CRM migration

Migrate from Pipeline CRM to Twenty CRM

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

Pipeline CRM logo

Pipeline CRM

Source

Twenty CRM

Destination

Twenty CRM logo

Compatibility

73%

8 of 11

objects map 1:1 between Pipeline CRM and Twenty CRM.

Complexity

BStandard

Timeline

2-4 weeks

Rollback included Accuracy guarantee Field-level validation

Overview

What this migration involves

Moving from Pipeline CRM to Twenty CRM is a transition from a per-user SaaS model to a self-hosted open-source CRM that ships with a GraphQL API, a Notion-inspired interface, and a per-workspace custom data model. Pipeline CRM exports Companies, Deals, People, Activities, and Agenda as CSV, but its drip campaigns, task templates, and automation rules are not included in that export. We extract the full CSV, pre-create custom fields and custom objects in Twenty via Settings, invite all destination users before importing any records, then load in dependency order: Companies first, then People, then Deals with resolved Company references, then Activities. Twenty does not have a built-in import UI, so we write a batch import script that calls the Twenty GraphQL API with chunking and retry logic. Workflows and permissions must be rebuilt manually in Twenty; we deliver a written inventory of every active Pipeline automation requiring rebuild. AGPL-3.0 licensing applies to self-hosted deployments, which matters for teams considering commercial use.

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

Pipeline CRM logo

Pipeline CRM

What's pushing teams away

  • G2 review themes show frustration with limited third-party integrations — the platform has fewer native integrations than Pipedrive or HubSpot, forcing teams to rely on Zapier or manual workarounds.
  • Some users report that the feature set at lower tiers feels restrictive — automation caps (20 vs 100), limited custom fields, and basic reporting push growing teams toward Pipedrive or Salesforce.
  • The platform's add-on pricing for Email Validation ($19–69/mo) and Data Enrichment creates unexpected costs that are not visible in the base per-user price, according to comparison reviews.
  • Teams with complex sales motions find that Pipeline CRM's customization ceiling is lower than competitors — locked fields and conditional formatting are available but require admin configuration.

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 Pipeline CRM objects map to Twenty CRM

Each row shows how a Pipeline CRM 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.

Pipeline CRM

People

maps to

Twenty CRM

People

1:1
Fully supported

Pipeline People records map directly to Twenty People. We export all standard fields (name, email, phone, address) plus any custom Person fields, then import via the Twenty GraphQL API. The twenty_person_emails primary email address maps from Pipeline's email field. We normalize phone numbers to E.164 format during the transform step. Custom Person fields in Pipeline must be pre-created in Twenty Settings before the import script runs.

Pipeline CRM

Companies

maps to

Twenty CRM

Company

1:1
Fully supported

Pipeline Companies map to Twenty Company records. Company name is the primary dedupe key. We import Companies first because Deals and People both reference Company as a foreign key. Industry, size, revenue, and any custom Company fields transfer directly. Pipeline's company domain (if present) maps to the Twenty Company domainName field.

Pipeline CRM

Deals

maps to

Twenty CRM

Opportunity

1:1
Fully supported

Pipeline Deals map to Twenty Opportunity. The deal value (amount) and stage map from Pipeline's dealstage field to Twenty Opportunity stageName. Pipeline's pipeline assignment maps to a Twenty Opportunity record type or stage group that we configure before migration. Closed dates and probability percentages transfer as Opportunity closeDate and probability. We resolve the Company reference on each Deal by matching on Pipeline Company name.

Pipeline CRM

Pipeline (Deal Stage Group)

maps to

Twenty CRM

Opportunity Stage

lossy
Fully supported

Each Pipeline CRM pipeline maps to a Twenty Opportunity stage group. Pipeline stages are created as stageName values in Twenty with corresponding probability percentages. If Pipeline uses multiple pipelines (up to 20 on Develop, unlimited on Grow), we create multiple stage groups in Twenty and assign each Deal to the appropriate group via the record's stageGroup field.

Pipeline CRM

Activities

maps to

Twenty CRM

Task or Note

1:1
Fully supported

Pipeline Activities (email, call, meeting history linked to People or Companies) map to Twenty Task records. Activity type (email, call, meeting) maps to Task category or type fields in Twenty. We preserve the activity timestamp as Task dueDate for ordering in the timeline. The linked Person or Company reference is resolved using the Pipeline relationship keys present in the export CSV.

Pipeline CRM

Agenda: Tasks

maps to

Twenty CRM

Task

1:1
Fully supported

Pipeline Agenda Tasks migrate to Twenty Task records with Status, Priority, and dueDate preserved. Task assignee resolves by matching Pipeline owner email to a Twenty user that has been provisioned before this import phase begins. Completed status migrates as Task completedAt.

Pipeline CRM

Agenda: Events

maps to

Twenty CRM

Task or Event

1:1
Fully supported

Pipeline Agenda Events (calendar items) migrate to Twenty records. If Twenty has a native Event object, Events map directly with StartDateTime, EndDateTime, and Location preserved. If the deployed Twenty version does not include Events, Events migrate as Task records with type=Meeting and the meeting window stored in the description or a custom field.

Pipeline CRM

Tags

maps to

Twenty CRM

Label arrays or custom field

lossy
Mapping required

Pipeline tags applied to People, Companies, and Deals migrate as label arrays or comma-separated strings in Twenty custom fields. We ask the customer during scoping whether they want tags as a native Twenty label field or as a multi-select custom field on each object. Multi-select fields must be pre-created in Twenty Settings before import.

Pipeline CRM

Owner (User)

maps to

Twenty CRM

User (Member)

1:1
Fully supported

Pipeline Owners assigned to Deals and People export by name and email. We match each Pipeline Owner email to a Twenty user that the customer's admin has provisioned in Settings before migration begins. Any Pipeline Owner without a matching Twenty user is held in a reconciliation queue. We do not create Twenty users automatically; that requires an explicit admin invitation in Twenty Settings.

Pipeline CRM

Custom Fields (Company, Deal, Person)

maps to

Twenty CRM

Custom Fields

lossy
Fully supported

Pipeline custom fields defined per object (Company, Deal, Person) export alongside the standard fields in CSV. Twenty custom fields must be pre-created in Settings before the import script runs because the Twenty CSV import creates records, not fields. We export the full Pipeline field schema during discovery, map field types to their closest Twenty equivalents (text, number, date, checkbox, select), and document any fields that cannot map directly and require transformation.

Pipeline CRM

Attachments

maps to

Twenty CRM

Attachment URL preserved

1:1
Mapping required

Pipeline file attachments linked to People, Companies, or Deals export with a URL reference. We preserve the attachment URL in a custom field on the target Twenty record and flag that file hosting must be managed separately in Twenty's storage (which varies by self-hosted vs cloud deployment). Native attachment upload into Twenty requires separate handling beyond the CSV import path.

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.

Pipeline CRM logo

Pipeline CRM gotchas

Medium

Email Validation and Data Enrichment are paid add-ons

High

CSV export does not include automation rules or workflows

Medium

Locked and required fields constrain import order

Low

Limited API coverage for advanced object types

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 custom fields to exist before import

    Twenty's CSV import creates records, not fields. If Pipeline CRM uses custom fields on People, Companies, or Deals, those fields must be pre-created in Twenty Settings before any data import runs. We extract the full Pipeline field schema during discovery, map each custom field to a Twenty field type, and pre-create them in Twenty Settings before the migration script runs. This is the most common point of failure when teams attempt self-serve migrations to Twenty and receive errors on the first import batch.

  • Twenty requires destination users before Owner mapping

    Pipeline Deals and People assign an Owner. Twenty resolves Owner references by matching to existing users in the workspace. If those users do not exist in Twenty when import runs, the Owner field cannot be mapped and records import with no assignee. We extract all Pipeline Owner emails during discovery, verify that corresponding users have been invited and have accepted their Twenty invitation, and hold any unmatched owners in a reconciliation queue for the customer's admin to resolve before record import begins.

  • Pipeline automation rules do not export as data

    Pipeline CRM's drip campaigns, task templates, and automation sequences are not included in the CSV export. We document every active automation during discovery (trigger, conditions, actions, cadence), then deliver a written inventory with a recommended Twenty equivalent for each. Twenty's workflow engine and v2 extensibility SDK support equivalent logic, but the rebuild is an admin task or a separate services engagement. Pipeline's free migration offer for new customers also excludes workflow reconstruction.

  • Twenty has no built-in import UI as of 2026

    Unlike Salesforce's Data Loader or HubSpot's import wizard, Twenty does not ship with a UI-driven bulk import tool. We write a batch import script that calls the Twenty GraphQL API, chunks records to avoid timeout, retries on transient errors with exponential backoff, and resolves parent-record lookups (Company on Opportunity, Person on Company) before inserting child records. Customers attempting self-serve migration without a scriptable import layer often resort to manual CSV row-by-row entry or third-party tools like n8n.

  • AGPL-3.0 license affects self-hosted commercial deployments

    Twenty CRM is licensed under AGPL-3.0. Teams deploying Twenty on their own infrastructure for commercial use must comply with AGPL terms, including making source code available if they distribute modified versions. Teams using Twenty's managed cloud service are not affected. We confirm the deployment model with the customer during scoping. This is a legal consideration distinct from the technical migration scope and does not affect data transfer logic.

Migration approach

Six steps for a successful Pipeline CRM to Twenty CRM data migration

  1. Discovery and data audit

    We extract a full CSV export from Pipeline CRM covering Companies, Deals, People, Activities, and Agenda. We document the field schema per object, identify any locked or required fields in Pipeline, and inventory all active drip campaigns and automation sequences. We also extract the Owner list (name and email) and confirm the total record counts per object. This audit output becomes the migration scope document and informs the custom field pre-creation list for Twenty.

  2. Twenty workspace preparation

    Before any import, we create all custom fields in Twenty Settings for each object (People, Company, Opportunity) using the Pipeline field schema as a reference. We also create any custom objects if Pipeline uses them. We then confirm that the customer's admin has invited all destination users and that every invited user has accepted the invitation. Owner reconciliation happens here: any Pipeline Owner without a matching Twenty user is flagged for admin provisioning.

  3. Transform and relationship resolution

    We transform the Pipeline CSV exports into Twenty-compatible format. This includes normalizing phone numbers, formatting dates to ISO 8601, splitting Pipeline's Company name into a Company lookup on Deal records, and mapping Pipeline stage names to Twenty Opportunity stage groups. We also apply any field type conversions identified during discovery. The transform script outputs one CSV or JSON file per object, in dependency order.

  4. Staging import and reconciliation

    We run a full import into a staging or shadow Twenty instance with production-scale data volume. The customer's team spot-checks 25-50 records per object against the Pipeline source, verifies that relationship links (Opportunity to Company, Person to Company) are intact, and confirms that custom field values populated correctly. Any mapping corrections happen here before production import begins. This step is critical because the import script runs against the production Twenty workspace once the staging sign-off is received.

  5. Production migration in dependency order

    We run the production migration in record-dependency order: Companies first (establishing the dedupe key for People and Deals), then People, then Opportunities with resolved Company references, then Tasks and Notes. Each phase emits a row-count reconciliation report. We use the Twenty GraphQL API with batch chunking and retry logic. Owner assignments are resolved by email match against the pre-provisioned Twenty user list. Any records that fail to insert are written to an exception log for manual review.

  6. Cutover, validation, and automation handoff

    We freeze Pipeline CRM writes during cutover, run a final delta import of any records modified during the migration window, then enable Twenty as the system of record. We deliver the written automation inventory document listing every Pipeline drip campaign and task trigger with its trigger conditions, actions, and a recommended Twenty workflow equivalent. Post-migration, the customer's admin rebuilds the critical sequences in Twenty's workflow engine. We do not rebuild automations as part of the standard migration scope.

Platform deep dives

Context on both ends of the pair

Pipeline CRM logo

Pipeline CRM

Source

Strengths

  • Per-user pricing model instead of contact-based billing — costs stay flat as the database grows
  • Fast setup with a G2 Ease of Setup score of 9.0, no mandatory onboarding fee, and no dedicated admin required
  • Built-in AI email assistant and marketing automation available on paid tiers without a separate product
  • Visual Kanban pipeline view and Smart Agenda for daily priorities are praised in G2 reviews
  • Free CRM data migration service offered by the vendor for new customers

Weaknesses

  • Limited native third-party integrations compared to Pipedrive and HubSpot
  • Data Enrichment ($19–69/mo) and Email Validation ($19–69/mo) are paid add-ons not visible in base pricing
  • Automation rules are capped at 20 on lower tiers, requiring an upgrade to access full campaign logic
  • Customization features like locked fields, required fields, and conditional formatting require admin configuration and are not self-evident to new users
  • The API is described as covering 'basic aspects' of Pipeline objects — advanced use cases may require direct database work
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. 2 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 Pipeline CRM and Twenty CRM.

  • Object compatibility

    B

    2 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

    Pipeline CRM: Not publicly documented.

  • Data volume sensitivity

    B

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

Estimator

Estimate your Pipeline CRM 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 Pipeline CRM to Twenty CRM data migrations

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

Can't find your answer?

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Most migrations land between two and three weeks for accounts under 10,000 People, 3,000 Deals, and no custom objects. Migrations with custom objects, multiple pipeline configurations, large activity histories (over 200,000 engagement records), or complex owner reconciliation move to four to six weeks because of the API batch scripting, custom field pre-creation, and staging validation steps. Discovery and Twenty workspace preparation add one to two weeks on top of the migration window.

Adjacent paths

Related migrations to explore

Ready when you are

Move from Pipeline CRM.
Land in Twenty CRM, intact.

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