CRM migration

Migrate from Leaf360 to Twenty CRM

Field-level mapping, validation, and rollback between Leaf360 and Twenty CRM. We move data and schema; workflows are rebuilt natively in Twenty CRM.

Leaf360 logo

Leaf360

Source

Twenty CRM

Destination

Twenty CRM logo

Compatibility

100%

10 of 10

objects map 1:1 between Leaf360 and Twenty CRM.

Complexity

BStandard

Timeline

1–3 weeks

Rollback included Accuracy guarantee Field-level validation

Overview

What this migration involves

Leaf360 is an AI-native operating system built for mortgage teams — it combines CRM, marketing automation, referral tracking, and loan pipeline management in one vertically optimized stack. Twenty CRM is an open-source, general-purpose CRM built on TypeScript, NestJS, and PostgreSQL, available as self-hosted (AGPL-3.0) or cloud ($9/user/month Pro, $19/user/month Organization). Teams move from Leaf360 to Twenty when they need broader CRM flexibility, lower per-seat cost, full data ownership, or a platform extensible without vendor lock-in. FlitStack AI migrates Leaf360's People (contacts/leads/borrowers), Companies (lenders, real estate partners, title companies), Deals (mortgage applications and refinances with pipeline stage history), Notes, Tasks, custom properties, and attachments into Twenty's equivalent objects. The key translation challenge is Leaf360's mortgage-specific pipeline stages — Application Submitted, Underwriting, Approval, Closing — which require mapping to Twenty's Opportunities StageName pick-list values, with stage history preserved in custom datetime fields. Owner resolution happens via email match to Twenty Workspace Members. Leaf360 workflows, sequences, and marketing automation rules do not migrate; FlitStack exports definitions as a rebuild reference for Twenty's workflow builder or API-based automation tools. The migration runs against Leaf360's export API and loads into Twenty via batch REST/GraphQL API calls, with a 24-48 hour delta-pickup window capturing in-flight changes during cutover.

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

Leaf360 logo

Leaf360

What's pushing teams away

  • Teams outgrowing the platform report limited scalability and fewer advanced features compared to established mortgage CRM competitors with longer product histories.
  • Some users note that further customisation options and deeper automation controls would improve the platform for complex multi-state or multi-branch lending operations.
  • A desire for more robust reporting and analytics dashboards is mentioned in reviews, with users indicating the current offering is functional but not comprehensive.

Choosing

Twenty CRM logo

Twenty CRM

What's pulling them in

  • Top open-source CRM on GitHub with 40.6K stars, giving teams full source code access and infrastructure ownership without per-feature licensing surprises.
  • Free self-hosting under AGPL-3.0 means unlimited users and custom objects for the cost of cloud infrastructure alone, typically $20–100/month.
  • Pricing page explicitly mocks competitors for charging add-on fees for API access, webhooks, and workflows — transparency that resonates with RevOps teams burned by Salesforce.
  • Unlimited custom objects and fields with no price impact, letting teams shape the data model to their business rather than forcing business into rigid schemas.
  • Modern TypeScript/React/PostgreSQL stack means developer-led teams can extend, self-host, or integrate without fighting legacy architecture.

Object mapping

How Leaf360 objects map to Twenty CRM

Each row shows how a Leaf360 object lands in Twenty CRM, including any object-level transformations, lookup resolution, or schema-design dependencies.

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

Leaf360

People (contacts, leads, borrowers)

maps to

Twenty CRM

People

1:1
Fully supported

Leaf360 People records — including loan officers, borrowers, referral partners, and real estate agents — migrate directly to Twenty People objects. Core contact details such as name, email address, phone number, and job title transfer over intact. Property address, loan officer assignment, and referral source data migrate as custom fields on the Twenty People record. The migration preserves the relationship between contacts and their associated company records via companyId linking, which requires the company data to be loaded first in the import sequence.

Leaf360

Companies (lenders, real estate brokerages, title companies)

maps to

Twenty CRM

Companies

1:1
Fully supported

Leaf360 Companies representing lenders, real estate brokerages, and title companies migrate to Twenty Companies objects. Standard fields including company name, domain, industry classification, employee count, and annual revenue map directly without transformation. The company-to-person relationship is preserved through the companyId foreign key on the Twenty People record, which references the corresponding Companies object after the Companies table is populated first to ensure referential integrity during the import process.

Leaf360

Deals (mortgage applications and refinances)

maps to

Twenty CRM

Opportunities

1:1
Fully supported

Leaf360 Deals — mortgage applications, purchases, refinances — migrate to Twenty Opportunities. Leaf360's mortgage-specific pipeline stages (Application Submitted, Underwriting, Approval, Clear to Close, Closed) map to Twenty Opportunities StageName values. Stage history stored in custom datetime fields. Loan amount, property address, and loan type migrate as custom fields.

Leaf360

Notes

maps to

Twenty CRM

Notes

1:1
Fully supported

Leaf360 Notes attached to People, Companies, or Deals migrate to Twenty Notes and maintain their association to the parent record through the foreign key relationship. Rich-text formatting is preserved where Leaf360's export format supports it, ensuring that bold text, bullet points, and hyperlinks carry over intact. Original creation timestamps and author information are migrated as separate metadata fields, allowing teams to preserve the complete audit trail for compliance and reference purposes after the migration completes.

Leaf360

Tasks (call logs, emails, to-dos)

maps to

Twenty CRM

Tasks

1:1
Fully supported

Leaf360 call logs, email tasks, and to-dos migrate as Twenty Tasks, preserving the activity history for each contact and company record. Call-specific metadata including call type (inbound, outbound, follow-up), call outcome, and call duration in minutes map to custom fields on the Task object in Twenty. Tasks maintain their parent relationship through the fortyId and relatableId fields, linking each task to its associated People, Company, or Opportunity record for complete contextual visibility within the migrated dataset.

Leaf360

Custom Properties

maps to

Twenty CRM

Custom Fields (on People, Companies, Opportunities)

1:1
Fully supported

Leaf360 custom properties on People, Companies, and Deals translate to Twenty custom fields. Field type (text, number, date, select) is replicated. Pick-list values from Leaf360 become Twenty select options. All custom fields must be created in Twenty Settings > Data Model before the CSV import runs.

Leaf360

Referral Source

maps to

Twenty CRM

Referral_Source__c (custom select field on People)

1:1
Fully supported

Leaf360's referral source property on People records — tracking where borrowers came from (agent referral, website, direct) — migrates as a custom select field (Referral_Source__c) on Twenty People. Pick-list values are carried over as-is. Real estate partner referrals from Leaf360's FUB/Arive integrations surface as Activity records if the integration data is accessible via export.

Leaf360

Document Attachments (loan files, disclosures)

maps to

Twenty CRM

File Attachments (re-uploaded)

1:1
Fully supported

Loan files, disclosure documents, and other attachments stored in Leaf360 are re-uploaded to Twenty's file attachment system and linked to the parent People or Opportunity record. Twenty's file size limits apply. Inline images in notes are downloaded and re-hosted as Twenty Files.

Leaf360

Owner / User (loan officers, team members)

maps to

Twenty CRM

Workspace Members

1:1
Fully supported

Leaf360 owner records (loan officers, admins, team members) become Twenty Workspace Members. Owner resolution on migrated records uses email matching — the Leaf360 owner email must match a Twenty Workspace Member email. Unmatched owners flagged before migration so records can be assigned to a fallback owner.

Leaf360

Workflows and Automations

maps to

Twenty CRM

No equivalent — must be rebuilt

1:1
Fully supported

Leaf360 workflows, automated triggers, marketing sequences, and drip campaigns do not migrate. FlitStack exports the workflow definitions as a reference document so your Twenty admin can rebuild them in Twenty's workflow builder or via API-based automation tools. Plan time for this configuration work — it is not included in the data migration scope.

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.

Leaf360 logo

Leaf360 gotchas

High

No public API for data export

High

Workflow automations do not export

Medium

Integration OAuth tokens are non-transferable

Medium

Referral Partner objects require schema mapping

Low

Custom field scoping is required upfront

Twenty CRM logo

Twenty CRM gotchas

High

Import order is enforced and critical

High

Export limited to 20,000 records and visible columns only

Medium

Soft-deleted records count toward uniqueness and trigger restores

Medium

API rate limits cap at 200 req/min on Organization tier

Low

No native email sequences — follow-up cadences require external tools

Pair-specific challenges

  • Twenty requires all custom fields to exist before CSV import — Leaf360 custom properties must be pre-created

    Twenty's CSV import mechanism creates records but not fields. Every Leaf360 custom property (loan_type, referral_source, loan_officer_name, property_address, etc.) must be created in Twenty Settings > Data Model before the import file is loaded. This is a hard ordering constraint: if a custom field is missing from Twenty's schema, its column in the CSV import is silently skipped and data is lost. FlitStack delivers a pre-migration schema checklist listing every Leaf360 custom property that needs a Twenty custom field, with field type, pick-list values, and Settings location for each.

  • Twenty's CSV export caps at 20,000 records per file — large Leaf360 databases must be split

    Twenty's CSV export limit is 20,000 records per file. Leaf360 setups with more than 20,000 total records (across People, Companies, Deals, and Tasks combined) require splitting the export into multiple CSV files. FlitStack handles the deduplication logic when stitching records back together during import, but large Leaf360 datasets may require multiple export passes. Teams should audit their total record count in Leaf360 before the migration begins so the export sequencing is planned in advance.

  • Leaf360 workflows and sequences have no equivalent in Twenty's migration scope

    Leaf360 workflows (automated triggers, SLA timers, assignment rules) and sequences (drip email campaigns) are business logic constructs that do not transfer to Twenty. Twenty's workflow builder handles task automations and notifications but does not replicate Leaf360's marketing-automation sequences. Reddit r/CRM reports confirm Twenty users build sequence-style automations via external tools or custom code. FlitStack exports Leaf360 workflow definitions as a rebuild reference document, but the rebuild itself is a separate configuration task outside the data migration scope.

  • Owner resolution by email requires Twenty Workspace Members to exist before the migration runs

    Leaf360 owner records (loan officers, admins) map to Twenty Workspace Members. The mapping key is email address — the Leaf360 owner email must resolve to a Twenty Workspace Member with a matching email. If a Leaf360 owner has no corresponding Twenty user, their records are flagged before migration and assigned to a fallback owner. FlitStack's pre-migration audit includes an owner mapping report: for every Leaf360 owner not matched to a Twenty user, your team decides whether to invite that person to Twenty first or use a designated fallback assignee.

  • Twenty API rate limits apply during bulk migration loads — Pro tier caps at 50 calls/minute

    Twenty's Pro plan limits API calls to 50 per minute; Organization tier allows 100 per minute. FlitStack paces bulk load operations to stay within these limits, using batch endpoints and retry logic with exponential backoff when throttled. For large Leaf360 datasets, the migration clock time extends proportionally. If your team is on Twenty Pro and the dataset exceeds 50,000 records, FlitStack may recommend upgrading to Organization tier temporarily during migration to accelerate the load.

Migration approach

Six steps for a successful Leaf360 to Twenty CRM data migration

  1. Audit Leaf360 data before touching Twenty

    FlitStack connects to Leaf360 via scoped read access and inventories all People, Companies, Deals, Notes, Tasks, custom properties, and attachment references. We produce a data audit report: record counts per object, list of custom property names and field types, owner distribution, pipeline stage values, and a sample of note and task records. This report drives the Twenty schema setup checklist and the field mapping document.

  2. Set up Twenty schema: custom fields, stage values, Workspace Members

    Before any import, FlitStack delivers a schema setup checklist for Twenty: every custom field to create in Settings > Data Model, every mortgage pipeline stage value to add to the Opportunities StageName pick-list, and every Leaf360 owner to invite as a Twenty Workspace Member. Fields must exist in Twenty before the CSV import runs — we document the exact field names, types, and pick-list options so your admin can pre-build the schema without guesswork.

  3. Map fields and transformation rules, including mortgage stage value mapping

    FlitStack writes the field mapping document covering every Leaf360 field and its Twenty equivalent. Direct mappings (firstName > firstName, email > email) are included alongside transformed mappings (Leaf360 mobilephone merged into Twenty phone) and custom-field mappings (loan_type > Loan_Type__c). The mortgage stage mapping is explicit: Leaf360 values (Application Submitted, Underwriting, Approval, Clear to Close, Closed Won/Lost) map to Twenty Opportunities StageName pick-list values. This document is the migration contract — it is reviewed and signed off before the test run.

  4. Run a sample migration with field-level diff before the full cutover

    A representative slice of Leaf360 records — typically 100–500 covering contacts from multiple pipelines, a sample of deals across all stages, and a few notes and tasks — migrates into Twenty first. FlitStack generates a field-level diff showing every mapped field's source value, expected destination value, and actual value after the test import. You verify mortgage stage mapping, custom field values, owner resolution, and companyId relations before committing to the full run.

  5. Execute full migration with delta-pickup window, then verify

    The full Leaf360 dataset migrates into Twenty via batch API calls, respecting Twenty's rate limits. A delta-pickup window (typically 24–48 hours) captures any new or modified records in Leaf360 during the cutover window. After the migration, FlitStack runs a verification pass: record counts match per object, sample field values are confirmed accurate, stage mapping is validated across all pipeline stages, and activity records link to their parent People, Company, or Opportunity. One-click rollback is available if reconciliation fails.

Platform deep dives

Context on both ends of the pair

Leaf360 logo

Leaf360

Source

Strengths

  • Purpose-built for mortgage with referral tracking, lead management, and loan pipeline views in one vertical tool.
  • AI-enabled assistant embedded within the CRM for automating follow-up sequences and task creation.
  • Native integrations with Follow Up Boss, Lending Pad, CanopyTPO, and Arive reduce switching costs for teams already using these tools.
  • White-glove onboarding support from a small, responsive founding team — reviewers specifically name Nicolas Mourra and Chris as helpful contacts.
  • Customisable pipelines and workflow templates pre-built for the mortgage lifecycle reduce initial setup friction.

Weaknesses

  • No publicly documented API or developer portal — programmatic data export is not supported, making migration highly dependent on manual processes or direct data reads.
  • Limited public review volume (4 verified reviews on G2) makes independent product evaluation difficult.
  • Pricing appears to be single-tier per-user at $59/month with no published plans for volume discounts, team tiers, or enterprise features.
  • The product is early-stage (founded 2023) with a small team, which may present long-term viability and support continuity concerns for larger lenders.
  • No community forum, public roadmap, or documented API rate limits publicly available.
Twenty CRM logo

Twenty CRM

Destination

Strengths

  • AGPL-3.0 open-source license with full source code on GitHub — no vendor lock-in, no sunset risk.
  • Unlimited users and unlimited custom objects on self-hosted, with no feature gating based on headcount.
  • REST and GraphQL APIs available on all paid tiers, not locked behind an enterprise add-on fee.
  • MCP server and webhooks shipped as standard features, not premium upgrades.
  • Modern PostgreSQL-backed data model that developer teams can query, extend, and self-host.

Weaknesses

  • Recent v1.0 release means limited production hardening compared to CRMs with multi-year operational track records.
  • No native email sequencing or sales engagement tools — follow-up cadences require a separate platform.
  • No native two-way email sync or inbox integration, requiring third-party connectors for full activity logging.
  • Self-hosting 'free' pricing hides real infrastructure and DevOps costs that stack up over time.
  • Workflow automation is functional but lacks the complexity needed for sophisticated multi-step sales motions.

Complexity grading

How hard is this migration?

Standard CRM 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 Leaf360 and Twenty CRM.

  • 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

    Leaf360: Not publicly documented..

  • Data volume sensitivity

    B

    Leaf360 doesn't expose a bulk API — REST + parallelization used for high-volume runs.

Estimator

Estimate your Leaf360 to Twenty 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 Leaf360 to Twenty CRM data migrations

Answers to the questions buyers ask most during Leaf360 to Twenty CRM migration scoping. Not seeing yours? Book a call.

Can't find your answer?

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Book a free 30 minute consultation

Most Leaf360 to Twenty migrations complete in 1–3 weeks of clock time. The variance comes from total record count, number of Leaf360 custom properties needing Twenty custom field pre-creation, and the mortgage pipeline stage mapping complexity. After the full migration runs, a 24–48 hour delta-pickup window captures any new or modified records in Leaf360 during the cutover so Twenty reflects Leaf360's final state at go-live.

Adjacent paths

Related migrations to explore

Ready when you are

Move from Leaf360.
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