Who is Bright Data optimal for?
Bright Data is a comprehensive web scraping infrastructure and data marketplace. For job data, they offer a Scraper API targeting LinkedIn, Indeed, and Glassdoor, plus a Jobs Dataset in their marketplace. With one of the world's largest proxy networks and delivery to S3, GCS, Azure, and Snowflake, Bright Data serves enterprise data teams that need maximum flexibility across many data types.
Use it if:
- Your team has dedicated data engineers to build, maintain, and monitor custom scraping pipelines.
- You need web scraping infrastructure across multiple data types - not just job postings.
- Maximum control over parsing logic and update frequency is more important than time-to-value.
- Budget is not a primary constraint and enterprise dataset pricing is feasible.
- You need delivery to GCS, Azure, or Snowflake specifically.
When teams outgrow Bright Data for job data
For teams focused specifically on job posting data - rather than general-purpose scraping - Bright Data introduces unnecessary cost, complexity, and maintenance overhead.
Typical challenges are:
- Job datasets with enterprise pricing - inaccessible for startups, scale-ups, and most mid-market buyers.
- Raw scraped output requires significant deduplication, normalisation, and enrichment - substantial ongoing engineering cost.
- Scrapers break when LinkedIn, Indeed, or Glassdoor update their HTML structure - maintenance burden never disappears.
- No pre-built historical archive - you collect going forward only, with no data before your subscription start date.
- Focuses on a small number of major platforms - misses company ATS career pages, government employment portals, and regional job boards in 250 countries and territories.
Techmap vs Bright Data: Feature Comparison
| Feature | Techmap | Bright Data |
|---|---|---|
| Countries covered | 250 countries & territories (→ Explore) | Depends on scraped platform |
| Data quality | Structured, normalised, enriched | Raw scraped - DIY normalisation |
| Historical data | 405M+ from January 2020 | None pre-built (scrape forward only) |
| Data formats | JSON, CSV, XML, RSS/ATOM, Parquet | JSON, CSV, NDJSON |
| Delivery options | API, AWS S3, AWS Data Exchange | S3, GCS, Azure, Snowflake, SFTP |
| Engineering overhead | Low (plug and query) | High (scraper + pipeline management) |
| Company ATS pages | Yes (proprietary crawlers) | No (LinkedIn, Indeed, Glassdoor only) |
| Free tier | Yes (1000 jobs/month on RapidAPI) | Pay-as-you-go (no free job data tier) |
| GDPR compliant | Yes (EU-based storage) | Yes |
Reasons to Choose Techmap's Job Data
Techmap is purpose-built for job posting data at scale. Whether you're running a job board, a sales intelligence platform, or a labour market analytics product, Techmap gives you structured, enriched data with zero infrastructure burden.
Why teams choose Techmap:
- Zero engineering overhead: Clean, structured data delivered via API or S3 - no scraper to build or maintain.
- Transparent, affordable pricing: Less than $1 per 1000 jobs via API.
- Historical archive included: 405M+ job postings from January 2020 - available immediately.
- 250 countries and territories: Including company ATS career pages, government portals, and regional job boards worldwide.
- Self-serve free tier: Start with 1000 free jobs/month on RapidAPI.
- GDPR-compliant, EU-based: Data stored and processed in the EU with full compliance documentation.
- Volume and Startup discounts: We offer discounts for larger data volumes and for Startups.
Try Techmap free:
