Thirdwatch Blog
Use-case guides for our Apify scrapers. Each post answers one specific question with code, real outputs, and a runnable actor.
Jobs & recruitment
- Track US Tech Hiring with Indeed Data (2026 Guide)
Build a US tech hiring trend dashboard at $0.008 per job using Thirdwatch's Indeed Scraper. Posting velocity, salary inflation, skill demand recipes inside. - Track the US Job Market with Monster Data (2026)
Quantify US labour-market signals at $0.008 per record using Thirdwatch's Monster Scraper. Posting velocity, salary inflation, and metro hiring heat. - Track Startup Hiring Velocity with Career Site Data (2026)
Detect which startups are hiring fastest at $0.003 per job using Thirdwatch's Career Site Scraper. Hiring-velocity signal as a buying or investment lead. - Track Startup Hiring in India via CutShort (2026)
Detect Indian startup hiring spikes by funding stage at $0.005 per record using Thirdwatch's CutShort Scraper. Velocity tracking and Slack alerting recipes. - Track Remote Hiring Trends by Tech Stack with RemoteOK (2026)
Analyse remote hiring demand by language and framework at $0.0015 per record using Thirdwatch's RemoteOK Scraper. Tag-frequency trends + salary band recipes. - Track Mid-Market US Hiring via SimplyHired (2026 Guide)
Detect mid-market US hiring intent at $0.008 per record using Thirdwatch's SimplyHired Scraper. Industry-segmented velocity + posting-volume signals. - Track IT Services Attrition from AmbitionBox Reviews (2026)
Detect attrition signals at Indian IT services firms at $0.006 per record using Thirdwatch's AmbitionBox Scraper. Review velocity, sentiment-shift, and category drops. - Scrape SimplyHired Jobs for an Aggregator (2026 Guide)
Pull US SimplyHired job listings at $0.008 per record with Thirdwatch's SimplyHired Scraper. Salary, descriptions, dedupe and Postgres ingestion recipes. - Scrape Remote Jobs with the RemoteOK API at Scale (2026)
Pull remote-only job listings at $0.0015 per record with Thirdwatch's RemoteOK Scraper. Salary, tags, location filters. Python and aggregator recipes. - Scrape Naukri Jobs for India Recruiting at Scale (2026)
Pull India's #1 job-portal listings at $0.002 per job using Thirdwatch's Naukri Scraper. Salary, skills, full descriptions across 20+ cities. Python recipes inside. - Scrape Monster Jobs for a Recruiter Pipeline (2026)
Pull US Monster.com job listings at $0.008 per record with Thirdwatch's Monster Scraper. Salary, descriptions, location filters. Python and CRM recipes. - Scrape LinkedIn Profiles Without Login at Scale (2026)
Pull public LinkedIn profile data at $0.01 per profile using Thirdwatch — no login, no cookies. Names, titles, education, articles. Python and CRM recipes. - Scrape LinkedIn Jobs Without Login at Scale (2026 Guide)
Pull public LinkedIn job listings at $0.008 per job with Thirdwatch — no login required. Salary, skills, descriptions returned. Python and CRM recipes inside. - Scrape Lever Jobs for a Recruiter Sourcing Pipeline (2026)
Stream live Lever job postings into your sourcing tools at $0.003 per job with Thirdwatch's Career Site Scraper. Python recipes, dedupe, and webhook setup. - Scrape Indeed Jobs for a Recruiter Pipeline (2026 Guide)
Pull Indeed job listings across 60+ countries at $0.008 per job using Thirdwatch's Indeed Scraper. Salary, benefits, descriptions returned. Python and CRM recipes. - Scrape Greenhouse Jobs for ATS Enrichment (2026 Guide)
Pull live Greenhouse job listings into your ATS or CRM with Thirdwatch's Career Site Scraper at $0.003 per job. Python, no-code, and webhook recipes. - Scrape Google Jobs Aggregated Listings (2026 Guide)
Pull aggregated listings from 20+ job boards via Google Jobs at $0.008 per job using Thirdwatch. Direct apply URLs from Indeed, LinkedIn, Glassdoor in one call. - Scrape Glassdoor Salaries for Compensation Benchmarking (2026)
Pull Glassdoor salary data + company ratings at $0.008 per record using Thirdwatch's Glassdoor Scraper. Pay-band research and offer-calibration recipes inside. - Scrape CutShort Tech Jobs in India for Startup Hiring (2026)
Pull curated India tech jobs at $0.005 per record with Thirdwatch's CutShort Scraper. Salary, skills, funding stage. Python and aggregator recipes. - Scrape AmbitionBox for Recruitment Intelligence in India (2026)
Build candidate-targeting and competitive-recruitment intelligence at $0.006 per record using Thirdwatch's AmbitionBox Scraper. Pay-gap and culture-gap recipes. - Research Company Culture in India with AmbitionBox Reviews (2026)
Pull employee-rated culture signals across Indian companies at $0.006 per record with Thirdwatch's AmbitionBox Scraper. Category-rating analysis recipes. - Monster vs Indeed vs ZipRecruiter — US Job Data Coverage Compared (2026)
Side-by-side comparison of US job board coverage, salary fill-rate, and cost across Monster, Indeed, and ZipRecruiter scrapers from Thirdwatch. - Find Remote Engineering Jobs by Salary Band with RemoteOK (2026)
Filter remote engineering jobs by salary band at $0.0015 per record using Thirdwatch's RemoteOK Scraper. Compensation-tier targeting and stack filtering recipes. - Find Blue-Collar Jobs in the US with SimplyHired (2026)
Pull blue-collar US job listings — drivers, technicians, warehouse — at $0.008 per record with Thirdwatch's SimplyHired Scraper. Postgres ingestion + Twilio outreach. - Build Comprehensive US Jobs Coverage with SimplyHired (2026)
Achieve full US jobs coverage at $0.008 per record using Thirdwatch's SimplyHired Scraper alongside Indeed, Monster, ZipRecruiter. Coverage-gap detection recipes. - Build a Remote Jobs Aggregator with Apify and RemoteOK (2026)
Build a remote-only jobs aggregator at $0.0015 per record with Thirdwatch's RemoteOK Scraper plus Wellfound and LinkedIn. Postgres + Meilisearch recipes. - Build a LinkedIn Jobs Aggregator with Apify (2026 Guide)
Build a multi-source LinkedIn-anchored jobs aggregator at $0.008 per job using Thirdwatch. Postgres + Meilisearch + cross-source dedupe recipes inside. - Build a US Jobs Meta-Search from Monster (2026 Guide)
Build a multi-source US jobs meta-search at $0.008 per record using Thirdwatch's Monster Scraper plus Indeed and ZipRecruiter. Postgres + Meilisearch + dedupe recipes. - Build a Jobs Aggregator from Company Career Pages (2026)
Build your own Indeed-style aggregator at $0.003 per job using Thirdwatch's Career Site Scraper. Multi-ATS coverage, dedupe, search, and storage recipes. - Build an India Tech Talent Pipeline from CutShort (2026)
Build a candidate-attraction talent pipeline at $0.005 per record using Thirdwatch's CutShort.io Scraper. Skill-tag tracking + employer-targeting recipes. - Benchmark Startup Tech Salaries in India with CutShort (2026)
Build INR salary bands by skill, experience, and funding stage at $0.005 per record using Thirdwatch's CutShort Scraper. Pivot recipes for offer calibration. - Benchmark India Tech Salaries with AmbitionBox Data (2026)
Pull structured India salary data from AmbitionBox at $0.006 per record with Thirdwatch. Compare TCS, Infosys, Wipro and 100K+ companies. Python recipes inside.
E-commerce & products
- Scrape Flipkart Products for India E-commerce Research (2026)
Pull Flipkart products at $0.003 per record using Thirdwatch — title, price, original price, discount, rating, seller. India's largest marketplace. Python recipes. - Scrape Amazon Products for Price Monitoring (2026 Guide)
Track Amazon prices across 19 country marketplaces at $0.002 per product using Thirdwatch's Amazon Scraper. ASIN dedup + price-diff alert recipes inside.
Social media
- Track Brand Mentions on Twitter/X at Scale (2026)
Monitor brand mentions and competitor activity at $0.003 per tweet using Thirdwatch's Twitter Scraper. Engagement-velocity ranking + Slack alert recipes inside. - Scrape YouTube Search and Channel Data at Scale (2026)
Pull YouTube videos, channels, playlists at $0.0015 per record using Thirdwatch — no API key. Views, durations, channel info, Shorts flag. Python recipes inside. - Scrape Twitter/X Profiles Without API at Scale (2026)
Pull public tweets from any X handle at $0.003 per tweet using Thirdwatch — no login, no API key. Likes, retweets, replies, media. Python recipes inside. - Scrape TikTok Profiles and Videos at Scale (2026)
Pull TikTok videos + creator profiles at $0.006 per record using Thirdwatch — no login. Views, likes, hashtags, music, follower counts. Python recipes inside. - Scrape Instagram Profiles and Posts at Scale (2026)
Pull Instagram public posts, profiles, follower counts at $0.006 per record using Thirdwatch — no login. Likes, comments, hashtags, video URLs. Python recipes inside.
Business & local data
- Track India-China Trade Flows with UN Comtrade Data (2026)
Pull bilateral India-China trade by HS code at $0.0015 per record with Thirdwatch's UN Comtrade Scraper. Python recipes, real outputs, year-over-year trends. - Scrape JustDial for Local Business Leads in India (2026)
Pull verified Indian SMB leads at $0.002 per record with Thirdwatch's JustDial Scraper. Phone, address, rating across 1000+ cities. Python + CRM recipes. - Scrape Google Maps Businesses for Lead Generation (2026)
Pull verified local businesses with phone, website, rating at $0.002 per record using Thirdwatch's Google Maps Scraper. Python and HubSpot CRM recipes inside. - Research Tariff Impact with Bilateral Trade Data (2026)
Quantify before/after tariff effects at $0.0015 per record using Thirdwatch's UN Comtrade Scraper. Substitution flow detection and category-level impact recipes. - Monitor Wholesale Prices in India with IndiaMart at Scale (2026)
Track wholesale category prices across Indian suppliers at $0.002 per record with Thirdwatch's IndiaMart Scraper. Time-series ingestion + alert recipes. - Monitor JustDial Reviews for Reputation Management (2026)
Track Indian SMB ratings and review counts at $0.002 per record with Thirdwatch's JustDial Scraper. Multi-location reputation monitoring + Slack alerts. - Find Emerging Import-Export Categories with UN Comtrade (2026)
Detect rising trade categories at $0.0015 per record with Thirdwatch's UN Comtrade Scraper. Year-over-year growth ranking and emerging-niche recipes. - Find Clinics and Doctors in India with JustDial (2026)
Pull verified Indian clinic and doctor listings at $0.002 per record using Thirdwatch's JustDial Scraper. Specialty filtering and city-by-city coverage recipes. - Find B2B Suppliers in India with IndiaMart at Scale (2026)
Pull verified Indian B2B suppliers at $0.002 per record with Thirdwatch's IndiaMart Scraper. GST, MOQ, prices, ratings — Python and CSV recipes inside. - Build a Supply Chain Risk Dashboard from Trade Flows (2026)
Quantify supply chain concentration risk at $0.0015 per record using Thirdwatch's UN Comtrade Scraper. HHI, top-supplier exposure, single-source detection. - Build a Procurement Shortlist from IndiaMart Suppliers (2026)
Generate a ranked Indian supplier shortlist at $0.002 per record with Thirdwatch's IndiaMart Scraper. MOQ, GST, rating-weighted scoring with full Python recipes. - Build an India Local Services Directory from JustDial (2026)
Build a multi-city Indian local-services directory at $0.002 per record with Thirdwatch's JustDial Scraper. Postgres schema + city-category fan-out recipes.
Food delivery
- Scrape Talabat Restaurant Menus for Price Monitoring (2026)
Track menu prices across 9 MENA countries with Thirdwatch's Talabat Scraper at $0.002 per restaurant. Python and no-code examples with real output. - Monitor Talabat Promotions and Discounts at Scale (2026)
Detect every menu discount across 9 MENA countries at $0.002 per restaurant with Thirdwatch's Talabat Scraper. old_price diff + alerting recipes. - Extract Talabat Cuisines and Ratings for MENA Market Research (2026)
Map cuisine and rating density across 9 MENA countries at $0.002 per restaurant with Thirdwatch's Talabat Scraper. Geo-clustering and gap-analysis recipes. - Build a Food Delivery Price Comparison with Talabat (2026)
Compare same-chain prices across 9 MENA countries at $0.002 per restaurant with Thirdwatch's Talabat Scraper. Cross-market arbitrage and franchise pricing recipes.
Compliance & registries
Other
- Scrape Google Search Results at Scale (2026 Guide)
Pull Google SERPs at $0.008 per result using Thirdwatch's Google Search Scraper. Web/news/images/videos/shopping. Country + language + time filters. Python recipes inside. - Scrape Google News for Brand Monitoring at Scale (2026)
Pull Google News articles at $0.0015 per article using Thirdwatch's Google News Scraper. Multi-language brand-mention tracking, time-range filters, alerting recipes.