About Us:
Chryselys is a Great Place to Work Certified, Pharma Analytics & Business consulting company that delivers data-driven insights leveraging AI-powered, cloud-native platforms to achieve high-impact transformations.
We specialize in digital technologies and advanced data science techniques that provide strategic and operational insights.
Who we are:
People - Our team of industry veterans, advisors and senior strategists have diverse backgrounds and have worked at top tier companies.
Quality - Our goal is to deliver the value of a big five consulting company without the big five cost.
Technology - Our solutions are Business centric built on cloud native technologies.
Role summary: Own and extend a production-bound POC that combines resilient web-crawling engineering with an AWS Bedrock-based LLM verification agent, in a healthcare-data-compliance-sensitive context.
Responsibilities
- Replace scraped SERPs with a paid search API behind the existing search_domain() interface.
- Move fetch.py to async httpx with per-domain concurrency limits and politeness budgets.
- Introduce proxy rotation and egress management; retire the single-IP failure mode.
- Make failure loud: typed outcomes, structured logs, metrics, drift and volume alerts.
- Reverse-engineer payer XHR/JSON endpoints to replace Playwright recipes wherever possible.
- Honor robots.txt Disallow and Crawl-delay; build a per-domain ToS and licensing register.
- Containerize and schedule the pipeline; add CI running the offline tests on every change.
- Add HAR replay and golden-file parser tests on real payer HTML, plus daily canary crawls.
Experience - Required
- 8+ years in data acquisition; 5+ years owning a scraping platform end to end.
- Proven scale: 1,000+ distinct domains or 10M+ pages/month sustained in production.
- Rescued a brittle legacy scraper, with before/after reliability and cost numbers.
- Mentored engineers; set crawl standards, review practice, and on-call runbooks.
- Degree optional — equivalent practical experience is fully accepted.
Nice-to-Have
- US payer policy, formulary, or prior-authorization document domain knowledge.
- Open-source contributions to Scrapy, Playwright, Crawlee, or a parsing library.
- LLM-assisted extraction at controlled cost — we run AWS Bedrock in verifier/.
- Compliance or legal-review exposure on data acquisition programmes.
Why Join Us?
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Work on Advanced Analytical techniques using AI/ML in the Market Access functions for the pharmaceutical domain with industry-leading tools.
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Collaborate with Global and US teams to advance Market Access Contracting and Patient Analytics.
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Opportunity to drive AI/ML-based innovations in Market Access Analytics.
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Competitive salary, learning opportunities, and a dynamic work environment
Equal Employment Opportunity:
Chryselys is proud to be an Equal Employment Opportunity Employer. We celebrate diversity and are committed to creating an inclusive environment for all employees.
Connect with Us:
Follow us for updates and more opportunities: https://linkedin.com/company/chryselys/mycompany
Discover more about our team and culture: http://chryselys.com
