HRMS migration
Field-level mapping, validation, and rollback between Talent finder and Bullhorn ATS & CRM. We move data and schema; workflows are rebuilt natively in Bullhorn ATS & CRM.
Talent finder
Source
Bullhorn ATS & CRM
Destination
Compatibility
7 of 12
objects map 1:1 between Talent finder and Bullhorn ATS & CRM.
Complexity
BStandard
Timeline
2-4 weeks
Overview
The Talent Finder to Bullhorn migration is a CSV-first export into a REST-API-driven load, constrained by Talent Finder's lack of a public API on the source side and Bullhorn's entity model differences on the destination side. Talent Finder organizes hiring around Jobs, Candidates, and Applications; Bullhorn uses JobOrder, Candidate, ClientContact, ClientCorporation, and Opportunity entities with a separate Placement entity for placements. We resolve the entity model gap during scoping, export via Talent Finder's CSV mechanism, transform field names and values to match Bullhorn's typed schema, and load through the Bullhorn REST API with rate-limit handling and parent-record lookup resolution. Bullhorn's Custom Object limits are edition-gated (0 on ATS Growth, 2 on Bullhorn ATS, 10 on Front Office Growth/Enterprise) and must be planned before any custom data moves. Workflows, automations, and AI-matching rules do not migrate; we deliver a written inventory for the customer's Bullhorn admin to rebuild using Bullhorn Automation or Bullhorn Launch configuration.
Every standard and custom field arrives verified.
AI proposes the map; you confirm before any record moves.
Parent–child, lookups, and ownership stay linked.
Calls, emails, meetings — with original timestamps.
Documents, uploads, and inline notes move with the record.
Why teams make this switch
Leaving
What's pushing teams away
Choosing
What's pulling them in
Object mapping
Each row shows how a Talent finder object lands in Bullhorn ATS & CRM, including any object-level transformations, lookup resolution, or schema-design dependencies.
Typical mapping — final map is confirmed during the sample migration step.
Talent finder
Job (Requisition)
Bullhorn ATS & CRM
JobOrder
1:1Talent Finder Job records (title, department, location, description, status) map directly to Bullhorn JobOrder. We extract the field schema from the Talent Finder CSV export during discovery, align each column to the corresponding Bullhorn JobOrder field (title, department, city, state, description, status), and flag any Talent Finder taxonomy field that has no Bullhorn equivalent. JobOrder is loaded first because it is a required parent for any Application records.
Talent finder
Candidate
Bullhorn ATS & CRM
Candidate + ClientContact
1:manyTalent Finder Candidate records are split at migration time based on source attribution. Candidates sourced directly via Talent Finder's job board or application forms map to Bullhorn Candidate. Candidates sourced by agency recruiters or imported from external channels map to Bullhorn ClientContact (a separate entity). We use email address as the dedupe key across both destination entities and flag duplicates before insert. Name, phone, email, skills, work history, and source attribution migrate as typed fields.
Talent finder
Application
Bullhorn ATS & CRM
JobSubmission
1:1Talent Finder Application records link a Candidate to a Job and track stage progression. These map to Bullhorn JobSubmission, which is the standard Bullhorn entity for tracking a candidate's journey through a job order. We preserve the full stage history including timestamps so that the destination reflects the original hiring pipeline state. The JobSubmission points to the migrated JobOrder and Candidate or ClientContact by ID.
Talent finder
User (Hiring Team Member)
Bullhorn ATS & CRM
User
1:1Talent Finder User accounts with recruiter, hiring manager, or admin roles map to Bullhorn User. Role names from Talent Finder are mapped to Bullhorn's role equivalents (BullhornUser, Standard). We resolve owners by email match during migration and hold any User without a matching Bullhorn account in a reconciliation queue for the customer's Bullhorn admin to provision before record import resumes.
Talent finder
Pipeline Stage
Bullhorn ATS & CRM
Record Type + Sales Process + StageName
lossyTalent Finder configurable pipeline stages are mapped to Bullhorn JobOrder Record Types with corresponding Sales Processes that whitelist the applicable StageName values. We capture the stage name, display order, and probability percentage from Talent Finder and configure matching values in Bullhorn. Any Talent Finder stage without a direct Bullhorn equivalent is flagged during scoping and the customer chooses a fallback stage during review.
Talent finder
Interview Scorecard
Bullhorn ATS & CRM
Candidate (custom fields)
1:1Talent Finder structured interview scorecard data (evaluations tied to a candidate and interviewer) is extracted as field values from the export and mapped to Bullhorn Candidate custom fields or a Bullhorn Custom Object if one is provisioned. Scorecard questions become field labels; rating values populate the corresponding fields. This requires Bullhorn Support ticket setup if the destination is Bullhorn ATS or ATS Growth edition due to their limited Custom Object availability.
Talent finder
Attachment / Document (Resume)
Bullhorn ATS & CRM
Candidate (resume file)
1:1Resume files and uploaded documents from Talent Finder are extracted from the CSV export (if stored as base64) or sourced from the file export directory, renamed to follow candidate-referenced conventions (CandidateID_resume.pdf), and loaded to Bullhorn as attachments on the Candidate record. Bullhorn's built-in resume parser runs on upload; we document the original parsed output for reconciliation since Bullhorn's parser reformats content and the original file serves as the authoritative record.
Talent finder
Activity / Communication Log
Bullhorn ATS & CRM
Note + Task
1:1Talent Finder outreach emails, notes, and event timestamps migrate as Bullhorn Note records linked to the Candidate or ClientContact, and as Task records for time-stamped activity entries. HTML is stripped from email bodies to ensure clean display in Bullhorn. Communication type (email, call, meeting, note) is stored in a custom field on the Note or Task. Activity ordering is preserved by setting the timestamp to the original Talent Finder created date.
Talent finder
Custom Field (Candidate)
Bullhorn ATS & CRM
Candidate (custom fields) or CustomObject
lossyTalent Finder custom properties on Candidates require explicit field mapping. We extract the schema from the CSV export during discovery, display it for customer review, and map each field individually to Bullhorn Candidate standard fields or a CustomObject. Bullhorn edition tier determines whether CustomObject is available: ATS Growth = 0, Bullhorn ATS = 2, Front Office Growth/Enterprise = 10. Custom Object provisioning requires a Bullhorn Support ticket with the completed Custom Object Setup Spreadsheet.
Talent finder
Custom Field (Application)
Bullhorn ATS & CRM
JobSubmission (custom fields) or CustomObject
lossyTalent Finder custom properties on Applications map to Bullhorn JobSubmission custom fields or a CustomObject. Same edition-gating applies as for Candidate custom fields. We coordinate with Bullhorn Support for CustomObject creation before migration begins, and we configure the custom field schema in the Bullhorn instance via the Setup sheet before any Application data loads.
Talent finder
Company / Client Account
Bullhorn ATS & CRM
ClientCorporation
1:1Talent Finder companies referenced in job postings or candidate work history map to Bullhorn ClientCorporation. Company name, address, industry, and contact information from Talent Finder populate the corresponding ClientCorporation fields. ClientCorporation is loaded before JobOrder if the job references a specific client, and before ClientContact if the contact belongs to a specific company.
Talent finder
GDPR / PII Fields
Bullhorn ATS & CRM
Field strip or hash
lossyCandidate records contain PII subject to GDPR and regional privacy laws. We flag every candidate record during migration scoping and strip or hash PII fields (national ID numbers, salary history, personal addresses) on request before loading into Bullhorn. The customer chooses the PII handling policy during discovery. This produces a clean record set that is audit-ready and compliant with the destination jurisdiction's data requirements.
| Talent finder | Bullhorn ATS & CRM | Compatibility | |
|---|---|---|---|
| Job (Requisition) | JobOrder1:1 | Fully supported | |
| Candidate | Candidate + ClientContact1:many | Fully supported | |
| Application | JobSubmission1:1 | Fully supported | |
| User (Hiring Team Member) | User1:1 | Fully supported | |
| Pipeline Stage | Record Type + Sales Process + StageNamelossy | Fully supported | |
| Interview Scorecard | Candidate (custom fields)1:1 | Fully supported | |
| Attachment / Document (Resume) | Candidate (resume file)1:1 | Fully supported | |
| Activity / Communication Log | Note + Task1:1 | Fully supported | |
| Custom Field (Candidate) | Candidate (custom fields) or CustomObjectlossy | Fully supported | |
| Custom Field (Application) | JobSubmission (custom fields) or CustomObjectlossy | Fully supported | |
| Company / Client Account | ClientCorporation1:1 | Fully supported | |
| GDPR / PII Fields | Field strip or hashlossy | Fully supported |
Gotchas + challenges
Platform-specific issues from each side, plus the pair-specific challenges that don't show up on either platform's page on its own.
Talent finder gotchas
No documented public API
GDPR and candidate PII handling requires explicit consent
Limited online documentation creates migration ambiguity
Bullhorn ATS & CRM gotchas
ATS Growth edition has no API access
Attachments excluded from CSV bulk exports
Custom Object limits vary sharply by edition
Opportunity pipeline stages are recruitment-specific
Resume parse quality varies by document format
Pair-specific challenges
Migration approach
Discovery and export schema extraction
We audit the Talent Finder instance to understand Job, Candidate, Application, User, and custom field usage across the account. Since there is no API, we request a live CSV export of each object and review the schema structure (column names, data types, multi-select delimiters) directly from the export file. We pair this with Bullhorn edition verification: we confirm the customer's Bullhorn tier to determine Custom Object availability and identify any schema gaps that require Bullhorn Support tickets before migration begins.
Bullhorn Custom Object provisioning coordination
If the migration includes custom fields that exceed Bullhorn ATS or ATS Growth's Custom Object limits, we escalate the edition gap during scoping. For Front Office Growth and Enterprise customers, we submit the Custom Object Setup Spreadsheet to Bullhorn Support and confirm CustomObject1-10 provisioning before proceeding to schema design. Bullhorn Support response times vary; we account for this in the project timeline and begin schema configuration in parallel with the export extraction pass.
Data staging and field mapping review
We load all Talent Finder CSV exports into a staging environment, normalize multi-select delimiters (comma-separated, pipe-separated, or semicolon-separated depending on the export), strip HTML from email and note bodies, and extract resume file references. We produce a field mapping document that pairs each Talent Finder column with its Bullhorn entity and field API name. The customer reviews and approves the mapping before any transformation begins. Any Talent Finder field without a Bullhorn equivalent is flagged for decision: map to a custom field, map to a Note, or exclude.
Parent record resolution and dependency ordering
We resolve the entity dependency chain before loading: ClientCorporation first (for company data), then JobOrder (for job data), then Candidate and ClientContact (with ClientCorporation ID resolved where applicable), then JobSubmission (with JobOrder and Candidate/ClientContact IDs resolved), then Activity records (Notes and Tasks with Candidate or ClientContact IDs resolved). Any missing parent record is logged to the reconciliation queue. Owner resolution by email is confirmed against the Bullhorn User table before import proceeds.
Bullhorn REST API load with validation
We load records into Bullhorn via the REST API using batched requests with rate-limit handling and exponential backoff. Each phase (ClientCorporation, JobOrder, Candidate/ClientContact, JobSubmission, Notes/Tasks, Custom Objects) emits a row-count reconciliation report. We validate field-type integrity (date formats, picklist values, required fields) before each phase closes. Bullhorn's built-in resume parsing runs on uploaded file attachments; we verify the original file is present as the authoritative attachment even if Bullhorn's parsed output differs from the source.
Cutover, validation, and automation handoff
We freeze Talent Finder writes during cutover, run a final delta migration of any records modified during the migration window, then mark Bullhorn as the system of record. We deliver the Automation Inventory document listing every Talent Finder automation, its trigger and action model, and recommended Bullhorn Automation equivalent. We support a one-week post-cutover window to resolve data quality issues reported by the recruiting team. Workflow rebuild in Bullhorn Automation is outside the migration scope and is handled by the customer's Bullhorn admin or a Bullhorn implementation partner as a separate engagement.
Platform deep dives
Talent finder
Source
Strengths
Weaknesses
Bullhorn ATS & CRM
Destination
Strengths
Weaknesses
Complexity grading
Standard HRMS migration. 1 of 7 objects need a mapping; the rest are 1:1.
Overall complexity
Standard migration
Derived from compatibility, mapping clarity, API constraints, and data volume across Talent finder and Bullhorn ATS & CRM.
Object compatibility
1 of 7 objects need a mapping; the rest are 1:1.
Field mapping clarity
Field mapping is derived from defaults — final spec confirmed during the sample migration.
Timeline complexity
7-object category — typical timelines run 2–7 days end-to-end.
API constraints
Talent finder: Not publicly documented.
Data volume sensitivity
Talent finder doesn't expose a bulk API — REST + parallelization used for high-volume runs.
Estimator
Rule-based pricing — no per-record fees, no manual quotes. Migrations over 2M records are scoped individually.
Step 1
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