HRMS migration

Migrate from TalentLyft to Bullhorn ATS & CRM

Field-level mapping, validation, and rollback between TalentLyft and Bullhorn ATS & CRM. We move data and schema; workflows are rebuilt natively in Bullhorn ATS & CRM.

TalentLyft logo

TalentLyft

Source

Bullhorn ATS & CRM

Destination

Bullhorn ATS & CRM logo

Compatibility

81%

13 of 16

objects map 1:1 between TalentLyft and Bullhorn ATS & CRM.

Complexity

BStandard

Timeline

3-5 weeks

Rollback included Accuracy guarantee Field-level validation

Overview

What this migration involves

Moving from TalentLyft to Bullhorn is a structural migration for staffing and recruiting firms that need deeper pipeline control, back-office billing integration, and a larger partner ecosystem. TalentLyft organizes hiring around Candidate records linked to Applications that move through Pipeline Stages; Bullhorn uses a richer entity graph with Candidate, ClientCorporation, JobOrder, JobSubmission, and Placement as separate objects with explicit lookup relationships. The migration requires a two-pass extraction from TalentLyft (parent Candidates first, then Application sub-records for education and experience), a custom object schema pre-build in Bullhorn before any data import, and API tier verification because Bullhorn ATS Growth edition excludes API access entirely. TalentLyft's no-bulk-export constraint means we paginate over the candidates endpoint at 500 requests per minute and chunk imports into Bullhorn at 1,500 requests per minute with exponential backoff. Automation rules, email templates, and pipeline customization do not migrate; we deliver a written inventory of every active automation for the customer's Bullhorn admin to rebuild in Bullhorn Automation.

Field-level fidelity

Every standard and custom field arrives verified.

Schema-aware mapping

AI proposes the map; you confirm before any record moves.

Relationships preserved

Parent–child, lookups, and ownership stay linked.

Full activity history

Calls, emails, meetings — with original timestamps.

Attachments & notes

Documents, uploads, and inline notes move with the record.

Why teams make this switch

Two sides of the same decision

Leaving

TalentLyft logo

TalentLyft

What's pushing teams away

  • Candidate communication lives partially in email rather than fully inside TalentLyft — replies from candidates route to recruiter inboxes, breaking single-platform visibility.
  • Large CV databases lack robust search and filtering options, making it difficult for high-volume hiring teams to surface relevant candidates efficiently.
  • Reporting and analytics lack depth for data-driven hiring teams — advanced pipeline analytics, trend analysis, and custom report builder are cited as missing or limited.
  • Pipeline customization is constrained, leaving teams with niche hiring workflows unable to model complex, role-specific recruitment processes.
  • User interface and visual design feel dated compared to newer ATS competitors, and the mobile app offers reduced functionality relative to the desktop experience.

Choosing

Bullhorn ATS & CRM logo

Bullhorn ATS & CRM

What's pulling them in

  • Agencies choose Bullhorn because it combines ATS and CRM in one platform, eliminating the need to switch between separate tools for candidate management and client relationship tracking.
  • The resume parser extracts contact details, work history, and skills into structured, searchable candidate profiles automatically without manual data entry, reportedly driving 24% more placements per recruiter.
  • Bullhorn's placement and split-billing model natively supports contract staffing workflows, handling start/end dates, overtime rules, and multi-party pay/charge rates in a single record.
  • The platform offers extensive third-party integrations through its Recruitment Cloud Marketplace, connecting with back-office, onboarding, and payroll systems used by staffing agencies.
  • 72% of Bullhorn customers are teams with fewer than 10 users, and Bullhorn's implementation team handles setup and data migration for small agencies going live within weeks.

Object mapping

How TalentLyft objects map to Bullhorn ATS & CRM

Each row shows how a TalentLyft 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.

TalentLyft

Candidate

maps to

Bullhorn ATS & CRM

Candidate

1:1
Fully supported

TalentLyft Candidates map to Bullhorn Candidate records. We extract Candidates via cursor-paginated GET /v2/candidates with the 500-requests-per-minute TalentLyft limit and stage them in a temporary dedupe key table (email as primary). Bullhorn Candidate requires no parent lookup, so Candidates insert first and resolve the Bullhorn candidateID before any downstream Application import. Standard fields (firstName, lastName, email, phone, source) map directly; custom fields map after we retrieve TalentLyft field definitions via GET /v2/custom_fields.

TalentLyft

Application

maps to

Bullhorn ATS & CRM

JobSubmission

1:1
Fully supported

TalentLyft Applications link a Candidate to a Job with a specific Pipeline Stage. They map to Bullhorn JobSubmission records. The JobSubmission requires a valid jobOrderID (from the mapped Job) and a candidateID (from the mapped Candidate) before insert. Pipeline stage name from TalentLyft maps to JobSubmission status, and we use the mapping table built during scoping to translate to equivalent Bullhorn submission status values. Application-level custom fields migrate to custom fields on JobSubmission.

TalentLyft

Job

maps to

Bullhorn ATS & CRM

JobOrder

1:1
Fully supported

TalentLyft Jobs map to Bullhorn JobOrder. The JobOrder requires a ClientCorporation (mapped from TalentLyft's Department or created as a Bullhorn ClientCorporation if the source has no client entity) before insert. We extract Jobs via GET /v2/jobs, map title, description, employmentType, and location, and link to the Bullhorn JobOrder recordType and salesProcess determined during scoping. Job board distribution settings do not migrate.

TalentLyft

Pipeline

maps to

Bullhorn ATS & CRM

Record Type + Sales Process

lossy
Fully supported

TalentLyft Pipelines define ordered stage sequences for job requisitions. Bullhorn models equivalent stage sequences as Record Types (one per TalentLyft Pipeline) with corresponding Sales Processes that whitelist stage values. We extract the stage order and names during discovery, build the Bullhorn Record Types and Sales Processes via metadata API before any JobOrder import, and map JobOrder recordTypeID during migration. The customer configures Page Layouts post-migration.

TalentLyft

Pipeline Stage

maps to

Bullhorn ATS & CRM

JobSubmission status

lossy
Fully supported

TalentLyft Pipeline Stage names map to Bullhorn JobSubmission status values (Added, Submitted, Interview, Offer, Placement, Rejected). We build a stage name mapping table during scoping and apply it during the JobSubmission insert phase. Custom stage names not recognized by Bullhorn default to the nearest standard status and are flagged in the reconciliation report.

TalentLyft

Talent Pool

maps to

Bullhorn ATS & CRM

Candidate List or ClientCorporation association

lossy
Fully supported

TalentLyft Talent Pools are curated candidate collections. Bullhorn has no native Talent Pool equivalent; we model them as Bullhorn Candidate Lists (for sourcing pools) or as a ClientCorporation association on the Candidate record using a custom field. The customer chooses the strategy during scoping based on how they use Talent Pools. List membership migrates as Candidate List Assignment records.

TalentLyft

Education (sub-record)

maps to

Bullhorn ATS & CRM

Candidate education (custom fields or note)

1:1
Fully supported

Education records are sub-records on a TalentLyft Application. The API requires GET /v2/applications/{applicationId}/education which depends on the parent applicationId. We run a two-pass extraction: first stage all Applications with their IDs, then resolve the parent chain and pull education sub-records per Application. Bullhorn Candidate does not have a native structured education sub-record; we map education fields to custom fields on the Candidate record or to formatted Note records with structured body text.

TalentLyft

Experience (sub-record)

maps to

Bullhorn ATS & CRM

Candidate work history (custom fields or note)

1:1
Fully supported

Experience records follow the same two-pass extraction pattern as Education: Application IDs staged first, then GET /v2/applications/{applicationId}/experience sub-records pulled per Application. Bullhorn Candidate does not have native structured work history; we map to custom fields on Candidate or to formatted Note records. Employer, job title, start/end dates, and description migrate as separate structured fields.

TalentLyft

Custom Fields (Candidate-level)

maps to

Bullhorn ATS & CRM

Candidate custom fields

1:1
Mapping required

TalentLyft Candidate-level custom fields vary per-account and are retrieved via GET /v2/custom_fields before migration. We cross-reference field IDs, labels, and data types against Bullhorn Candidate field names. Bullhorn uses customText, customDate, customBoolean, and customInteger fields (custom1–custom50 depending on edition). Customers with more than 10 Candidate-level custom fields require the Front Office Growth edition or a customObject to hold overflow fields. We run explicit field-by-field mapping sessions for accounts with 10 or more custom fields.

TalentLyft

Custom Fields (Application-level)

maps to

Bullhorn ATS & CRM

JobSubmission custom fields

1:1
Mapping required

TalentLyft Application-level custom fields store per-application metadata such as interview scores, compliance flags, or offer terms. They map to Bullhorn JobSubmission custom fields. Bullhorn supports custom fields on JobSubmission (customText1–customText50, etc.) at the ATS and Front Office Growth tiers. Application-level custom field values are tied to the Application record; we resolve the JobSubmission bullhornID at import time before inserting the custom field values.

TalentLyft

Department

maps to

Bullhorn ATS & CRM

ClientCorporation or Division

1:1
Fully supported

TalentLyft Departments organize Jobs. Bullhorn uses ClientCorporation (for client companies) or Division (for internal organizational units). If the TalentLyft Department represents an internal hiring function, we map to Bullhorn Division. If it represents a client organization, we map to ClientCorporation. We extract all Departments via GET /v2/departments during discovery and decide the mapping strategy with the customer during scoping.

TalentLyft

Location

maps to

Bullhorn ATS & CRM

JobOrder address fields

1:1
Fully supported

TalentLyft Locations (sites) used on Jobs are retrieved via GET /v2/codes/locations and map to Bullhorn JobOrder address fields (address, city, state, zip, country). We preserve location name as a text field on JobOrder and link it to the Bullhorn standardized address where possible. Locations without an address (e.g., remote) map to a jobCity value of Remote with a note field populated.

TalentLyft

User (Team Member)

maps to

Bullhorn ATS & CRM

User

1:1
Fully supported

TalentLyft Users (recruiters, hiring managers) map to Bullhorn User records by email match. We extract all users via GET /v2/users during discovery, then match by email against the Bullhorn org's User table. Any TalentLyft User without a matching Bullhorn User goes to a reconciliation queue for the customer's Bullhorn admin to provision. OwnerID references on JobOrder, JobSubmission, and Candidate require a valid Bullhorn User before insert.

TalentLyft

Custom Object

maps to

Bullhorn ATS & CRM

Custom Object (customObject1–10)

1:1
Fully supported

TalentLyft accounts with custom object concepts (modeled as structured custom fields or linked records) map to Bullhorn customObject1 through customObject10 depending on the Bullhorn edition. Bullhorn ATS Growth excludes custom objects; Bullhorn ATS allows 2; Front Office Growth and Enterprise allow 10. We pre-create the Bullhorn custom object schema via Bullhorn Support's Custom Object Setup Sheet before any data import, then import records via the customObject REST API endpoints. Each customObject supports 55 searchable fields.

TalentLyft

Automation Rules

maps to

Bullhorn ATS & CRM

Not migrated

1:1
Not supported

TalentLyft Automation Rules (trigger-based email actions, auto-stage moves, CRM updates) are platform-specific configuration not accessible via the API. We do not migrate them. We deliver a written automation audit document listing every active TalentLyft Automation Rule with its trigger conditions, actions, and recommended Bullhorn Automation equivalent. The customer's Bullhorn admin rebuilds each automation in Bullhorn Automation post-migration. This document is produced during scoping.

TalentLyft

Email Templates

maps to

Bullhorn ATS & CRM

Not migrated

1:1
Mapping required

TalentLyft email templates with personalization tokens are stored in the platform's configuration layer and are not exposed via the API. We do not migrate them. We produce a template audit document listing every active template with its personalization fields, subject line, and body content. Bullhorn admins rebuild templates in Bullhorn using Bullhorn's template editor or via the REST API POST /entity/EmailTemplate. The rebuild is a manual step handled by the customer's Bullhorn admin post-migration.

Gotchas + challenges

What specifically takes care here

Platform-specific issues from each side, plus the pair-specific challenges that don't show up on either platform's page on its own.

TalentLyft logo

TalentLyft gotchas

High

No bulk export API forces chunked migration

High

Post-export activity is not migrated

Medium

Custom field schema is per-account with no export schema endpoint

Medium

Automation rules and email templates not portable

Low

Application-level education and experience require parent-record resolution

Bullhorn ATS & CRM logo

Bullhorn ATS & CRM gotchas

High

ATS Growth edition has no API access

High

Attachments excluded from CSV bulk exports

Medium

Custom Object limits vary sharply by edition

Medium

Opportunity pipeline stages are recruitment-specific

Low

Resume parse quality varies by document format

Pair-specific challenges

  • Bullhorn ATS Growth excludes API access entirely

    Bullhorn ATS Growth edition (formerly Team Edition) does not include API access. API calls return errors or are blocked outright. Before migration begins, we verify the customer's Bullhorn edition via GET /rest-services/loginInfo. If the customer is on ATS Growth and requires API-based migration (standard for accounts with more than 2,000 records), they must upgrade to Bullhorn ATS or Front Office Growth before we can proceed. CSV-based import via Bullhorn's Legacy Import tool is available on ATS Growth but handles fewer field types and no custom objects.

  • TalentLyft has no bulk export endpoint

    TalentLyft's private REST API operates on individual records with no documented bulk/batch export endpoint. The CRM CSV export sends a download link by email and excludes application-stage history and sub-records. We handle this by implementing cursor-based pagination over the GET /v2/candidates endpoint and chunking imports into batches of 100-200 records against Bullhorn's 1,500-requests-per-minute limit. Sub-records (education, experience) require a second API pass after Applications are staged, because the education and experience endpoints require both candidate ID and application ID in the path. This two-pass approach is necessary for data integrity and adds one round of API calls per application.

  • Bullhorn custom object limits vary by edition

    Bullhorn supports named custom objects (customObject1–10) but the count depends on the edition: 10 on Front Office Growth and Enterprise, 2 on Bullhorn ATS, and none on ATS Growth. We verify the destination edition during scoping and map TalentLyft's custom field count to the available Bullhorn customObject budget. Accounts with more than 55 custom fields (the limit for a single custom object) or more than 10 total custom objects require either a Front Office Growth upgrade or a custom field rationalization session to consolidate fields before migration.

  • Custom field schema requires pre-migration extraction from TalentLyft

    TalentLyft custom fields are entirely user-defined and vary per account. The GET /v2/custom_fields endpoint exposes field IDs, labels, and types but not the values themselves. The CSV export includes only values with no column headers. We retrieve field definitions via the API before migration and cross-reference against the CSV or API values to build a typed mapping table. Customers with 10 or more custom fields require an explicit field-by-field mapping session before import. Bullhorn field edit types (text, drop-down, mini picker, select, radio, picker) must be chosen during mapping to match the source field type.

  • Application-stage history excluded post-snapshot

    TalentLyft's own migration documentation states that data created after the export is finalized will not be included. We apply the same rule: any Applications, Candidate updates, or Pipeline Stage moves created after the migration snapshot window are excluded from the migration. We flag this clearly during the scoping call and recommend scheduling the migration during a low-activity period or running a final delta sync just before go-live. Bullhorn's Sync Bullhorn Data Now feature can be used post-migration to pull recent Bullhorn changes back into a connected system, but any TalentLyft changes after the snapshot window are lost.

Migration approach

Six steps for a successful TalentLyft to Bullhorn ATS & CRM data migration

  1. Edition verification and scoping discovery

    We verify the customer's Bullhorn edition via API login to confirm API access is available (ATS Growth blocks migration). We run a discovery audit of the TalentLyft portal: candidate count, application count, active job count, pipeline count, talent pool count, custom field definitions via GET /v2/custom_fields, and department and location taxonomy. We extract a sample of 50-100 records via the API to validate field name consistency and identify any malformed data before building the mapping table. The output is a written migration scope with a Bullhorn edition recommendation if the current edition cannot support the migration.

  2. Schema pre-build in Bullhorn

    We build the Bullhorn destination schema before any data import. This includes provisioning custom objects via Bullhorn's Custom Object Setup Sheet (submitted to Bullhorn Support), creating custom fields on Candidate and JobSubmission via Bullhorn Admin Field Mappings, configuring Record Types and Sales Processes per TalentLyft Pipeline, and building the stage name mapping table. Schema is deployed into a Bullhorn Sandbox org first for validation. Bullhorn ATS Growth does not support custom objects; if the customer cannot upgrade, we migrate custom field data to standard fields or exclude it with a documented exception.

  3. Two-pass TalentLyft extraction with pagination

    We extract TalentLyft data in two passes due to the sub-record dependency. Pass one extracts all Candidates (cursor-paginated at 500 requests per minute), Jobs, Departments, and Locations and stages them with TalentLyft IDs. Pass two resolves Application IDs from pass one and extracts Application records, then education and experience sub-records per Application. The two-pass approach is required because education and experience endpoints require applicationId in the path. We run exponential backoff on 429 responses and checkpoint pagination state to a local store so that a partial extraction can resume without reprocessing.

  4. Sandbox migration and reconciliation

    We run a full migration into Bullhorn Sandbox using production-equivalent data volume. The customer's Bullhorn admin and recruiting lead reconcile record counts (Candidates in, JobOrders in, JobSubmissions in, customObject records in), spot-check 25-50 records against TalentLyft source, and validate that pipeline stage mapping produces the expected JobSubmission statuses. Any mapping corrections, custom field type mismatches, or Record Type configuration errors are fixed in Sandbox. Sign-off from the customer's Bullhorn admin is required before production migration begins.

  5. Production migration in dependency order

    We run production migration in record dependency order: Users (manual provisioning validated), ClientCorporations and Divisions (from TalentLyft Departments), JobOrders (with recordTypeID and ClientCorporation ID resolved), Candidates (with dedupe by email), JobSubmissions (with bullhornCandidateID and jobOrderID resolved, stage name mapped), customObject records (last, after standard objects are loaded), and Talent Pool membership (as Bullhorn Candidate List assignments). Bullhorn API limits (1,500 requests/min, 100,000/month) are tracked throughout and throttling is applied via exponential backoff. Each phase emits a row-count reconciliation report before the next phase begins.

  6. Cutover, delta sync, and automation rebuild handoff

    We freeze writes to TalentLyft during cutover and run a final delta migration of any records modified during the migration window. We enable Bullhorn as the system of record and deliver the automation audit document listing every TalentLyft Automation Rule and email template requiring rebuild. We deliver the custom field mapping table and the pipeline-stage mapping table as reference documents for the Bullhorn admin. We support a one-week hypercare window for reconciliation issues. We do not rebuild TalentLyft automations in Bullhorn Automation; that is a separate engagement or internal admin task.

Platform deep dives

Context on both ends of the pair

TalentLyft logo

TalentLyft

Source

Strengths

  • All-in-one ATS, CRM, career-site builder, and analytics under one subscription for small and mid-sized teams.
  • Per-job-tier pricing model (not per-seat) keeps costs predictable for growing recruiting teams.
  • Highly responsive customer support rated 4.9/5 across verified review platforms.
  • 14-day free trial and under-two-weeks implementation lets teams evaluate and onboard quickly.
  • Talent Pool concept enables long-term candidate relationship management beyond active requisitions.

Weaknesses

  • No bulk API for high-volume candidate migration; data leaves TalentLyft via CSV export or single-record API calls.
  • Reporting lacks advanced analytics, custom report builder, and trend analysis for data-driven hiring teams.
  • Candidate email replies route to recruiter inboxes rather than remaining inside TalentLyft for full conversation tracking.
  • Pipeline customization is limited, making it difficult to model complex or role-specific hiring workflows.
  • Mobile app functionality is reduced compared to the desktop experience.
Bullhorn ATS & CRM logo

Bullhorn ATS & CRM

Destination

Strengths

  • Unified ATS and CRM on one platform purpose-built for staffing agencies, eliminating separate tools for candidates and clients.
  • Automated resume parsing extracts structured candidate data—contact details, work history, skills—into searchable profiles instantly.
  • Native placement and split-billing model handles contract staffing workflows including start/end dates and overtime rules.
  • Bullhorn Recruitment Cloud Marketplace offers 100+ pre-validated third-party integrations spanning the full recruiting lifecycle.
  • 24/7 global support coverage from 350+ support staff with dedicated account management included at all tiers.

Weaknesses

  • Widely regarded as old and bloated with an unintuitive interface and steep learning curve for new recruiters.
  • Slow page loads and performance lag cited in over 200 verified G2 reviews during high-volume recruiting periods.
  • Pricing is opaque—custom-negotiated per organization with significant upfront implementation fees that vary by deal.
  • ATS Growth edition excludes API access entirely, preventing automated data export without upgrading first.

Complexity grading

How hard is this migration?

Standard HRMS migration. All 7 core objects map 1:1 between TalentLyft and Bullhorn ATS & CRM.

B

Overall complexity

Standard migration

Derived from compatibility, mapping clarity, API constraints, and data volume across TalentLyft and Bullhorn ATS & CRM.

  • Object compatibility

    A

    All 7 core objects map 1:1 between TalentLyft and Bullhorn ATS & CRM.

  • Field mapping clarity

    C

    Field mapping is derived from defaults — final spec confirmed during the sample migration.

  • Timeline complexity

    B

    7-object category — typical timelines run 2–7 days end-to-end.

  • API constraints

    B

    TalentLyft: Not publicly documented in available documentation.

  • Data volume sensitivity

    B

    TalentLyft doesn't expose a bulk API — REST + parallelization used for high-volume runs.

Estimator

Estimate your TalentLyft to Bullhorn ATS & CRM migration cost

Rule-based pricing — no per-record fees, no manual quotes. Migrations over 2M records are scoped individually.

Step 1

What are you migrating?

Pick a category, then your source and destination platforms.

Category

FAQ

Frequently asked questions about TalentLyft to Bullhorn ATS & CRM data migrations

Answers to the questions buyers ask most during TalentLyft to Bullhorn ATS & CRM migration scoping. Not seeing yours? Book a call.

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Most migrations land between three and five weeks for accounts under 15,000 Candidates and 8,000 Applications with no custom objects. Migrations with named custom objects, multi-pipeline structures (more than five pipelines), large Talent Pool histories, or dual Bullhorn ATS and Back Office destinations move to seven to eleven weeks because of the two-pass API extraction, Bullhorn customObject metadata resolution, and placement-record chain building.

Adjacent paths

Related migrations to explore

Ready when you are

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