HRMS migration

Migrate from Jobylon to BambooHR

Field-level mapping, validation, and rollback between Jobylon and BambooHR. We move data and schema; workflows are rebuilt natively in BambooHR.

Jobylon logo

Jobylon

Source

BambooHR

Destination

BambooHR logo

Compatibility

60%

6 of 10

objects map 1:1 between Jobylon and BambooHR.

Complexity

BStandard

Timeline

2-3 weeks

Rollback included Accuracy guarantee Field-level validation

Overview

What this migration involves

Jobylon and BambooHR serve different roles in the HR stack. Jobylon is a dedicated ATS built for European enterprises that need employer branding, configurable pipelines, and GDPR compliance baked in by a Stockholm-based team. BambooHR is an HRIS with a hiring module — it covers the full employee lifecycle from offer acceptance through performance management and time off, but its applicant tracking is intentionally lighter than a standalone ATS. Migrating from Jobylon to BambooHR means shifting from a record-centric ATS model (where Jobs, Applications, and Pipeline Stages are first-class objects) into an HR-centric model (where Job Openings are a module attached to the employee database). We resolve this structural difference during scoping, map Jobylon pipeline stages to BambooHR Job Opening stages, and flag that BambooHR's job opening caps per tier (5 on Core, 25 on Pro, 50 on Elite) may constrain the number of active postings in the destination. Workflows, automation triggers, and offer letter document content do not migrate; we deliver a written inventory of the customer's active pipeline automations and a rebuild guide for BambooHR's Workflows and Approvals module.

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

Jobylon logo

Jobylon

What's pushing teams away

  • Some customers find the analytics and reporting dashboard less deep than competitors such as Lever, limiting their ability to generate custom hiring reports without third-party tools.
  • The Partner API is explicitly described as alpha-status with a limited feature set, making it harder for technical teams to build bespoke integrations or validate migration completeness independently.
  • Customers seeking advanced AI features like predictive candidate scoring or automated ranking may find Jobylon's AI tooling insufficient compared to platforms with mature ML-driven sourcing.

Choosing

BambooHR logo

BambooHR

What's pulling them in

  • Lowest friction entry point for SMBs moving off spreadsheets — intuitive interface means most teams are functional within days, not weeks.
  • Consolidation value: BambooHR merges ATS, onboarding, HR records, time-off, and payroll into a single pane of glass that employees never need to leave.
  • Volume discounts applied automatically by headcount, so pricing scales predictably as the company grows without renewal negotiations.
  • BambooHR reports most customers go live in four to six weeks, making it a realistic commitment for under-resourced HR teams.
  • Award-winning Support Heroes cited frequently in reviews — responsive human support after implementation is a differentiator.

Object mapping

How Jobylon objects map to BambooHR

Each row shows how a Jobylon object lands in BambooHR, including any object-level transformations, lookup resolution, or schema-design dependencies.

Typical mapping — final map is confirmed during the sample migration step.

Jobylon

Job

maps to

BambooHR

Job Opening

1:1
Fully supported

Jobylon Jobs map to BambooHR Job Openings. The Job title, department, location, and description migrate directly. Jobylon's per-company custom fields on Jobs (configured via /config/companies/{companyId}/job) require pre-migration schema discovery per company account; we query each company's configuration endpoint during discovery, then map custom fields to BambooHR custom fields or the closest standard field. BambooHR's Job Opening caps per tier (5/25/50) are flagged during scoping — customers with more active jobs than the destination tier permits must either upgrade or accept inactive archived jobs in BambooHR.

Jobylon

Application

maps to

BambooHR

Applicant

1:1
Fully supported

Jobylon Applications map to BambooHR Applicants attached to a Job Opening. The application date, current stage, source channel, and rejection reason (Lost Reason) transfer. If the Application references a Candidate who already exists as an Employee in BambooHR (hire-from-within scenario), we map to the existing Employee record rather than creating a duplicate Applicant. Jobylon's application-stage history timeline is preserved as a custom note or activity entry on the Applicant record.

Jobylon

Candidate

maps to

BambooHR

Employee (or Applicant)

1:1
Fully supported

Jobylon Candidates deduplicate by email address before migration. Active Candidates with open Applications migrate as BambooHR Applicants attached to a Job Opening. Candidates who have already been hired (identified by a 'Hired' status or a 'hire date' custom field) migrate as BambooHR Employee records with the hire date preserved from Jobylon. We carry any GDPR-related fields (consent status, erasure request dates) as custom fields in BambooHR unless the destination's Compliance Intelligence module provides a native equivalent.

Jobylon

Pipeline Stage

maps to

BambooHR

Job Opening Stage

lossy
Fully supported

Jobylon pipeline stages are free-text and per-job, with no standardisation across organisations. We map each active stage name to the closest BambooHR Job Opening stage (Applied, Phone Interview, On-site Interview, Offer, Hired, or Rejected). The original Jobylon stage name is preserved in a custom field original_stage__c for audit. Inactive stages with assigned Lost Reasons are mapped to the Rejected stage with the Lost Reason label carried as a custom field rejection_reason__c. Customers review and approve the stage map before cutover to avoid pipeline process mismatches.

Jobylon

Scorecard

maps to

BambooHR

Custom Fields on Applicant

1:many
Fully supported

Jobylon Scorecards are tied to Pipeline Stages and record evaluator ratings and comments per Application. BambooHR has no native scorecard object, so scorecard ratings and evaluator feedback migrate as custom fields on the Applicant record (e.g., scorecard_rating__c, evaluator_name__c, evaluation_notes__c). The scorecard schema (field names, rating scale) is extracted from Jobylon during discovery and translated into custom field definitions in BambooHR before migration. We flag that BambooHR's hiring module does not surface scorecard data in a structured evaluation view — the data is present as fields on the Applicant but not displayed as a scorecard summary.

Jobylon

Custom Fields (Job and Application)

maps to

BambooHR

Custom Fields

lossy
Fully supported

Jobylon custom fields are defined per-company via the Partner API and may include dynamic fields that require Jobylon support activation before they appear in the schema. We query the /config/companies/{companyId}/job endpoint for each company during discovery and generate a field map before any data moves. Dynamic fields that are not yet activated are flagged in the discovery report and must be activated by Jobylon support before the migration schema is finalised. BambooHR custom fields are created via the BambooHR API before import begins. The migration does not include dynamic form logic from Jobylon; the form structure must be rebuilt manually in BambooHR's applicant intake form editor.

Jobylon

User

maps to

BambooHR

Employee (as Hiring Team member)

1:1
Fully supported

Jobylon Users (recruiters, hiring managers, admins) map to BambooHR Employee records. We resolve by email match. The migration does not provision BambooHR user accounts — the customer's BambooHR admin creates the destination users and assigns roles (Employee, Admin, Limited) before migration. User permission levels are not migrated because BambooHR's permission model uses role-based access control that must be configured in the destination separately.

Jobylon

Lost Reason

maps to

BambooHR

Custom Field (rejection_reason__c)

1:1
Fully supported

Jobylon Lost Reasons are predefined classification labels assigned when an Application moves to an inactive pipeline stage. We carry these as a tagged custom field rejection_reason__c on the Applicant record in BambooHR rather than a native object. The set of unique Lost Reasons across all Pipelines is enumerated during discovery and provided as a picklist of custom field values.

Jobylon

Assessor Feedback

maps to

BambooHR

Note or Custom Field on Applicant

1:1
Mapping required

Free-text evaluator notes and assessor feedback are exported from Jobylon as structured comment records with author, timestamp, and body content. We map these to BambooHR Notes attached to the Applicant record, preserving the original author name and timestamp. If the feedback includes structured rating data, we split it into custom fields (rating_value__c, feedback_body__c) rather than storing it solely as a free-text note.

Jobylon

Offer Letter

maps to

BambooHR

Note (document reference only)

lossy
Fully supported

Jobylon offer letter documents are stored as attachments associated with Applications. We export the attachment filenames and URLs but do not migrate the document content itself due to the lack of a bulk document export endpoint in Jobylon's Partner API. The document URLs are provided as a reference list attached to the Applicant record in BambooHR. The customer's team must re-upload offer letter documents to BambooHR manually or via e-signature integration 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.

Jobylon logo

Jobylon gotchas

High

Partner API is alpha with no bulk export endpoint

High

Rate limit of 100 req/min restricts migration speed

Medium

Custom fields are per-company and require pre-migration schema discovery

Medium

Dynamic custom fields must be activated by Jobylon support

Low

Pipeline stage names are free-text and not standardised

BambooHR logo

BambooHR gotchas

High

Undocumented API rate limits can trigger 503 errors

High

Per-employee pricing model requires active record count verification

Medium

API credentials must be sent on every request to avoid extra round trips

Medium

Custom field schema varies per account and requires manual inventory

Low

Document and attachment exports are not covered by standard report exports

Pair-specific challenges

  • Jobylon Partner API is alpha with no bulk export endpoint

    Jobylon's Partner API is explicitly documented as alpha-status and operates as a webhook push model rather than a pull model. There is no bulk export endpoint for Jobs, Applications, or Candidates. We work around this by iterating through the API endpoints at the enforced 100 req/min rate limit, extracting records in batches and sequencing them into a staged migration pipeline. The absence of a bulk export means migration speed is directly constrained by the rate limit — organisations with thousands of Applications should expect extended extraction windows. Customers with access to Jobylon's staging environment should request a schema export there to validate field coverage before the production migration runs.

  • BambooHR's hiring module has job opening caps per tier

    BambooHR limits the number of simultaneously open Job Openings by plan tier: 5 on Core, 25 on Pro, and 50 on Elite. Jobylon has no such cap. Organisations with more active job postings than the destination tier permits will have the excess jobs migrate as inactive records that cannot be reopened within BambooHR's interface without upgrading the plan. We flag the cap mismatch during scoping and recommend either upgrading the BambooHR tier before migration or archiving inactive Jobylon jobs before export to stay within the cap. This constraint is a tier feature limitation, not a data mapping issue.

  • BambooHR has no native scorecard object

    Jobylon's Scorecard records (evaluator ratings and structured feedback tied to pipeline stages) have no direct BambooHR equivalent. We preserve scorecard data as custom fields on the Applicant record, but BambooHR's hiring UI does not display them in a structured scorecard view. Scorecards are searchable as Applicant fields but not summarised in an evaluation dashboard. If the customer's hiring process relies heavily on structured scorecards for hiring committee decisions, they should review BambooHR's capabilities and consider whether a third-party evaluation tool (e.g., Lever's Interview Scorecard add-on, or a spreadsheet-based scorecard process) is acceptable as a workaround.

  • Per-company custom fields in Jobylon require pre-migration activation

    Jobylon custom fields for Jobs and Applications are configured per-company via the Partner API. Dynamic custom fields — which build secondary forms based on prior user submissions — are not automatically available and require Jobylon support activation. We query the configuration endpoint for each company during discovery and generate a field map before any data moves. If dynamic fields were active in Jobylon but not officially activated, the migration schema will be incomplete. We flag this gap in the discovery call, request confirmation of activation status, and extend the discovery timeline by one to two weeks if complex dynamic schemas are present.

  • Pipeline stage names are free-text and must be explicitly mapped

    Jobylon pipeline stages are defined per-job with free-text names — a stage called 'Initial Screening' in one organisation may not exist in another. BambooHR Job Openings have a standard stage set (Applied, Phone Interview, On-site Interview, Offer, Hired, Rejected). We map source stage names to the closest standard BambooHR stage and preserve the original name in a custom field. The customer reviews and approves the stage map before cutover. Any pipeline automations triggered by specific stage transitions in Jobylon do not migrate — we document the automation triggers in the handoff inventory for the customer's admin to rebuild in BambooHR's Workflows and Approvals module.

Migration approach

Six steps for a successful Jobylon to BambooHR data migration

  1. Discovery and custom field schema enumeration

    We audit the source Jobylon portal via the Partner API, enumerating per-company custom field schemas, active pipeline configurations, scorecard field definitions, and Lost Reason values. We also extract the count of Jobs, Applications, Candidates, and assessor feedback records to scope the migration volume. During this phase we confirm the status of any dynamic custom fields with Jobylon support, because fields not officially activated will not appear in the API schema. The discovery output is a written migration scope document listing all objects, field maps, and any schema gaps requiring activation or manual handling before migration begins.

  2. BambooHR destination schema preparation

    We create the custom fields in BambooHR to host scorecard ratings, original pipeline stage names, Lost Reason values, and any Jobylon custom fields that have no BambooHR standard equivalent. We verify that the destination plan tier supports the number of active Job Openings in scope; if not, we recommend upgrading or archiving inactive jobs before migration. The BambooHR admin creates destination User accounts and assigns Employee-level permissions to the team members who will receive the migrated records.

  3. Staged extraction from Jobylon

    We extract data from Jobylon in dependency order using the Partner API at the 100 req/min rate limit with request throttling and exponential backoff. Jobs are extracted first, then Candidates (with email-based deduplication), then Applications (linked to resolved Candidate IDs and Job IDs). Scorecard records are extracted with their evaluator and rating fields, and assessor feedback is batched separately. We flag any records that fail extraction (due to missing required fields or API errors) into a reconciliation log for the customer's Jobylon admin to resolve.

  4. Candidate and employee record split

    We split the extracted Candidates into two groups: those with a 'Hired' status or hire date (who become BambooHR Employee records) and those with open Applications (who become BambooHR Applicants). The hire date from Jobylon becomes the BambooHR Employee hireDate field. Candidates who appear both as an existing Employee and an open Applicant (internal mobility scenario) are mapped to the existing Employee record with the new Application linked.

  5. BambooHR import in dependency order

    We import into BambooHR in dependency order: Employees first (if any hire-date records exist), then Job Openings, then Applicants linked to Job Openings. Custom fields on Applicants are populated during import using the field map generated in discovery. Pipeline stage assignments use the approved stage map, with original stage names preserved in custom fields. We import assessor feedback notes after the Applicant record exists so that the Note is linked correctly.

  6. Cutover, delta sync, and automation handoff

    We freeze writes in Jobylon during the final cutover window and run a delta migration of any records created or modified since the initial extraction. We verify record counts in BambooHR against the extraction log, spot-check a sample of Applicant and Employee records for field accuracy, and hand off to the customer's BambooHR admin. We deliver the written automation inventory: every active Jobylon pipeline automation trigger and its recommended BambooHR Workflows and Approvals equivalent. We do not rebuild Jobylon automations as BambooHR Workflows inside the migration scope; that work requires separate scoping with the customer's BambooHR admin.

Platform deep dives

Context on both ends of the pair

Jobylon logo

Jobylon

Source

Strengths

  • Fully customisable career pages with video, testimonials, and per-job branding control.
  • Configurable recruiting pipelines with per-stage automation triggers and lost-reason classification.
  • Multi-language support across five European languages with local job board integrations.
  • GDPR module developed in-house with built-in candidate consent and data handling workflows.
  • Webhook-based Partner API with OpenAPI schema documentation for integration partners.

Weaknesses

  • Partner API is in alpha with a limited feature set and no bulk export capability.
  • Rate limit of 100 requests per minute constrains migration throughput significantly.
  • Dynamic custom fields require manual activation by Jobylon support before they appear in the schema.
  • Reporting and analytics dashboard is less feature-rich than competitors like Lever or SmartRecruiters.
  • Offer letter document content is not accessible via API — only attachment filenames are exported.
BambooHR logo

BambooHR

Destination

Strengths

  • Single platform consolidating ATS, onboarding, HR records, payroll, and time-off reduces system sprawl for SMBs.
  • Fast implementation — BambooHR reports four to six weeks from kickoff to go-live for most customers.
  • Per-employee pricing with automatic volume discounts makes cost predictable as headcount grows.
  • Strong customer support reputation (Support Heroes) cited consistently across G2, Capterra, and direct testimonials.
  • Well-documented API with UTF-8 encoding, clear field types, and HTTPS-only access.

Weaknesses

  • Mobile application is significantly limited compared to the desktop experience, frustrating remote and field workers.
  • Companies above 150–200 employees frequently outgrow the platform's feature depth and customization surface.
  • Limited advanced reporting and analytics compared to enterprise HR platforms — custom report building is the ceiling.
  • PTO and profile customization are pain points — non-standard accrual policies and complex org structures require workarounds.
  • Document management and attachment handling lack the granularity of dedicated document-centric HR systems.

Complexity grading

How hard is this migration?

Standard HRMS migration. All 7 core objects map 1:1 between Jobylon and BambooHR.

B

Overall complexity

Standard migration

Derived from compatibility, mapping clarity, API constraints, and data volume across Jobylon and BambooHR.

  • Object compatibility

    A

    All 7 core objects map 1:1 between Jobylon and BambooHR.

  • 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

    Jobylon: 100 requests per minute per organisation.

  • Data volume sensitivity

    B

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

Estimator

Estimate your Jobylon to BambooHR 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 Jobylon to BambooHR data migrations

Answers to the questions buyers ask most during Jobylon to BambooHR migration scoping. Not seeing yours? Book a call.

Can't find your answer?

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Migrations with fewer than 5,000 Applications, straightforward pipeline schemas, and no complex dynamic custom fields land between two and three weeks. Migrations with large scorecard histories, per-company custom field schemas requiring activation confirmation, or organisations with over 10,000 Applications move to six to ten weeks because of the Jobylon API rate limit (100 req/min), extended discovery for custom fields, and the delta sync window.

Adjacent paths

Related migrations to explore

Ready when you are

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