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Crawler

Connected Python pipelines crawl open-web registries and third-party databases, surfacing verified candidates in a dedicated recruiter web app with map search, relationship graphs and self-serve pipeline runs.

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CLIENT
Crawler
VERTICAL
Recruitment
CATEGORIES
YEAR
2025
STATUS
Active
STACK
4 tools
§ 01
Context

Sourcing licensed specialists across a distributed network is slow and patchy.

Hiring managers had to comb through public registries by hand, and once a name surfaced there was no clean way to verify work history or find a warm-intro path.

§ 02
Approach

Connected Python pipelines. Two ways in.

L1 · Crawl A graph of connected Python scripts against public licensing registries Python + MySQL Authoritative baseline
L2 · Enrich Joins against professional networks and third-party contact databases, scored into a graph of coworker and location ties Python + MySQL Work history + warm-intro paths
L3 · Surface A recruiter web app: office search on a map, specialist profiles with a relations graph, XLSX/PDF exports, user management with 2FA, activity log by business unit Vue · Nest One source of truth
L4 · Operate Pipelines run from the app one at a time, with dry runs, snapshots and a change report on every run Nest · Python No engineer in the loop
§ 03
Outcome

A live, fully-automated sourcing pipeline.

Weeks of manual trawling replaced with fresh monthly leads — each candidate arrives with verified credentials, a reconstructed work history, and a warm-intro path. Recruiters search offices on a map, trace a specialist's connections in a relations graph and export shortlists; admins manage users and 2FA, follow activity by business unit, and rerun the pipelines themselves, with a dry-run report before anything reaches production.

§ 04
Stack
PYTHON NEST VUE MYSQL
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