HR & Payroll

Lever Hiring Data Extractor

Vern's Lever Hiring extractor imports a new user's hr & payroll data — users, opportunities, applications, and interviews — into your product through a single managed migration, handling Lever Hiring's auth, pagination, and rate limits for you. It's built for teams onboarding customers off Lever Hiring who want their data in your app from day one.

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Lever Hiring

SaaS API (REST)

Managed auth, retries, and throttling

Normalized JSON, CSV, and DB-ready output

Cleaned JSON, CSV, and DB-ready output

Export coverage

Know exactly what Vern pulls before you migrate.

Objects Vern extracts

Vern extracts the full set of queryable Lever Hiring objects (7 total), including: Applications, Interviews, Notes, Offers, Opportunities, Referrals, and Users. 1 of these support incremental change tracking, so syncs pull only what changed.

Output schema

Normalized JSON per object with referential keys preserved, so the relationships between your user's records survive the import. Timestamps are returned in ISO 8601. Delivered as JSON or CSV, or loaded straight into your own application database or pushed to your API — whatever your product expects.

Where it can land

Your own application database (Postgres, MySQL), a direct push to your API or webhook, or JSON/CSV files, plus another hr & payroll system (7shifts, Ashby, BambooHR) when a user is switching tools.

Source details

Built for the source type shown above, with extractor content refreshed from the collection record.

Managed by Vern

The details you normally have to build yourself.

Authentication

OAuth 2.0 (Authorization Code flow). Your new user authorizes Lever Hiring once during onboarding — their credentials never touch your code. Lever Hiring access tokens are short-lived and refresh tokens roll on the provider's own schedule, so Vern manages the full token lifecycle and refresh and the import never drops midway. See Lever Hiring's authentication guide.

Pagination

Vern detects and handles Lever Hiring's paging model (cursor, page-number, or offset) internally and returns one consistent, de-duplicated result set — so you import a user's complete data without ever managing page tokens.

Rate limits and gotchas

Lever Hiring enforces its own API rate limits (see Lever Hiring's rate-limit docs). Vern queues and throttles requests internally so importing a new user's data never trips a 429 — even on a large account.

OAuth-based sources expire access tokens frequently and require a working refresh flow — a dropped refresh is the most common cause of a half-finished import. Vern owns the refresh loop so a new user's onboarding completes even on a long extraction.

API quickstart

1. Create a migration for Lever Hiring
curl -X POST https://app.vern.so/api/v1/migrations \
  -H "x-api-key: $VERN_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{ "name": "Lever Hiring → Postgres", "source": "Lever Hiring" }'
→ { "migration_id": "mig_..." }
2. Generate the extraction recipe (pulls live via the Lever Hiring API)
curl -X POST https://app.vern.so/api/v1/migrations/$MIGRATION_ID/runs \
  -H "x-api-key: $VERN_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{ "kind": "generate", "extract_via_api": true }'
3. Run the approved extraction
curl -X POST https://app.vern.so/api/v1/migrations/$MIGRATION_ID/runs \
  -H "x-api-key: $VERN_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{ "kind": "execute" }'
4. Download the normalized CSV export
curl https://app.vern.so/api/v1/migrations/$MIGRATION_ID/exports/{template} \
  -H "x-api-key: $VERN_API_KEY" -o lever-hiring_export.csv

A cleaner way to extract without rebuilding source-specific plumbing.

View docs

Common questions

Can I keep a user's Lever Hiring data in sync after the first import? Yes — 1 Lever Hiring objects support incremental change tracking, so after the first full import Vern pulls only what changed on re-run.

Can I move a user from Lever Hiring to 7shifts? Yes — Vern normalizes the Lever Hiring data model into typed tables that map cleanly onto 7shifts and into your own product.

What does it cost to read the Lever Hiring API? Lever Hiring's own API access follows Lever Hiring's pricing/plan; Vern is billed separately per import. Check Lever Hiring's developer docs for their current limits.