charges per page crawled on pay-per-result. Here is a direct comparison of output, pricing, and failure handling.Mon, 22 Jun 2026 00:00:00 GMTcomparisonfirecrawlrag-crawlerweb-scrapingcomparisonllm-datahttps://themineworks.com/blog/google-news-scraper-api-python/https://themineworks.com/blog/google-news-scraper-api-python/Google killed its News API in 2013. Learn how to pull headlines, sources, and publication dates from Google News in Python using the RSS feed, the GNews approach, and a pay-per-result scraper.Mon, 22 Jun 2026 00:00:00 GMTtutorialpythonnewsapiweb-scrapingmedia-monitoringhttps://themineworks.com/blog/google-trends-scraper-api-python/https://themineworks.com/blog/google-trends-scraper-api-python/Google Trends has no official API. Learn why pytrends breaks, how the SERP API approach works, and the fastest way to pull trend data into Python without getting rate-limited.Mon, 22 Jun 2026 00:00:00 GMTtutorialpythongoogle-trendsseoapiweb-scrapinghttps://themineworks.com/blog/india-government-data-api/https://themineworks.com/blog/india-government-data-api/data.gov.in has 10,000+ datasets including mandi prices, foreign trade, and census data. The OGD API works but has quirks that are not documented anywhere.Mon, 22 Jun 2026 00:00:00 GMTtutorialindiagovernment-dataapipythonopen-datahttps://themineworks.com/blog/indiamart-b2b-supplier-scraper-api-python/https://themineworks.com/blog/indiamart-b2b-supplier-scraper-api-python/IndiaMART is India's largest B2B marketplace with no public API. Learn how to extract supplier names, phone numbers, cities, product categories, and price indications as structured JSON for sales prospecting and market research.Mon, 22 Jun 2026 00:00:00 GMTtutorialpythonindiaweb-scrapingb2bsuppliersindiamartleadshttps://themineworks.com/blog/instagram-profile-scraper-no-api/https://themineworks.com/blog/instagram-profile-scraper-no-api/Meta restricts the Instagram Graph API to your own accounts. For researching public third-party profiles at scale, here is what data is available and how to collect it.Mon, 22 Jun 2026 00:00:00 GMTtutorialinstagramsocial-mediaapipythoninfluencer-researchhttps://themineworks.com/blog/justdial-scraper-india-business-listings-api/https://themineworks.com/blog/justdial-scraper-india-business-listings-api/JustDial is India's largest local business directory with no public API. Learn how to extract business names, phone numbers, addresses, geo-coordinates, and review data by city and category as structured JSON.Mon, 22 Jun 2026 00:00:00 GMTtutorialpythonindiaweb-scrapinglocal-businessleadsjustdialhttps://themineworks.com/blog/linkedin-employees-scraper-no-login/https://themineworks.com/blog/linkedin-employees-scraper-no-login/LinkedIn has no public API for employee data. Learn how to pull B2B leads, employee lists, and org chart data from LinkedIn company pages without a LinkedIn account or Sales Navigator subscription.Mon, 22 Jun 2026 00:00:00 GMTtutorialpythonlinkedinb2b-leadsweb-scrapingsales-intelligencehttps://themineworks.com/blog/meta-ad-library-scraper-facebook-instagram-ads/https://themineworks.com/blog/meta-ad-library-scraper-facebook-instagram-ads/The Meta Ad Library has no official scraping API. Learn how to extract ad copy, creative URLs, advertiser details, platforms, and run dates from Facebook and Instagram ads by keyword or advertiser, as structured JSON.Mon, 22 Jun 2026 00:00:00 GMTtutorialpythonweb-scrapingmetafacebookinstagramadvertisingcompetitive-intelligencehttps://themineworks.com/blog/naukri-jobs-scraper-india-api/https://themineworks.com/blog/naukri-jobs-scraper-india-api/Naukri.com has no public API. Learn how to scrape India's #1 job board for titles, companies, salary ranges, skills, experience, and work mode as structured JSON with pay-per-result pricing.Mon, 22 Jun 2026 00:00:00 GMTtutorialpythonjobsweb-scrapingnaukriindiarecruitmenthttps://themineworks.com/blog/norway-brreg-company-registry-scraper-api/https://themineworks.com/blog/norway-brreg-company-registry-scraper-api/Norway's BRREG business register is public and free, but navigating the API to get companies plus officer roles requires multiple calls per entity. Learn how to extract company status, industry, address, and full officer rosters as structured JSON.Mon, 22 Jun 2026 00:00:00 GMTtutorialpythonnorwaycompany-registrycomplianceamlkybweb-scrapinghttps://themineworks.com/blog/openalex-scholarly-api/https://themineworks.com/blog/openalex-scholarly-api/OpenAlex replaced the defunct Microsoft Academic Graph with 250M+ scholarly works. The API is free, well-documented, and returns structured data including citations and author affiliations.Mon, 22 Jun 2026 00:00:00 GMTtutorialacademicresearchapipythoncitationsscholarly-datahttps://themineworks.com/blog/npi-registry-healthcare-lookup/https://themineworks.com/blog/npi-registry-healthcare-lookup/CMS publishes the National Provider Identifier registry as a free API. Here is how to search by provider name, specialty, location, and NPI number — and what the data contains.Mon, 22 Jun 2026 00:00:00 GMTtutorialnpihealthcareapipythoncmsprovider-datahttps://themineworks.com/blog/pacer-vs-courtlistener/https://themineworks.com/blog/pacer-vs-courtlistener/PACER charges $0.10 per page for federal court documents. CourtListener is free for opinions and some dockets. Here is what each covers, what they do not, and when to use both.Mon, 22 Jun 2026 00:00:00 GMTcomparisonpacercourtlistenerlegal-datacourt-recordscomparisonhttps://themineworks.com/blog/pinterest-profile-scraper-followers-pins-api/https://themineworks.com/blog/pinterest-profile-scraper-followers-pins-api/Pinterest has no public API for scraping profiles. Learn how to extract follower counts, monthly views, board lists, recent pins with save counts, and profile metadata as structured JSON without login or API key.Mon, 22 Jun 2026 00:00:00 GMTtutorialpythonweb-scrapingpinterestsocial-mediainfluencermarketinghttps://themineworks.com/blog/pytrends-vs-google-trends-scraper/https://themineworks.com/blog/pytrends-vs-google-trends-scraper/pytrends works from residential IPs but fails consistently on cloud servers. Here is a direct comparison of reliability, data coverage, and cost for production use cases.Mon, 22 Jun 2026 00:00:00 GMTcomparisonpytrendsgoogle-trendscomparisonpythonmarket-researchhttps://themineworks.com/blog/reddit-official-api-vs-scraper/https://themineworks.com/blog/reddit-official-api-vs-scraper/Reddit changed its API pricing in 2023 to $0.24 per 1,000 calls. Here is what that means for data collection workloads, and how scraping compares on cost and data coverage.Mon, 22 Jun 2026 00:00:00 GMTcomparisonredditreddit-apicomparisonsocial-media-datapythonhttps://themineworks.com/blog/sec-edgar-full-text-search-api/https://themineworks.com/blog/sec-edgar-full-text-search-api/The free EFTS endpoint searches every SEC filing since 2001. The parts that break scripts: a required User-Agent, 100 hits per page, and a hard 10,000-result cap.Mon, 22 Jun 2026 00:00:00 GMTtutorialsec-edgarfinancial-dataapipythoncompliancediligencehttps://themineworks.com/blog/socrata-open-data-api/https://themineworks.com/blog/socrata-open-data-api/Socrata powers data portals for the CDC, HHS, Chicago, New York City, Texas, and 200+ other government entities. One API, same query syntax, all of them.Mon, 22 Jun 2026 00:00:00 GMTtutorialsocrataopen-dataapipythongovernment-datacdchttps://themineworks.com/blog/threads-scraper-no-api/https://themineworks.com/blog/threads-scraper-no-api/Every field you can collect from Threads without an API: post text, engagement counts, media, profiles. No login required, from $1 per 1,000 posts — plus a comparison of the scrapers that do it.Mon, 22 Jun 2026 00:00:00 GMTtutorialthreadsmetasocial-mediaapipythonhttps://themineworks.com/blog/trustpilot-reviews-scraper-api/https://themineworks.com/blog/trustpilot-reviews-scraper-api/Trustpilot has no public API for review data. Learn how to pull business reviews, star ratings, trust scores, and business replies from any Trustpilot company page using Python.Mon, 22 Jun 2026 00:00:00 GMTtutorialpythonreviewsweb-scrapingtrustpilotbrand-monitoringhttps://themineworks.com/blog/usaspending-federal-contracts-api/https://themineworks.com/blog/usaspending-federal-contracts-api/USASpending.gov tracks every federal dollar spent. The API is public and free but the endpoint structure is non-obvious. Here is how to actually use it in Python.Mon, 22 Jun 2026 00:00:00 GMTtutorialgovernment-datafederal-contractsapipythonprocurementhttps://themineworks.com/blog/world-bank-api-python-2025/https://themineworks.com/blog/world-bank-api-python-2025/The World Bank has a REST API but it returns XML by default, uses quirky pagination, and has undocumented quirks. Here is how to actually use it in Python.Mon, 22 Jun 2026 00:00:00 GMTtutorialworld-bankeconomic-dataapipythonmacroeconomicshttps://themineworks.com/blog/world-bank-trade-data-api/https://themineworks.com/blog/world-bank-trade-data-api/The World Bank WITS database covers bilateral trade flows between 200+ countries. Here is how to access it programmatically and what the data actually contains.Mon, 22 Jun 2026 00:00:00 GMTtutorialtrade-dataworld-bankapipythoninternational-tradeeconomicshttps://themineworks.com/blog/yellowpages-scraper-us-business-leads-api/https://themineworks.com/blog/yellowpages-scraper-us-business-leads-api/YellowPages.com has no public API. Learn how to extract US local business names, phone numbers, addresses, websites, and categories by city and business type as structured JSON for sales prospecting and local research.Mon, 22 Jun 2026 00:00:00 GMTtutorialpythonweb-scrapinglocal-businessleadsyellowpagesusahttps://themineworks.com/blog/legal-intelligence-pipeline/https://themineworks.com/blog/legal-intelligence-pipeline/Track case law, new federal regulations, and government contract awards automatically. A step-by-step guide to wiring three public-data scrapers into aMon, 15 Jun 2026 00:00:00 GMTuse-caselegal-datacourt-recordsregulatory-intelligencecomplianceclaudepythonhttps://themineworks.com/blog/economic-data-stack/https://themineworks.com/blog/economic-data-stack/Build a macroeconomic intelligence pipeline from authoritative open data. World Bank indicators, bilateral trade flowsSat, 13 Jun 2026 00:00:00 GMTuse-caseeconomic-dataworld-banktrade-dataopen-datapythonclaudehttps://themineworks.com/blog/academic-research-data-stack/https://themineworks.com/blog/academic-research-data-stack/How to assemble a literature-review and research-intelligence pipeline from open scholarly data. Search 150M+ works, map citation networksThu, 11 Jun 2026 00:00:00 GMTuse-caseacademic-datacrossrefopenalexragresearchpythonclaudehttps://themineworks.com/blog/healthcare-data-stack/https://themineworks.com/blog/healthcare-data-stack/Build a healthcare intelligence pipeline from authoritative public data. Look up providers via the NPI Registry, track trials on ClinicalTrials.govTue, 09 Jun 2026 00:00:00 GMTuse-casehealthcare-datanpi-registryclinical-trialsfdapythonclaudehttps://themineworks.com/blog/literature-review-rd-intelligence-openalex/https://themineworks.com/blog/literature-review-rd-intelligence-openalex/Search 250M+ research papers from OpenAlex as structured JSON — authors, citations, venues and abstractsThu, 21 May 2026 00:00:00 GMTuse-caseopenalexresearchbibliometricsr-and-dacademichttps://themineworks.com/blog/monitor-federal-regulations-compliance/https://themineworks.com/blog/monitor-federal-regulations-compliance/Build an automated regulatory watch with the Federal Register Scraper — rules, proposed rules, notices and executive orders as structured JSONThu, 07 May 2026 00:00:00 GMTuse-casefederal-registercomplianceregulatorylegalgovernmenthttps://themineworks.com/blog/automate-fda-recall-monitoring/https://themineworks.com/blog/automate-fda-recall-monitoring/Build an automated FDA recall watch with the openFDA enforcement data — drug, device and food recalls as structured JSON, filtered by classificationThu, 23 Apr 2026 00:00:00 GMTuse-casefda-recallscomplianceopenfdaregulatorysupply-chainhttps://themineworks.com/blog/clinical-trial-pipeline-tracker/https://themineworks.com/blog/clinical-trial-pipeline-tracker/Track any drug, sponsor or indication across ClinicalTrials.gov as structured JSON — phases, sponsors, enrollment and sitesThu, 09 Apr 2026 00:00:00 GMTuse-caseclinicaltrialspharmabiotechcompetitive-intelligenceresearchhttps://themineworks.com/blog/federal-contract-intelligence-usaspending/https://themineworks.com/blog/federal-contract-intelligence-usaspending/How to mine USAspending.gov for competitor wins, re-compete timing and B2G leads — using the USAspending Federal Awards Scraper.Thu, 26 Mar 2026 00:00:00 GMTuse-caseusaspendinggovcongovernmentcompetitive-intelligenceb2ghttps://themineworks.com/blog/sec-edgar-rag-pipeline-claude/https://themineworks.com/blog/sec-edgar-rag-pipeline-claude/How to turn 10-K, 10-Q and 8-K filings into a clean, chunked, citation-grounded knowledge base an LLM can answer questions overThu, 12 Mar 2026 00:00:00 GMTtutorialsec-edgarragclaudefintechfinancehttps://themineworks.com/blog/web-scraping-legal-guide-2025/https://themineworks.com/blog/web-scraping-legal-guide-2025/The hiQ Labs ruling, CFAA, GDPR, ToS enforceability, and the robots.txt signal. A developer-focused legal primer on what web scraping is and is notMon, 15 Dec 2025 00:00:00 GMTengineeringlegalweb-scrapingcompliancegdprterms-of-servicehttps://themineworks.com/blog/job-market-intelligence-dashboard/https://themineworks.com/blog/job-market-intelligence-dashboard/How to build a real-time hiring dashboard that tracks roles, skills demand, and company hiring velocity using public Greenhouse, Lever, and Ashby APIs.Mon, 08 Dec 2025 00:00:00 GMTuse-casejobsatsdashboardhiringanalyticspythonhttps://themineworks.com/blog/reddit-scraping-comment-trees/https://themineworks.com/blog/reddit-scraping-comment-trees/Reddit's nested comment structure is complex to collect correctly. This guide covers the complete API approach for deep comment trees, deleted commentsMon, 01 Dec 2025 00:00:00 GMTtutorialredditcommentsscrapingpythonapihttps://themineworks.com/blog/google-trends-bulk-export-scale/https://themineworks.com/blog/google-trends-bulk-export-scale/Exporting Google Trends for dozens or hundreds of keywords while avoiding rate limits, handling the normalization quirksMon, 24 Nov 2025 00:00:00 GMTtutorialgoogle-trendsdata-exportmarket-researchpythonscalehttps://themineworks.com/blog/agentic-data-stack-2025/https://themineworks.com/blog/agentic-data-stack-2025/A practical guide to building grounded AI agents with real-time scraped data. Which data sources matter for which agent typesMon, 17 Nov 2025 00:00:00 GMTtutorialai-agentdata-stackragautomationpythonclaudehttps://themineworks.com/blog/pytrends-dead-google-trends-alternatives/https://themineworks.com/blog/pytrends-dead-google-trends-alternatives/pytrends breaks constantly, the maintainer has stepped back, and the official Google Trends API is still not public. The alternatives that actually work in 2026.Mon, 17 Nov 2025 00:00:00 GMTcomparisonpytrendsgoogle-trendspythonalternativesapihttps://themineworks.com/blog/job-board-scraping-2025/https://themineworks.com/blog/job-board-scraping-2025/LinkedIn blocks aggressively. Indeed requires Selenium. Naukri needs session warming. Here's the current state of job board scraping across every majorMon, 10 Nov 2025 00:00:00 GMTcomparisonjob-boardslinkedinindeednaukriscrapingcomparisonhttps://themineworks.com/blog/rag-pipeline-sec-edgar-filings/https://themineworks.com/blog/rag-pipeline-sec-edgar-filings/How to scrape SEC EDGAR filings, chunk them for vector search, and build a provenance-aware Q&A system that cites specific filing sections using Claude.Mon, 10 Nov 2025 00:00:00 GMTtutorialsec-edgarragllmfinanceclaudepythonai-agenthttps://themineworks.com/blog/monitor-competitor-job-postings-strategy/https://themineworks.com/blog/monitor-competitor-job-postings-strategy/Job postings are the most honest signal of a competitor's roadmap. Learn how to track ATS boards automatically and turn hiring data into strategicMon, 03 Nov 2025 00:00:00 GMTuse-caseatscompetitive-intelligencejobsstrategyautomationpythonhttps://themineworks.com/blog/naukri-job-alert-automation/https://themineworks.com/blog/naukri-job-alert-automation/How to build a custom Naukri job monitoring system that filters by salary, location, and skills — and sends instant alerts when relevant jobs post.Mon, 03 Nov 2025 00:00:00 GMTtutorialnaukriindiajobspythonautomationalerthttps://themineworks.com/blog/web-scraping-ai-training-data/https://themineworks.com/blog/web-scraping-ai-training-data/The complete guide to collecting web-scraped training data for AI models — what is legally permissible, which technical approaches produce quality dataMon, 27 Oct 2025 00:00:00 GMTuse-caseaitraining-datallmlegalweb-scrapingdata-qualityhttps://themineworks.com/blog/recruitment-automation-ats-api/https://themineworks.com/blog/recruitment-automation-ats-api/How to use public Greenhouse, Lever, and Ashby APIs to build automated job monitoring, salary benchmarkingMon, 20 Oct 2025 00:00:00 GMTuse-caserecruitmentatsautomationjobshiringhr-techhttps://themineworks.com/blog/reddit-scraper-llm-dataset-claude/https://themineworks.com/blog/reddit-scraper-llm-dataset-claude/How to collect high-quality Reddit conversations with the Apify Reddit Scraper and use Claude to filter, cleanMon, 20 Oct 2025 00:00:00 GMTuse-caseredditllmdatasetclaudefine-tuningaipythonhttps://themineworks.com/blog/threads-scraper-claude-automation/https://themineworks.com/blog/threads-scraper-claude-automation/Use Apify's Threads Scraper with Claude to automate trend detection, brand monitoring, and content ideation from Meta's Threads platform.Mon, 13 Oct 2025 00:00:00 GMTtutorialthreadsclaudeai-agentsocial-listeningcontentpythonhttps://themineworks.com/blog/threads-vs-twitter-data-comparison/https://themineworks.com/blog/threads-vs-twitter-data-comparison/Twitter/X charges $100/month minimum for API access. Threads has no public API. Here's how the two compare for developers building social monitoring toolsMon, 13 Oct 2025 00:00:00 GMTcomparisonthreadstwitterxsocial-mediaapicomparisonhttps://themineworks.com/blog/google-trends-seo-opportunities/https://themineworks.com/blog/google-trends-seo-opportunities/A step-by-step framework for using Google Trends data to identify rising keywords before they get competitiveMon, 06 Oct 2025 00:00:00 GMTuse-casegoogle-trendsseokeywordscontent-strategyhttps://themineworks.com/blog/rag-crawler-claude-automation/https://themineworks.com/blog/rag-crawler-claude-automation/Use Apify's RAG Crawler to ingest any website into a vector database, then wire Claude to answer questions against it.Mon, 06 Oct 2025 00:00:00 GMTtutorialragclaudeai-agentvector-databasepythonllmhttps://themineworks.com/blog/naukri-scraper-claude-automation/https://themineworks.com/blog/naukri-scraper-claude-automation/Use Apify's Naukri Jobs scraper with Claude to automate salary benchmarking, skills demand analysis, and hiring trend tracking for the Indian tech market.Mon, 29 Sep 2025 00:00:00 GMTtutorialnaukriindiajobsclaudeai-agentsalarypythonhttps://themineworks.com/blog/reddit-data-llm-training/https://themineworks.com/blog/reddit-data-llm-training/Everything you need to know about using Reddit data for model training and fine-tuning — data quality patterns, filtering strategiesMon, 29 Sep 2025 00:00:00 GMTuse-caseredditllmfine-tuningtraining-dataaihttps://themineworks.com/blog/ats-scraper-claude-automation/https://themineworks.com/blog/ats-scraper-claude-automation/Combine Greenhouse, Lever, and Ashby job data with Claude to automate candidate sourcing research, salary benchmarking, skills gap analysisMon, 22 Sep 2025 00:00:00 GMTtutorialatsjobsclaudeai-agentrecruitmentpythonhttps://themineworks.com/blog/web-scraping-data-pipeline-architecture/https://themineworks.com/blog/web-scraping-data-pipeline-architecture/The full architecture for a production-grade web data pipeline — collection, validation, transformation, storage, and freshness management.Mon, 22 Sep 2025 00:00:00 GMTengineeringdata-pipelinearchitectureetlaiengineeringhttps://themineworks.com/blog/google-trends-claude-automation/https://themineworks.com/blog/google-trends-claude-automation/Use Apify's Google Trends Pro actor with Claude to build an autonomous content calendar generator, keyword opportunity finderMon, 15 Sep 2025 00:00:00 GMTtutorialgoogle-trendsclaudeseocontent-strategyautomationpythonhttps://themineworks.com/blog/social-media-data-ai-llm/https://themineworks.com/blog/social-media-data-ai-llm/Where to get social media data for LLM training, fine-tuning, and RAG pipelines. A developer-focused breakdown of what is accessible, what it costsMon, 15 Sep 2025 00:00:00 GMTuse-casesocial-mediallmtraining-dataredditthreadsaihttps://themineworks.com/blog/competitor-intelligence-web-scrapers/https://themineworks.com/blog/competitor-intelligence-web-scrapers/A practical guide to building automated competitor monitoring — pricing, job postings, content, and review trackingMon, 08 Sep 2025 00:00:00 GMTuse-casecompetitor-intelligencebusinessautomationpricingmonitoringhttps://themineworks.com/blog/reddit-scraper-claude-automation/https://themineworks.com/blog/reddit-scraper-claude-automation/How to combine Apify's Reddit Scraper with Claude to build an autonomous brand monitoring agent, sentiment analysis pipelineMon, 08 Sep 2025 00:00:00 GMTtutorialredditclaudeai-agentautomationpythonhttps://themineworks.com/blog/india-tech-hiring-trends-2025/https://themineworks.com/blog/india-tech-hiring-trends-2025/We analyzed 50,000+ Naukri job postings to surface real patterns in India tech hiring — which skills are surging, which cities are growingMon, 01 Sep 2025 00:00:00 GMTuse-caseindiahiringtechnaukridatasalaryhttps://themineworks.com/blog/pay-per-result-vs-subscription-scraping/https://themineworks.com/blog/pay-per-result-vs-subscription-scraping/Most scraping tools charge per run or per month — you pay whether data comes back or not. Here's why PPE billing changes the economics of every dataMon, 25 Aug 2025 00:00:00 GMTcomparisonpricingbillingapifyppescrapinghttps://themineworks.com/blog/best-apify-actors-ai-llm/https://themineworks.com/blog/best-apify-actors-ai-llm/A curated list of Apify actors that ship data in formats LLMs can directly use — ranked by reliability, output quality, and billing fairness.Mon, 18 Aug 2025 00:00:00 GMTcomparisonapifyaillmactorscomparisonhttps://themineworks.com/blog/aggregate-job-postings-ats-api/https://themineworks.com/blog/aggregate-job-postings-ats-api/Greenhouse, Lever, and Ashby expose zero-auth public job board APIs. This guide shows how to build a job aggregator that pulls from all three andMon, 11 Aug 2025 00:00:00 GMTtutorialatsjobsapigreenhouseleverashbyaggregatorhttps://themineworks.com/blog/google-trends-market-research/https://themineworks.com/blog/google-trends-market-research/How to extract actionable market intelligence from Google Trends — keyword validation, seasonal demand forecastingMon, 04 Aug 2025 00:00:00 GMTuse-casegoogle-trendsmarket-researchpythondatahttps://themineworks.com/blog/reddit-sentiment-analysis-pipeline/https://themineworks.com/blog/reddit-sentiment-analysis-pipeline/How to build a production sentiment analysis pipeline using Reddit data — scraping, preprocessing, classificationMon, 28 Jul 2025 00:00:00 GMTuse-caseredditsentimentnlppythondata-pipelinehttps://themineworks.com/blog/rag-pipeline-web-scraping/https://themineworks.com/blog/rag-pipeline-web-scraping/A complete guide to turning any website into LLM context — from crawling and chunking to embedding, retrieval, and keeping the index fresh.Mon, 21 Jul 2025 00:00:00 GMTtutorialragllmembeddingsvector-searchaihttps://themineworks.com/blog/web-scraping-without-getting-blocked/https://themineworks.com/blog/web-scraping-without-getting-blocked/A technical guide to bypassing the five most common anti-bot systems — Cloudflare, Akamai, DataDome, PerimeterX, and reCAPTCHAMon, 14 Jul 2025 00:00:00 GMTengineeringscrapinganti-botcloudflareakamaiproxieshttps://themineworks.com/blog/apify-vs-bright-data-scraperapi/https://themineworks.com/blog/apify-vs-bright-data-scraperapi/We compared the four major web scraping platforms on pricing, ease of use, anti-bot capability, and proxy quality.Mon, 07 Jul 2025 00:00:00 GMTcomparisonapifybright-datascraperapicomparisonpricinghttps://themineworks.com/blog/threads-api-scraper-2025/https://themineworks.com/blog/threads-api-scraper-2025/Meta Threads has no public API for third-party developers. This guide shows the current working approaches for extracting profile data, post contentMon, 23 Jun 2025 00:00:00 GMTtutorialthreadsmetasocial-mediascrapingapihttps://themineworks.com/blog/firecrawl-alternative-rag-crawler/https://themineworks.com/blog/firecrawl-alternative-rag-crawler/Firecrawl is popular but expensive at scale. Here is a direct comparison of every web crawling option for RAG pipelinesMon, 16 Jun 2025 00:00:00 GMTcomparisonragfirecrawlcrawlerllmaihttps://themineworks.com/blog/greenhouse-lever-ashby-api-comparison/https://themineworks.com/blog/greenhouse-lever-ashby-api-comparison/Greenhouse, Lever, and Ashby all expose public job board APIs with no authentication. A field-by-field comparison of what each returns, their limits, and how to pull all three into one dataset.Mon, 09 Jun 2025 00:00:00 GMTcomparisonatsgreenhouseleverashbyapijobshttps://themineworks.com/blog/naukri-api-job-data-india/https://themineworks.com/blog/naukri-api-job-data-india/Naukri has no public API. This guide covers the session-warming approach that bypasses Akamai bot detectionMon, 02 Jun 2025 00:00:00 GMTtutorialnaukriindiajobsapiscrapinghttps://themineworks.com/blog/google-trends-api-python-2025/https://themineworks.com/blog/google-trends-api-python-2025/pytrends has been unreliable for years. We explain why Google Trends blocks HTTP clients, and show you three approaches that actually work in 2025.Mon, 26 May 2025 00:00:00 GMTtutorialgoogle-trendspythonapipytrendshttps://themineworks.com/blog/reddit-api-alternatives-2025/https://themineworks.com/blog/reddit-api-alternatives-2025/Reddit killed free API access in 2023. We tested every alternative still available in 2025 — here is what is production-ready and what is dead.Mon, 19 May 2025 00:00:00 GMTcomparisonredditapicomparisondatahttps://themineworks.com/blog/scrape-reddit-without-api-key/https://themineworks.com/blog/scrape-reddit-without-api-key/The old reddit.com .json endpoints now return 403 and commercial API access is enterprise-only. Every method that still works in 2026 — with code you can use today.Mon, 12 May 2025 00:00:00 GMTtutorialredditscrapingpythonapi