Project Management migration

Migrate from Mosaic to Jira

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

Mosaic logo

Mosaic

Source

Jira

Destination

Jira logo

Compatibility

70%

7 of 10

objects map 1:1 between Mosaic and Jira.

Complexity

BStandard

Timeline

3-5 weeks

Rollback included Accuracy guarantee Field-level validation

Overview

What this migration involves

Moving from Mosaic to Jira is a conceptual migration: Mosaic is an FP&A planning platform where Projects, Clients, Employees, and Time Entries drive budget and capacity analysis, while Jira is an issue-tracking and project management tool where those same records must be re-expressed as Jira Projects, custom fields, Users, and Worklogs. Mosaic does not expose a public API for self-serve export, so all data extraction requires engaging Mosaic's official integration migration service on a 6-week advance notice timeline. We coordinate with Mosaic's service to extract the data types covered by their migration path, then transform and load them into Jira via the Jira REST API with parent-record lookup resolution. We do not migrate Reports, Custom Metrics formulas as logic, or Workflows because these have no direct Jira equivalents. We deliver a written inventory of every Mosaic custom metric formula and integration configuration so the customer's admin can rebuild them post-migration. The primary risk in this migration is the absence of an API on the source side, which constrains the speed and completeness of data extraction compared to migrations between two API-enabled platforms.

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

Mosaic logo

Mosaic

What's pushing teams away

  • Limited customization of variance analysis reports frustrates finance teams that need tailored chart types, column layouts, and segmentation for board-level reporting.
  • The no-code setup constrains what customers can model without code-optional flexibility, pushing power users toward workarounds or custom field limits that feel restrictive.
  • A steep learning curve for data slicing and advanced features requires significant time investment before teams feel productive with the platform beyond basic workflows.
  • Difficulty collaborating with external teams arises when custom configurations that work internally cannot be easily shared across organizational boundaries.

Choosing

Jira logo

Jira

What's pulling them in

  • Industry-standard tool with deep Git integration and sprint reporting that engineering teams already know, reducing onboarding friction for new hires.
  • Highly customizable workflows and status schemes let business teams model complex approval chains without writing code.
  • Strong ecosystem of Atlassian Marketplace apps means specialized capabilities like time tracking or portfolio management are one install away.
  • Free tier with up to 10 users and unlimited issues gives small teams a no-cost entry point to validate the platform before committing budget.
  • Visibility features — boards, backlog grooming, sprint reports, and dashboards — give leadership a shared view of what is planned, in progress, blocked, and done.

Object mapping

How Mosaic objects map to Jira

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

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

Mosaic

Project

maps to

Jira

Project

1:1
Fully supported

Mosaic Projects map to Jira Projects as the top-level container. Mosaic project metadata including status, start and end dates, associated client, and budget amounts transfer as Jira custom fields (e.g., mosaic_budget__c, mosaic_client__c, mosaic_status__c). The Jira Project key is derived from the Mosaic project name using an abbreviated prefix. We create the Jira Project via the Jira REST API before importing any child records. If the customer uses Mosaic phases as sub-planning units, those map to Jira Labels, Components, or a custom Phase field depending on the Jira project scheme.

Mosaic

Client

maps to

Jira

Project (custom field)

lossy
Fully supported

Mosaic Client records represent organizations or companies associated with projects. In Jira, which has no native Account or Company object, we handle this as a configuration decision during scoping: Clients can map to a custom mosaic_client__c text or select field on Jira Issues, or to Jira Labels if the customer wants client-level filtering via JQL. We preserve client-to-project associations by setting the custom client field on every Jira Issue linked to the source Mosaic project. Client billing contact and address details migrate as additional custom fields if required.

Mosaic

Employee

maps to

Jira

User

1:1
Fully supported

Mosaic Employee records (sourced from integrated HRIS systems like Gusto) include names, departments, roles, start dates, and compensation. These map to Jira User accounts resolved by email address. Jira User records are created manually or provisioned via directory sync (Google Workspace, Okta, Azure AD) before migration. Compensation and department data from Mosaic does not map to a standard Jira field and migrates as custom fields (mosaic_department__c, mosaic_employment_start__c) if the customer needs the data visible in Jira. Mosaic integration credentials (OAuth tokens) do not transfer; we document which HRIS was connected so the customer can re-establish the integration in Jira or their identity provider.

Mosaic

Time Entry

maps to

Jira

Worklog

1:1
Fully supported

Mosaic Time Entries log hours against Projects and Employees with date, hours worked, and billing rate. These translate to Jira Worklog records. Each Worklog is linked to the Jira Issue representing the corresponding Mosaic project task or Epic (determined during scoping), with the Jira User resolved from the Mosaic Employee mapping. ActivityDate preserves the original Mosaic timestamp. When migrating time entries from a Mosaic Hosted integration (e.g., Deltek Vision) to a Jira destination, a stored procedure must be added to the Deltek product for future time entry sync to function post-migration. We coordinate this as a post-migration configuration step with the customer's Deltek administrator.

Mosaic

Phase

maps to

Jira

Label or Component

lossy
Fully supported

Mosaic Phases subdivide Projects into logical planning stages with names, date ranges, and phase-to-project relationships. Jira has no native Phase object. We offer two configuration strategies during scoping: mapping phases to Jira Labels (enabling JQL filtering and board grouping) or mapping to Jira Components (better for component-level assignment and reporting). The phase date range migrates as custom fields (mosaic_phase_start__c, mosaic_phase_end__c) if the customer needs timeline visibility at the phase level in Jira.

Mosaic

Custom Metric

maps to

Jira

Custom Field

lossy
Fully supported

Mosaic Custom Metrics store user-defined formulas for variance analysis and KPI tracking. These formulas (e.g., budget vs. actual variance ratios, utilization percentages) do not map 1:1 to Jira calculated fields because Jira does not have a native formula engine equivalent to Mosaic's formula builder. We evaluate each custom metric during scoping, flag unsupported functions, and recreate them as Jira custom fields populated at migration time or extended by Jira apps (e.g., ScriptRunner for calculated fields). Customers should expect a validation pass post-import to confirm calculated values match expectations. Complex multi-step formulas require the customer to document the logic for manual rebuild or a post-migration configuration engagement.

Mosaic

Report

maps to

Jira

None (reference inventory delivered)

1:1
Fully supported

Mosaic Reports (variance analysis reports, FP&A dashboards, chart configurations) are stored in the application layer and cannot be programmatically extracted via API. Jira does not have an equivalent FP&A reporting model. We do not migrate Reports. Instead, we deliver a written inventory of every Mosaic report with its name, data sources, chart types, filters, and scheduling configuration so the customer's admin can evaluate Jira alternatives (native Jira dashboards, eazyBI, or Tableau for financial reporting) and rebuild the most critical ones post-migration.

Mosaic

Integration

maps to

Jira

None (reference documentation delivered)

1:1
Fully supported

Mosaic maintains native integrations with Gusto (HRIS), Deltek products (Vision, Vantagepoint), and other ERP systems. OAuth credentials and refresh tokens stored in Mosaic's platform layer are not portable across platforms. We do not migrate integrations. We export integration configuration as reference metadata: which systems were connected, the sync frequency, and which Mosaic fields mapped to which source system fields. The customer uses this inventory to re-establish connections in Jira (via Jira apps or native integrations) or their destination HRIS/ERP with equivalent field mapping.

Mosaic

Custom Object

maps to

Jira

Custom Object

1:1
Fully supported

If the customer's Mosaic instance includes custom objects beyond the standard FP&A schema, we migrate them to Jira custom object types (Jira Projects with custom issue types, or Jira-generated custom objects depending on the Jira edition). Custom object naming convention uses the source API name with Jira naming standards applied. We pre-create the destination schema including custom fields and any lookup relationships before data import. Custom objects that reference Employees, Projects, or Clients require those parent records to exist first in the migration sequence.

Mosaic

Engagement (Notes)

maps to

Jira

Comment

1:1
Fully supported

Mosaic stores notes and commentary against planning records. If the customer has note-type engagement data linked to Projects or Employees, we migrate these as Jira Issue Comments attached to the corresponding Jira Project's issues. Rich text formatting is preserved where possible. Jira's comment model is flat (no threading), so any hierarchical note structures in Mosaic flatten to sequential comments ordered by timestamp. Attachments migrate as Jira attachments via the Jira REST API, with null-filename attachments flagged and excluded per Jira's import requirements.

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.

Mosaic logo

Mosaic gotchas

High

No public API for data export or migration

Medium

Custom formulas require manual verification at destination

Medium

Time entry migration requires stored procedure for Deltek targets

Low

Integration credentials and OAuth tokens do not transfer

Jira logo

Jira gotchas

High

Unsupported workflow validators silently skipped during migration

High

Custom fields converted to flat text labels when migrating to non-Jira platforms

Medium

Historical status-change timestamps lost when exporting without a Marketplace plugin

Medium

Attachment import failures from oversized files and JQL reference corruption

Medium

Points-based API rate limits enforced on Jira Cloud apps from March 2026

Pair-specific challenges

  • Mosaic has no public API for self-serve data export

    Mosaic does not publish a documented API for customers to extract or import data programmatically. All data migrations require engaging Mosaic's official integration migration service, which operates on a 2-3 week execution timeline with a mandatory 6-week advance notice requirement. We cannot initiate a self-serve export from Mosaic. During scoping, we document every data type the customer needs and confirm whether Mosaic's official migration path covers it. Anything outside that path must be reconstructed manually in Jira or sourced from any available Mosaic export UI. This constraint makes Mosaic-to-Jira migrations longer and more dependent on vendor scheduling than migrations between two API-enabled platforms.

  • FP&A data model has no native Jira equivalent

    Mosaic's core value lies in financial planning features: budget vs. actual variance, headcount and capacity planning, utilization rates, and compensation modeling sourced from HRIS integrations. Jira is an issue-tracking and project management platform that does not natively support financial planning, budget tracking, or resource capacity modeling. We translate the structural data (Projects, Clients, Employees, Time Entries, Phases) but cannot replicate Mosaic's FP&A calculations in Jira without significant custom field configuration and third-party apps (e.g., Tempo for financial modules, custom ScriptRunner calculated fields). Customers should treat the migration as a data preservation exercise and plan a separate initiative to restore financial planning capability in Jira or a complementary tool.

  • Custom metric formulas require manual rebuild verification

    Mosaic Custom Metrics store user-defined formulas for variance analysis, utilization tracking, and KPI calculations. These formulas do not map 1:1 to Jira's field model because Jira does not have a native calculated field engine with the same function library. We evaluate each formula during scoping, map calculable values to custom fields at migration time, and flag functions that cannot be reproduced. Complex multi-step formulas (nested conditions, cross-object references, time-based calculations) require the customer's admin to document the logic for a post-migration rebuild or a separate configuration engagement. A validation pass against the migrated data is required to confirm accuracy after import.

  • Integration OAuth tokens and sync credentials do not transfer

    Native integrations with Gusto, Deltek products, and other connected systems store OAuth tokens and refresh tokens in Mosaic's platform layer. These credentials are not portable across platforms. When migrating time entries from a Mosaic Hosted integration (Deltek Vision or Vantagepoint) to a Cloud destination, a stored procedure must be added to the Deltek product for future time entry sync to function. We handle this as a post-migration configuration step coordinated with the customer's Deltek administrator. We export integration configuration as reference metadata documenting which systems were connected, sync frequency, and field mapping so the customer can re-establish connections in Jira or their destination systems.

  • Jira's issue-centric model constrains reporting scope

    Jira organizes work as Issues (Epics, Stories, Tasks, Bugs) within Projects, with a flat comment and attachment model. Mosaic's reporting orientation is financial and planning-oriented (budget vs. actual, headcount, utilization, revenue variance). Migrated Mosaic data in Jira lives as Projects with custom fields rather than native financial records, which limits the depth of financial reporting available without additional Jira apps (eazyBI, Tableau, or custom integrations). Jira dashboards are issue-centric and cannot directly replicate Mosaic FP&A views without significant rebuild effort. We advise customers to plan a parallel financial reporting strategy alongside the Jira migration.

Migration approach

Six steps for a successful Mosaic to Jira data migration

  1. Discovery and migration path confirmation

    We conduct a full audit of the Mosaic instance: active Projects, Client records, Employee rosters, time entry history, phase structures, custom metric formulas, and integration inventory. We confirm which data types fall within Mosaic's official migration service path and which require alternative sourcing (e.g., Mosaic's built-in export UI or direct database queries if available). We pair this with a Jira edition assessment: Standard ($7.75/user) covers basic project and issue migration; Premium ($15.25/user) adds analytics and advanced roadmaps; Enterprise ($57/user) is reserved for large-scale deployments with Jira Data Center parity needs. The discovery output is a written migration scope with explicit data coverage gaps identified.

  2. Mosaic vendor coordination and data extraction

    Because Mosaic requires a 6-week advance notice for integration migration services, we initiate vendor coordination early in the project. We submit the Mosaic migration request with the customer's cutover date, confirm the data types Mosaic's service will cover (Projects, Phases, Clients, Employees, Time Entries), and schedule the Mosaic-side extraction in parallel with Jira configuration. Any data types not covered by Mosaic's service are extracted via available Mosaic export mechanisms or documented as requiring manual recreation. We coordinate the Mosaic data delivery timeline against the Jira configuration schedule to avoid idle time.

  3. Jira schema design and custom field configuration

    We configure the Jira destination before data arrives. This includes provisioning Jira Projects (mapped from Mosaic Projects), creating custom fields for budget amounts, client names, departments, employment dates, phase date ranges, and original Mosaic record IDs. We design the Labels or Components scheme for Mosaic Phases, configure the appropriate Jira Issue Type scheme, and set up screen schemes if the customer's issue types require custom fields on the create and edit screens. Jira schema is deployed to a Jira Sandbox or test environment first for validation before production migration begins. We also provision Jira User accounts matching the Mosaic Employee roster, coordinating with the customer's identity provider for directory sync if applicable.

  4. Sandbox migration and reconciliation

    We run a full migration into a Jira test environment using representative data volume. The customer's project manager and Jira admin reconcile record counts (Projects in, Issues in, Worklogs in, Users in), spot-check 20-30 migrated records against Mosaic source data, and validate that custom field values populated correctly. Phase mappings, client assignments, and time entry links are verified. Any mapping corrections are documented and applied to the production migration runbook. The customer signs off on the sandbox results before production migration is scheduled.

  5. Production migration in dependency order

    We run production migration in record-dependency order: Jira Users first (validated against the Mosaic Employee roster), Jira Projects (from Mosaic Projects with custom metadata), Jira Issues representing project tasks or planning items (with client and phase labels resolved), Worklogs (from Mosaic Time Entries with User and Issue lookups resolved), and custom object records last. Each phase emits a row-count reconciliation report before the next phase begins. We use Jira's REST API for record creation with batch chunking and exponential backoff on rate-limit responses. The Mosaic integration migration service runs in parallel, and we reconcile its output against our direct Jira imports to avoid duplicates.

  6. Cutover, validation, and report handoff

    We coordinate a cutover window with the customer's Mosaic and Jira admins. Mosaic writes are frozen during cutover, a final delta import captures any records modified during the migration window, then Jira is enabled as the system of record. We deliver the Report and Custom Metric inventory document to the customer's Jira admin: every Mosaic report and custom metric formula is documented with its name, data sources, filters, and a recommended Jira or third-party equivalent for rebuild. We deliver the Integration Configuration Reference documenting every Mosaic connection, sync frequency, and field mapping for re-establishment in Jira. We support a three-day hypercare window for reconciliation issues. We do not rebuild Mosaic workflows, automations, or financial reports in Jira; those are separate rebuild engagements.

Platform deep dives

Context on both ends of the pair

Mosaic logo

Mosaic

Source

Strengths

  • Intuitive interface with quick onboarding cited across verified G2 reviews as a primary adoption driver.
  • Native Gusto and HRIS integrations pull live employee and compensation data without manual re-entry.
  • Reporting efficiency consolidates multi-source financial data into a unified FP&A workflow view.
  • Responsive customer support rated highly in G2 with 4.7/5 overall and specific mentions of helpful CSMs.

Weaknesses

  • Variance analysis report customization is limited to predefined options, forcing teams to work around chart and layout constraints.
  • No-code setup prevents power users from accessing code-optional flexibility available in comparable FP&A platforms.
  • Advanced data slicing features require significant learning time before teams can use them effectively without training.
  • No public API documented means customers cannot programmatically export or migrate data without vendor involvement.
Jira logo

Jira

Destination

Strengths

  • Deeply customizable workflows and status schemes with no hard limits on workflow complexity or number of custom statuses.
  • Strong agile ceremony support: sprint planning, backlog grooming, velocity tracking, and burndown charts for Scrum teams.
  • Industry-standard developer tool with native Git integration linking commits, pull requests, and deployments to issues.
  • Large Atlassian Marketplace with thousands of plugins extending time tracking, portfolio management, and reporting capabilities.
  • Free tier available for up to 10 users with unlimited issues, enabling evaluation before committing to a paid plan.

Weaknesses

  • Excessive configurability creates a steep learning curve; cross-team consistency is hard to maintain without strict governance.
  • Performance degrades with large backlogs, complex custom fields, and heavily nested issue hierarchies.
  • Reporting requires additional configuration or paid plugins; out-of-the-box analytics are limited for business users.
  • Jira lacks native sprint management, requiring Jira Software for true agile team features.
  • Teams outside engineering resist adoption due to UI complexity, leaving the all-in-one promise unfulfilled for cross-functional organizations.

Complexity grading

How hard is this migration?

Standard Project Management migration. 3 of 8 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 Mosaic and Jira.

  • Object compatibility

    B

    3 of 8 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

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

  • API constraints

    B

    Mosaic: Not publicly documented on the README portal — confirmed during scoping..

  • Data volume sensitivity

    B

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

Estimator

Estimate your Mosaic to Jira 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 Mosaic to Jira data migrations

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

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Most migrations land between three and five weeks for straightforward scoping with under 5,000 Projects, 1,000 Clients, and clean time entry histories. Migrations involving Mosaic's Deltek product integration (Vision or Vantagepoint Hosted to Cloud), stored procedure coordination for time entry sync, large employee rosters with compensation data, or complex Jira multi-project configuration move to six to ten weeks because of the mandatory 6-week Mosaic vendor notice, schema configuration scope, and Jira Sandbox validation cycle.

Adjacent paths

Related migrations to explore

Ready when you are

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