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SKILL FILE

Scrape Toptal with AI

Extract Toptal freelancer profiles, skills, hourly rates, and availability using Apify and Claude Code.

1M+ Toptal users or records
300 items scraped per minute
$0.40 per 1,000 profiles
Download Skill File ↓
CROSS-DEPARTMENT FLOW

How scraped Toptal data flows across your company

One scrape generates intelligence for every department — automatically

Scrape Toptal Toptal freelancer profiles, skills, hourly rates, and availability
1 Configure Targets
2 Apify Actor Runs
3 Data Processed
4 Stored in CRM
Sales
  • → Identify prospects from scraped data
  • → Track competitor activity
  • → Source outreach targets
  • → Build lead lists
Marketing
  • → Content research and ideation
  • → Competitor strategy analysis
  • → Trend monitoring
  • → Audience insights
Growth
  • → Market sizing and analysis
  • → Engagement benchmarking
  • → Growth opportunity identification
  • → Platform trend tracking
CRM
  • → Data records stored
  • → Engagement metrics indexed
  • → Source attribution tagged
  • → Historical data tracked
Lead List
Research Report
Trend Analysis
Market Report
Events Tracked
Toptal data collected
Patterns identified
Benchmarks established
Replaces Custom research
$25/mo $2/mo
$276/yr saved
Scrape Toptal Toptal freelancer profiles, skills, hourly rates, and availability
1
Configure Targets Toptal URLs, keywords, or filters defined
2
Apify Actor Runs Scraper extracts data — $0.40/1,000 profiles
3
Data Processed Records cleaned, scored, and categorized
4
Stored in CRM Intelligence pushed to Neon database with attribution
Sales
  • → Identify prospects from scraped data
  • → Track competitor activity
  • → Source outreach targets
  • → Build lead lists
Marketing
  • → Content research and ideation
  • → Competitor strategy analysis
  • → Trend monitoring
  • → Audience insights
Growth
  • → Market sizing and analysis
  • → Engagement benchmarking
  • → Growth opportunity identification
  • → Platform trend tracking
CRM
  • → Data records stored
  • → Engagement metrics indexed
  • → Source attribution tagged
  • → Historical data tracked
Content Outputs
Research Report from marketing
Lead List from sales
Trend Analysis from marketing
Market Report from growth
Everything Tracked
Toptal data collected
Patterns identified
Benchmarks established
Replaces Custom research
$25/mo → $2/mo
$276/yr saved
REPLACES

Cancel your Custom research subscription

CANCEL THIS

Custom research

$25/mo
  • × Subscription fees
  • × Data locked in their dashboard
  • × Per-seat pricing
  • × Export limits
vs
BUILD THIS

SoloStack + Claude Code

$2/mo
  • ✓ Pay-per-use, no subscription
  • ✓ Your data in your repo
  • ✓ Zero vendor lock-in
  • ✓ Unlimited exports
Save $276/year
WHAT YOU GET

What this skill file teaches Claude

Drop one markdown file into your repo. Claude Code learns how to run this entire workflow.

1

Data Extraction

Pull key data points from Toptal including profiles, content, and metadata.

2

Search & Filter

Search by keywords, categories, or specific URLs to target exactly what you need.

3

Engagement Metrics

Capture engagement signals — views, likes, shares, and comments for every item.

4

Bulk Processing

Process hundreds or thousands of records in a single run with automatic pagination.

5

Export & Integration

Output clean JSON ready for CRM import, analysis, or integration with other tools.

Apify Actor: epctex/toptal-scraper · ~$0.40 per 1,000 profiles
IN ACTION

Build it with plain English

Tell Claude Code what to do. It handles the rest.

claude — solostack/
you: | 
Processing Toptal data...

✓ Data extracted successfully
✓ 234 records collected
✓ Cleaned and deduplicated
✓ Ready for CRM import

Data saved to scrape-toptal-results.json
you: | 
Processing Toptal data...

✓ Data extracted successfully
✓ 567 records collected
✓ Cleaned and deduplicated
✓ Ready for CRM import

Data saved to scrape-toptal-results.json
you: | 
Processing Toptal data...

✓ Data extracted successfully
✓ 89 records collected
✓ Cleaned and deduplicated
✓ Ready for CRM import

Data saved to scrape-toptal-results.json
USE CASES

What you can build with this

Freelancer rate research

Analyze Toptal rates by skill and experience to benchmark freelancer compensation.

Talent supply analysis

Track how many Toptal freelancers have specific skills to understand talent availability.

Competitive positioning

Compare your agency or product pricing against Toptal freelancer rates.

Recruitment intelligence

Identify top-rated Toptal freelancers in your tech stack for potential full-time hiring.

IMPORTANT

Things to know

!

Toptal profiles are curated (top 3% claim). Rates reflect premium positioning.

!

Not all Toptal freelancers show detailed profiles publicly.

!

Rate data on Toptal skews high compared to Upwork/Fiverr.

COMPLETE SKILL FILE

Get the full skill file

Everything above is 80% of the skill file. Download the complete version with full implementation details, agent prompts, and ready-to-run scripts.

FAQ

Common questions

Scraping publicly available data from Toptal is a gray area. Most courts have upheld that public data can be accessed for research purposes. Always respect the platform's ToS, use data for internal research only, and comply with GDPR/CCPA when handling personal information.
For trend monitoring, weekly scrapes capture meaningful changes. For competitive analysis, bi-weekly to monthly is sufficient. The optimal frequency depends on how quickly data changes on the platform.
The Apify actor uses residential proxies and request throttling to minimize blocks. If you experience issues, reduce request volume, increase delays between requests, and consider running scrapes during off-peak hours.
Yes. The output is clean JSON that can be directly imported into Neon (Postgres), Airtable, or any CRM with an API. Use the TypeScript integration code in the skill file to automate the pipeline.
Apify charges ~$0.40 per 1,000 profiles. A typical research run costs $1-5 depending on volume. Compare that to SaaS alternatives at $25/mo — you save $276/yr saved.
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