HRMS migration

Migrate from JazzHR to Bullhorn ATS & CRM

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

JazzHR logo

JazzHR

Source

Bullhorn ATS & CRM

Destination

Bullhorn ATS & CRM logo

Compatibility

75%

9 of 12

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

Complexity

BStandard

Timeline

2-4 weeks

Rollback included Accuracy guarantee Field-level validation

Overview

What this migration involves

Moving from JazzHR to Bullhorn is a staffing-agency-grade ATS migration. JazzHR models the candidate-job association as a separate Prospects table (prospect_id is the join key), while Bullhorn uses JobSubmission records linked directly to the Candidate. We resolve that join relationship during migration so every candidate correctly shows their pipeline status against every open job. JazzHR's document export webhook delivers attachment URLs valid for only 2.5 hours; we stream them immediately rather than queuing them. Workflow stages do not migrate as automation logic—Bullhorn's Record Type and Sales Process model differs structurally from JazzHR's stage pipeline. We deliver a written workflow inventory with Bullhorn equivalent recommendations for your admin to rebuild post-migration.

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

JazzHR logo

JazzHR

What's pushing teams away

  • Reporting and analytics are shallow; users track recruiting KPIs in spreadsheets because JazzHR's native dashboards do not surface funnel metrics in a usable way.
  • Limited customization on offer letters and interview guides forces teams to maintain documents outside the platform or accept rigid templates.
  • Workflow configurations reset when modified repeatedly, creating friction for teams that iterate on their hiring process frequently.
  • Internal candidates are not flagged in the candidate record, so HR teams cannot identify current employees in the pipeline without manual tagging.
  • No native Calendly or scheduling link integration means interview scheduling is manual — recruiters must call or email candidates to set times.

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 JazzHR objects map to Bullhorn ATS & CRM

Each row shows how a JazzHR 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.

JazzHR

Job

maps to

Bullhorn ATS & CRM

JobOrder

1:1
Fully supported

JazzHR Jobs map directly to Bullhorn JobOrder. We preserve title, location, description, salary range (mapped to payRate or salary fields), status (published/draft/closed mapped to Bullhorn status constants), and the job's department assignment. The Bullhorn JobOrder is created before any Candidate or JobSubmission records to satisfy the JobOrderID lookup dependency. Job board codes identifying where postings were syndicated (Indeed, LinkedIn, ZipRecruiter) are stored as a Bullhorn custom text field for admin reference.

JazzHR

Candidate

maps to

Bullhorn ATS & CRM

Candidate

1:1
Fully supported

JazzHR Candidate profiles (name, email, phone, address, work history, education with codified educationLevelCodes) map directly to Bullhorn Candidate. Education records from JazzHR map to Bullhorn Candidate.education and Candidate.certifications. The startDate custom field on JazzHR maps to a Bullhorn custom date field. Bullhorn Candidate is the parent entity for all JobSubmission records, so it must be imported before Prospects resolution.

JazzHR

Prospect

maps to

Bullhorn ATS & CRM

JobSubmission

1:1
Fully supported

JazzHR Prospects are the join table between Candidates and Jobs, carrying status, source, referral, and apply date. This is the most critical mapping in the migration because Bullhorn models the same association as JobSubmission with CandidateID and JobOrderID lookups. We resolve prospect status to Bullhorn JobSubmission status constants (New, Interview, Offer, etc.) and preserve the original applyDate. If a JazzHR candidate has applied to multiple jobs, each application produces a separate Bullhorn JobSubmission record.

JazzHR

Department

maps to

Bullhorn ATS & CRM

Department

1:1
Fully supported

JazzHR Departments migrate to Bullhorn Department. The department taxonomy is a dependency for JobOrder assignment, so we migrate departments first and validate department counts in Bullhorn before creating JobOrder records. Any JobOrder in JazzHR assigned to a department without a Bullhorn equivalent is held in a reconciliation queue.

JazzHR

Hiring Lead

maps to

Bullhorn ATS & CRM

User

1:1
Fully supported

Every JazzHR job carries a hiring_lead_id referencing a user. We extract all hiring leads, match them by email to Bullhorn User records, and remap the reference. Bullhorn User must be provisioned before JobOrder creation so that the owning user is assigned at migration time. Any hiring lead without a Bullhorn User match goes to a reconciliation queue for the customer to provision the account.

JazzHR

Document / Attachment

maps to

Bullhorn ATS & CRM

Attachment (on Candidate)

1:1
Fully supported

JazzHR document attachments are delivered as base64-encoded blobs with MIME type via the Candidate Export Webhook. We stream these immediately upon receipt—Bullhorn does not receive document URLs that expire before we can act on them. The 2.5-hour window from JazzHR means we begin document extraction concurrently with candidate record extraction rather than in a separate phase. Documents attach to the Bullhorn Candidate record as Attachments with the original filename and MIME type preserved.

JazzHR

Custom Field

maps to

Bullhorn ATS & CRM

Custom Field

lossy
Fully supported

JazzHR custom fields on candidate profiles map to Bullhorn custom fields on the Candidate entity. We evaluate field type compatibility during scoping: Bullhorn picklist fields require value mapping from JazzHR free-text or enumerated values, date fields preserve YYYY-MM-DD formatting, and number fields migrate directly. The JazzHR startDate custom field uses a camelCase key and specific date format that we validate before creating the Bullhorn equivalent.

JazzHR

Workflow / Pipeline Stage

maps to

Bullhorn ATS & CRM

Record Type + Sales Process

lossy
Fully supported

JazzHR workflow stages map to Bullhorn Record Types and Sales Process stage values. We create a Bullhorn Record Type per JazzHR workflow, with the Sales Process defining the stage whitelist for that job category. JazzHR's custom workflow IDs (workflow_id) are preserved as a reference field in Bullhorn. Stage probability percentages from JazzHR do not map to Bullhorn directly—Bullhorn stage weights are managed differently—but we document them for the admin to configure post-migration.

JazzHR

Source and Referral

maps to

Bullhorn ATS & CRM

Custom Field (Candidate)

1:1
Fully supported

JazzHR stores source and referral as free-text or codified strings on the Prospect record. Bullhorn does not have a native equivalent for candidate sourcing attribution. We preserve both fields as Bullhorn custom text fields on Candidate (candidateSource and candidateReferral) so that source attribution data is available for reporting without re-keying.

JazzHR

Job Board Code

maps to

Bullhorn ATS & CRM

Custom Field (JobOrder)

1:1
Fully supported

Each JazzHR job carries board codes identifying syndication targets (Indeed, LinkedIn, ZipRecruiter, Glassdoor, etc.). Bullhorn does not natively recreate job board connections during migration. We store the active board code list as a Bullhorn custom multi-select picklist on JobOrder so the admin knows which boards were previously connected and can re-establish them post-migration.

JazzHR

Client (implicit in hiring leads and job context)

maps to

Bullhorn ATS & CRM

ClientCorporation

many:1
Fully supported

JazzHR does not have a native client relationship management object; client context lives implicitly in the job's hiring lead and job description. Bullhorn's ClientCorporation allows agencies to track client relationships separately from job postings. We flag this as a candidate for post-migration data cleanup: if the customer had informal client data in JazzHR job descriptions, we surface it as a migration inventory item for manual entry into Bullhorn ClientCorporation. This is not an automated mapping but a documented gap requiring admin action.

JazzHR

Placement / Historical Hiring Outcome

maps to

Bullhorn ATS & CRM

Placement

1:1
Fully supported

JazzHR does not have a dedicated Placement object. Historical hiring outcomes for filled roles are implicit in closed Job records and the candidate's final Prospect status. Bullhorn Placement objects track placed candidates, start dates, pay rates, and commission data. For JazzHR migrations with a history of closed jobs and successful hires, we flag the corresponding candidates for Bullhorn Placement record creation as a post-migration manual step rather than inferring placements from implicit data.

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.

JazzHR logo

JazzHR gotchas

High

Job cap cliff between Hero and Plus plans

Medium

API 100-result pagination cap

Medium

Apply API bearer tokens expire in 48 hours

Medium

Document URLs expire 2.5 hours after export event

Low

TLS 1.2 enforced as of January 2024

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

  • JazzHR 100-result pagination cap silently truncates large datasets

    The JazzHR V1 API returns a maximum of 100 results per page on every endpoint. For migrations with thousands of candidates, jobs, or Prospects, we implement cursor-based pagination loops to page through all records without silent truncation. We validate total record counts from JazzHR's count endpoints against the records retrieved before writing to Bullhorn. Without cursor-based pagination, migrations with large candidate databases silently drop records and produce incomplete data in Bullhorn.

  • Document export URLs expire 2.5 hours after JazzHR webhook fires

    The JazzHR Candidate Export Webhook delivers document attachment URLs that are publicly accessible for only 2 hours and 30 minutes after the export event fires. We stream all documents immediately upon receipt, decode base64 payloads, and upload directly to Bullhorn's attachment storage rather than queuing them for later processing. Any pause in the migration pipeline longer than 2.5 hours between export and upload results in broken attachment links for those candidates.

  • Bullhorn text field limits (100-character default) may truncate longer values

    Bullhorn's standard text fields on Candidate, JobOrder, and ClientCorporation have a 100-character limit by default. JazzHR field lengths vary by object and field, and some (job descriptions, candidate notes, company names) exceed 100 characters. We audit field lengths during scoping and configure Bullhorn fields with appropriate data types and lengths before migration. Text fields that cannot accommodate JazzHR data truncate with a warning logged and reported to the customer for manual review post-migration.

  • JazzHR Workflow IDs and stage logic do not migrate as automation

    JazzHR workflows define stage sequences and stage names per job via a workflow_id. Bullhorn uses Record Type and Sales Process to control stage whitelists, but the automation logic (auto-advancement, email triggers, task generation) is structurally different and does not carry over. We map the stage sequence and names from each JazzHR workflow to a Bullhorn Record Type and Sales Process, preserving stage names and order. Automated stage advancement, workflow helpers, and conditional actions are documented in a written handoff inventory for the customer's Bullhorn admin to rebuild using Bullhorn's automation tools.

  • Bullhorn requires more onboarding investment than JazzHR

    TrustRadius and Capterra reviews consistently note that Bullhorn has a steeper learning curve than JazzHR. Many features require contacting Bullhorn support to discover or configure. We include a Bullhorn field mapping guide and a two-hour working session with your Bullhorn admin during the migration handoff to accelerate adoption. This is not a migration defect but a product characteristic that affects the post-migration timeline before the team is fully operational.

Migration approach

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

  1. Discovery and data audit

    We audit the source JazzHR account across plan tier (Hero/Plus/Pro), active job count, candidate volume, Prospects count, custom field inventory, department taxonomy, and document attachment volume. We assess Bullhorn edition requirements (ATS Growth vs ATS vs Front Office Growth/Enterprise) based on the customer's custom object needs and user count. The discovery output is a written migration scope with record counts per object, Bullhorn edition recommendation, and a Bullhorn configuration checklist for the customer's admin to complete before migration begins.

  2. Bullhorn schema configuration

    We configure the destination Bullhorn environment before any data arrives. This includes creating custom fields on Candidate, JobOrder, and ClientCorporation to receive JazzHR data, defining Record Types and Sales Processes to receive JazzHR workflow stage names, setting up department taxonomy, and provisioning Bullhorn Users for every JazzHR hiring lead identified during discovery. Bullhorn configuration is deployed in a Sandbox org first for validation, then promoted to production.

  3. Document streaming pipeline

    We begin the JazzHR document extraction concurrently with candidate record extraction, not after. Because JazzHR document URLs expire 2.5 hours after the export webhook fires, we stream each document as it arrives, decode the base64 payload, and upload to Bullhorn Candidate attachments immediately. We do not batch documents as a separate phase after candidate migration because doing so risks expired URLs and broken attachments.

  4. Sandbox migration and reconciliation

    We run a full migration into Bullhorn Sandbox (Full Copy) using production-like data volumes. The customer's recruiting operations lead reconciles record counts: JobOrders in, Candidates in, JobSubmissions in, attachment count and size totals, and custom field value distribution. Spot-checks on 25-50 random candidate records compare field values against JazzHR source data. The customer signs off the sandbox migration before production migration begins.

  5. Production migration in dependency order

    We migrate Bullhorn in record-dependency order: Departments and Users first (dependency-free), then JobOrders (with owning UserId resolved), then Candidates (created before JobSubmissions), then JobSubmissions (with CandidateID and JobOrderID resolved via join lookup), then custom field values (patched to existing Candidate and JobOrder records), then documents (already extracted during Step 3), then ClientCorporation and Placement gap inventory for manual entry. Each phase emits a row-count reconciliation report before the next phase begins.

  6. Cutover, validation, and workflow handoff

    We freeze writes to JazzHR during cutover, run a final delta migration of any records created or modified during the migration window, then enable Bullhorn as the system of record. We deliver the workflow inventory document mapping each JazzHR workflow stage and automation trigger to its Bullhorn Record Type and Sales Process equivalent, with a rebuild recommendation for Bullhorn's workflow tools. We support a one-week hypercare window for reconciliation issues. Post-migration admin training, Bullhorn workflow rebuild, and placement record creation are outside standard scope and can be scoped as a separate engagement.

Platform deep dives

Context on both ends of the pair

JazzHR logo

JazzHR

Source

Strengths

  • Flat monthly fee with unlimited users on all plans removes per-seat cost anxiety for growing companies with many hiring managers.
  • Single-point job syndication to 20+ job boards funnels all applications into one inbox without platform switching.
  • TalentFit AI screens resumes against job descriptions and scores candidates, giving a quick rank signal before human review.
  • White-label and employer branding options let teams present a custom candidate-facing portal without exposing the ATS vendor.
  • Data migration support is available on select plans, with a dedicated team for transitions from major ATS platforms.

Weaknesses

  • Reporting and analytics are consistently described as insufficient for managing recruiting team performance without external spreadsheets.
  • Offer letter customization is limited; teams needing bespoke offer language must maintain documents outside the ATS.
  • No Calendly or native interview scheduling integration requires manual coordination for every candidate interview.
  • The job description editor is described as clunky with inconsistent formatting, pushing users to draft elsewhere and paste in.
  • Internal candidate identification is absent; current employees cannot be flagged automatically in the candidate pipeline.
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. 1 of 7 objects need a mapping; the rest are 1:1.

B

Overall complexity

Standard migration

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

  • Object compatibility

    B

    1 of 7 objects need a mapping; the rest are 1:1.

  • 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

    JazzHR: Not publicly documented in API docs..

  • Data volume sensitivity

    B

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

Estimator

Estimate your JazzHR 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 JazzHR to Bullhorn ATS & CRM data migrations

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

Can't find your answer?

Walk through your JazzHR to Bullhorn ATS & CRM migration with a real engineer — 30 minutes, free, written quote within 24 hours.

Book a free 30 minute consultation

Migrations under 5,000 candidates, 500 jobs, and no custom objects typically complete in two to four weeks. Migrations with custom objects, high Prospects-to-Candidate ratios, large document attachment volumes, or multi-division Bullhorn destinations extend to eight to twelve weeks. JazzHR's data extraction alone can take one to three weeks depending on record volume and JazzHR's support queue availability. Bullhorn includes data import support for up to 15,000 records at onboarding; records above that threshold are handled by FlitStack AI through the Bullhorn REST API.

Adjacent paths

Related migrations to explore

Ready when you are

Move from JazzHR.
Land in Bullhorn ATS & CRM, intact.

Tell us record counts and timeline. We'll come back with a written quote inside 1 business day — no commitment, no sales pitch.

Accuracy guarantee Rollback included Quote in 1 business day