Hiring cafe extractor (#192)

* feat(hiringcafe): register new source across shared/server/client enums

* feat(hiringcafe-extractor): add browser-backed Hiring Cafe dataset extractor

* feat(orchestrator): integrate Hiring Cafe discovery service into pipeline

* feat(orchestrator-ui): add Hiring Cafe to source availability and run estimates

* chore(hiringcafe): wire CI/docker and add extractor documentation

* chore(format): apply biome formatting for Hiring Cafe integration

* add original websites

* coomints

* number or null
This commit is contained in:
Shaheer Sarfaraz
2026-02-19 12:51:55 +00:00
committed by GitHub
parent 16dd17ebea
commit d34a9f041b
31 changed files with 1363 additions and 5 deletions
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## What it is
Original website: [adzuna.com](https://www.adzuna.com)
Adzuna is an API-backed extractor implemented in two lean pieces:
1. `extractors/adzuna/src/main.ts` fetches paginated Adzuna search results and writes `jobs.json`.
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A plain-English walkthrough of the Gradcracker extractor in `extractors/gradcracker`.
Original website: [gradcracker.com](https://www.gradcracker.com)
## Big picture
The crawler builds search URLs, scrapes listing pages, then opens job details for descriptions and apply URLs.
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---
id: hiring-cafe
title: Hiring Cafe Extractor
description: Browser-backed Hiring Cafe extraction integrated into the pipeline source selector.
sidebar_position: 7
---
## What it is
Original website: [hiring.cafe](https://hiring.cafe)
Special thanks: Initial implementation inspiration came from [umur957/hiring-cafe-job-scraper](https://github.com/umur957/hiring-cafe-job-scraper).
Hiring Cafe is a browser-backed extractor that queries Hiring Cafe search APIs and maps results into the orchestrator `CreateJobInput` shape.
Implementation split:
1. `extractors/hiringcafe/src/main.ts` builds search state, calls Hiring Cafe APIs, and writes dataset JSON.
2. `orchestrator/src/server/services/hiring-cafe.ts` runs the extractor, streams progress events, and maps rows for pipeline import.
## Why it exists
Hiring Cafe adds another non-credentialed source that can be enabled from the existing source picker, without adding new settings UI.
It also supports term-by-term search and country-aware search state using the same pipeline knobs you already set for automatic runs.
## How to use it
1. Open **Run jobs** and choose **Automatic**.
2. **Hiring Cafe** is enabled by default in **Sources** (toggle it off if you do not want it for this run).
3. Set your existing automatic run knobs:
- `searchTerms` drive per-term Hiring Cafe `searchQuery`.
- selected country maps into Hiring Cafe location search state.
- run budget path (`jobspyResultsWanted`) is reused as the max jobs-per-term cap.
4. Start the run and watch progress in the pipeline progress card.
Defaults and constraints:
- No new Hiring Cafe settings fields were added.
- `worldwide` and `usa/ca` run in broad mode without a strict country location filter.
- Hiring Cafe is enabled by default in source selection.
- `HIRING_CAFE_DATE_FETCHED_PAST_N_DAYS` controls recency window when running extractor directly (default `7`).
Local run example:
```bash
HIRING_CAFE_SEARCH_TERMS='["backend engineer"]' \
HIRING_CAFE_COUNTRY='united kingdom' \
HIRING_CAFE_MAX_JOBS_PER_TERM='50' \
npm --workspace hiringcafe-extractor run start
```
## Common problems
### Hiring Cafe returns 429 / Vercel security checkpoint
- The extractor first attempts Camoufox-backed Firefox and falls back to vanilla Firefox startup if Camoufox is unstable locally.
- If upstream blocks continue, retry later or reduce run concurrency at the pipeline level by selecting fewer sources.
### Hiring Cafe does not appear in sources
- Check that client is running on latest build containing the new source list.
- Hiring Cafe is source-only and does not require credentials, so it should appear once the new build is loaded.
### Results are lower than expected
- Cap is tied to automatic run budget path (`jobspyResultsWanted`) and search term count.
- Country mapping can narrow results when a strict country location is applied.
## Related pages
- [Extractors Overview](/docs/next/extractors/overview)
- [Pipeline Run](/docs/next/features/pipeline-run)
- [Settings](/docs/next/features/settings)
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A walkthrough of the JobSpy extractor for Indeed, LinkedIn, and Glassdoor.
Original websites:
- [indeed.com](https://www.indeed.com)
- [linkedin.com/jobs](https://www.linkedin.com/jobs)
- [glassdoor.com](https://www.glassdoor.com)
## Big picture
JobSpy runs as a Python script per search term, writes JSON, then orchestrator ingests and normalizes into internal job shape.
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| [Gradcracker](/docs/next/extractors/gradcracker) | UK graduate roles from Gradcracker | Crawling stability depends on page structure and anti-bot behavior; tuned for low concurrency | `GRADCRACKER_SEARCH_TERMS`, `GRADCRACKER_MAX_JOBS_PER_TERM`, `JOBOPS_SKIP_APPLY_FOR_EXISTING` | Scrapes listing metadata, then detail pages and apply URL resolution |
| [JobSpy](/docs/next/extractors/jobspy) | Multi-source discovery (Indeed, LinkedIn, Glassdoor) | Requires Python wrapper execution per term; source availability and quality vary by site/location | `JOBSPY_SITES`, `JOBSPY_SEARCH_TERMS`, `JOBSPY_RESULTS_WANTED`, `JOBSPY_HOURS_OLD`, `JOBSPY_LINKEDIN_FETCH_DESCRIPTION` | Produces JSON per term, then orchestrator normalizes and de-duplicates by `jobUrl` |
| [Adzuna](/docs/next/extractors/adzuna) | API-based multi-country discovery with low scraping overhead | Requires valid App ID/App Key; country must be in Adzuna-supported list | `ADZUNA_APP_ID`, `ADZUNA_APP_KEY`, `ADZUNA_MAX_JOBS_PER_TERM` | API pagination to dataset output; orchestrator maps progress and de-duplicates by `sourceJobId`/`jobUrl` |
| [Hiring Cafe](/docs/next/extractors/hiring-cafe) | Browser-backed discovery using Hiring Cafe search APIs | Subject to upstream anti-bot checks; uses browser context and encoded search-state payloads | `HIRING_CAFE_SEARCH_TERMS`, `HIRING_CAFE_COUNTRY`, `HIRING_CAFE_MAX_JOBS_PER_TERM`, `HIRING_CAFE_DATE_FETCHED_PAST_N_DAYS` | Uses existing pipeline term/country/budget knobs and maps directly to normalized jobs |
| [UKVisaJobs](/docs/next/extractors/ukvisajobs) | UK visa sponsorship-focused roles | Requires authenticated session and periodic token/cookie refresh | `UKVISAJOBS_EMAIL`, `UKVISAJOBS_PASSWORD`, `UKVISAJOBS_MAX_JOBS`, `UKVISAJOBS_SEARCH_KEYWORD` | API pagination + dataset output; orchestrator de-dupes and may fetch missing descriptions |
| [Manual Import](/docs/next/extractors/manual) | One-off jobs not covered by scrapers | Inference quality depends on model/provider and input quality; some URLs cannot be fetched reliably | App/API endpoints (`/api/manual-jobs/infer`, `/api/manual-jobs/import`) | Accepts text/HTML/URL, runs inference, then saves and scores job after review |
@@ -21,6 +22,7 @@ This page helps you choose the right extractor for your run, understand key cons
- Use **JobSpy** for broad first-pass sourcing across common boards.
- Use **Adzuna** when you want API-first discovery in supported non-UK markets.
- Use **Hiring Cafe** when you want another term/country-driven source without adding credentials.
- Use **Gradcracker** when targeting graduate pipelines in the UK.
- Use **UKVisaJobs** for sponsorship-specific UK searches.
- Use **Manual Import** when you already have a specific posting and need direct import.
@@ -32,5 +34,6 @@ Many runs combine sources: broad discovery first, then manual import for high-pr
- [Gradcracker](/docs/next/extractors/gradcracker)
- [JobSpy](/docs/next/extractors/jobspy)
- [Adzuna](/docs/next/extractors/adzuna)
- [Hiring Cafe](/docs/next/extractors/hiring-cafe)
- [UKVisaJobs](/docs/next/extractors/ukvisajobs)
- [Manual Import](/docs/next/extractors/manual)
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UKVisaJobs is the most complex extractor because authenticated sessions are required.
Original website: [my.ukvisajobs.com](https://my.ukvisajobs.com)
## Big picture
Two layers:
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@@ -45,6 +45,7 @@ const sidebars: SidebarsConfig = {
"extractors/gradcracker",
"extractors/jobspy",
"extractors/adzuna",
"extractors/hiring-cafe",
"extractors/manual",
"extractors/ukvisajobs",
],