CRM migration
Field-level mapping, validation, and rollback between Espresso Agent and Twenty CRM. We move data and schema; workflows are rebuilt natively in Twenty CRM.
Espresso Agent
Source
Twenty CRM
Destination
Compatibility
12 of 12
objects map 1:1 between Espresso Agent and Twenty CRM.
Complexity
BStandard
Timeline
24–72 hours
Overview
Espresso Agent organizes real estate lead data around property-centric objects: Contacts, Companies, and Lead Records with real estate-specific properties (expired_listing_flag, fsbo_flag, neighborhood_search_criteria, lead_score, dialer_activity_log). Twenty CRM uses a standard CRM data model: People (contacts), Companies (organizations), and Opportunities (deals). FlitStack AI maps Espresso Agent contacts to Twenty People, Espresso Agent lead records to Twenty Opportunities, and Espresso Agent companies to Twenty Companies. Real estate-specific properties like property_address, neighborhood_search_criteria, lead_score, and likely_to_list migrate as custom fields on Twenty's Opportunity object. Dialer call logs and activity notes become Twenty Tasks with original timestamps preserved. We do not migrate Espresso Agent sequences, dialer configuration, or automated outreach workflows — those must be rebuilt in Twenty's workflow builder. Migration runs via Espresso Agent REST API export to Twenty's batch import with relation resolution: Companies load first (one side of one-to-many), then People with companyId foreign keys, then Opportunities with personId and companyId lookups. A delta-pickup window captures new leads created in Espresso during cutover so Twenty reflects the final state at go-live.
Every standard and custom field arrives verified.
AI proposes the map; you confirm before any record moves.
Parent–child, lookups, and ownership stay linked.
Calls, emails, meetings — with original timestamps.
Documents, uploads, and inline notes move with the record.
Why teams make this switch
Leaving
What's pushing teams away
Choosing
What's pulling them in
Object mapping
Each row shows how a Espresso Agent 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.
Espresso Agent
Contact
Twenty CRM
People
1:1Espresso Agent contacts map 1:1 to Twenty People. The email field serves as the unique identifier for relation resolution. Contacts without a primary company attach to a placeholder company record to satisfy Twenty's required companyId relation. If a contact has multiple company affiliations, the most recently updated association is used as the primary companyId, and other companies are added as secondary relation records.
Espresso Agent
Contact (real estate agent role)
Twenty CRM
WorkspaceMember
1:1Espresso Agent users (agents) map to Twenty WorkspaceMembers via email match. Twenty requires users to accept workspace invitations before user references can resolve — we flag unmatched owners before migration so invitations can be sent proactively. Unmatched owners remain in a staging queue until their email is added to the workspace.
Espresso Agent
Company
Twenty CRM
Companies
1:1Espresso Agent company records map to Twenty Companies with domain preserved as the unique lookup key. Parent-company hierarchies map via Twenty's parentId field; circular references are flagged and must be resolved before the migration run commits. If a parent company does not yet exist in Twenty, the migration defers the child record until the parent loads, preserving hierarchy integrity.
Espresso Agent
Lead Record (Expired, FSBO, FRBO, Preforeclosure)
Twenty CRM
Opportunity
1:1Espresso Agent lead records — categorized by property type — map to Twenty Opportunities. The original lead category (expired_listing_flag, fsbo_flag, frbo_flag, preforeclosure_flag) becomes a custom select field (Lead_Source_Type__c) on the Twenty Opportunity so the category is preserved for reporting. This mapping allows pipeline reports to filter by original lead source without requiring manual data entry.
Espresso Agent
Lead Score
Twenty CRM
Custom Field on Opportunity
1:1Espresso Agent's lead_score property (numeric 0–100) has no native Twenty equivalent. We create a custom number field (Lead_Score__c) on Twenty's Opportunity object. Scores transfer as-is; FlitStack generates a field-level diff so you can verify the distribution matches before the full run.
Espresso Agent
Neighborhood Search Criteria
Twenty CRM
Custom Field on Opportunity
1:1Espresso Agent's neighborhood_search_criteria (absentee_owner, high_equity, likely_to_list, free_and_clear) has no Twenty equivalent. We create a custom multi-select field (Search_Criteria__c) on Opportunity and map each active criterion flag to a selected value in the multi-select set. If a lead has multiple active criteria, all are included as selected values, preserving the full search profile for future analysis.
Espresso Agent
Property Address
Twenty CRM
Custom Field on Opportunity
1:1Espresso Agent stores a property_address on each lead record. Twenty Opportunities do not have a native address field. We create custom text fields (Property_Street__c, Property_City__c, Property_State__c, Property_Zip__c) on the Opportunity so property context travels with the deal. These four fields are populated from the corresponding components of the original property address, ensuring complete address traceability across records.
Espresso Agent
Dialer Call Log
Twenty CRM
Task
1:1Espresso Agent dialer activity — call timestamps, duration, disposition, outcome notes — migrates as Twenty Tasks linked to the corresponding Person record. Call disposition (contacted, no_answer, voicemail, do_not_call) becomes the Task subject, with disposition notes stored in the Task body.
Espresso Agent
Email Activity
Twenty CRM
Task
1:1Espresso Agent email engagement records map to Twenty Tasks with Type='Email'. Original timestamps, sender, and subject line are preserved. Body content migrates as the Task description field. If the email contains attachments, the attachment file names are recorded in a separate custom field to preserve reference without moving file blobs.
Espresso Agent
Contact-Company Association
Twenty CRM
People → Companies Relation
1:1Espresso Agent supports N:1 contact-to-company associations (a contact can belong to multiple companies). Twenty supports one primary company per Person via companyId, with additional company relations handled via the relation system. The primary company resolves to companyId; secondary companies are surfaced as relation records.
Espresso Agent
Custom Property (any non-standard field)
Twenty CRM
Custom Field
1:1Any Espresso Agent custom properties not covered above migrate as Twenty custom fields on the equivalent object. Custom fields must exist in Twenty's Data Model (Settings → Data Model) before the import runs — FlitStack generates a field-creation checklist as part of the pre-migration setup plan.
Espresso Agent
Sequence / Automated Outreach Workflow
Twenty CRM
Not Migratable
1:1Espresso Agent sequences and automated outreach rules are platform-native automations that cannot export in a transferable format. We export the sequence definition (step order, delay intervals, message templates) as a JSON reference document so your Twenty admin can rebuild the logic in Twenty's workflow builder. This is the most manual part of any Espresso Agent to Twenty migration.
| Espresso Agent | Twenty CRM | Compatibility | |
|---|---|---|---|
| Contact | People1:1 | Fully supported | |
| Contact (real estate agent role) | WorkspaceMember1:1 | Fully supported | |
| Company | Companies1:1 | Fully supported | |
| Lead Record (Expired, FSBO, FRBO, Preforeclosure) | Opportunity1:1 | Fully supported | |
| Lead Score | Custom Field on Opportunity1:1 | Fully supported | |
| Neighborhood Search Criteria | Custom Field on Opportunity1:1 | Fully supported | |
| Property Address | Custom Field on Opportunity1:1 | Fully supported | |
| Dialer Call Log | Task1:1 | Fully supported | |
| Email Activity | Task1:1 | Fully supported | |
| Contact-Company Association | People → Companies Relation1:1 | Fully supported | |
| Custom Property (any non-standard field) | Custom Field1:1 | Fully supported | |
| Sequence / Automated Outreach Workflow | Not Migratable1:1 | Fully supported |
Gotchas + challenges
Platform-specific issues from each side, plus the pair-specific challenges that don't show up on either platform's page on its own.
Espresso Agent gotchas
No documented public API for bulk data egress
Annual and 24-month contract lock-in complicates exit timing
Dialer activity and transcripts are not independently exportable
Neighborhood Search segment labels may not map to standard CRM fields
Twenty CRM gotchas
Import order is enforced and critical
Export limited to 20,000 records and visible columns only
Soft-deleted records count toward uniqueness and trigger restores
API rate limits cap at 200 req/min on Organization tier
No native email sequences — follow-up cadences require external tools
Pair-specific challenges
Migration approach
Set up Twenty schema and field-creation checklist
Before any data moves, your Twenty admin (or our team) creates the custom fields needed for real estate migration: Lead_Score__c, Lead_Source_Type__c, Search_Criteria__c, Property_Street__c, Property_City__c, Property_State__c, Property_Zip__c, and any other Espresso Agent custom properties not covered by Twenty's standard fields. FlitStack delivers a field-creation checklist derived from your Espresso Agent schema audit so the Twenty side is schema-ready before validation runs.
Invite users and resolve owner mappings by email
Twenty requires WorkspaceMembers to exist before user references can resolve on imported records. We pull the list of unique owner emails from Espresso Agent contacts and lead records, then generate an invitation list for your Twenty workspace. Owner resolution maps Espresso Agent owner IDs to Twenty WorkspaceMembers by email match — unmatched owners are flagged before migration so you can either invite them to Twenty first or assign their records to a fallback user.
Audit Espresso Agent schema and run API export in sequence
FlitStack connects to Espresso Agent's REST API, authenticates with your credentials, and exports contacts, companies, and lead records in batch retrieval mode. The export follows Twenty's required import order: Companies first, then People with companyId resolution, then Opportunities with personId and companyId lookups. Dialer call logs export as a separate batch linked to the corresponding Person records by contact_id. During export, FlitStack records the last-modified timestamp for each record to support incremental delta-pickup after the initial load.
Run sample migration with field-level diff
A representative slice — typically 200–500 records spanning contacts, companies, lead records, and call tasks — migrates first. We generate a field-level diff between Espresso Agent source values and Twenty destination values so you can verify neighborhood_search_criteria mapping, lead_score preservation, property_address field population, and owner resolution before the full run commits. You approve the diff output before the full migration begins.
Execute full migration with delta-pickup window
The full dataset migrates into Twenty using the sequenced import plan. A delta-pickup window (typically 24–48 hours) captures any new Espresso Agent records created or modified during the cutover period so Twenty reflects your final Espresso Agent state at go-live. FlitStack generates an audit log of every record operation and provides one-click rollback if reconciliation reveals unexpected data divergence. The audit log includes source system ID, destination ID, and timestamps for each upsert, enabling precise post-migration verification against Espresso Agent's export files.
Platform deep dives
Espresso Agent
Source
Strengths
Weaknesses
Twenty CRM
Destination
Strengths
Weaknesses
Complexity grading
Standard CRM migration. 3 of 8 objects need a mapping; the rest are 1:1.
Overall complexity
Standard migration
Derived from compatibility, mapping clarity, API constraints, and data volume across Espresso Agent and Twenty CRM.
Object compatibility
3 of 8 objects need a mapping; the rest are 1:1.
Field mapping clarity
Field mapping is derived from defaults — final spec confirmed during the sample migration.
Timeline complexity
8-object category — typical timelines run 2–7 days end-to-end.
API constraints
Espresso Agent: Not publicly documented.
Data volume sensitivity
Espresso Agent doesn't expose a bulk API — REST + parallelization used for high-volume runs.
Estimator
Rule-based pricing — no per-record fees, no manual quotes. Migrations over 2M records are scoped individually.
Step 1
Pick a category, then your source and destination platforms.
Category
FAQ
Answers to the questions buyers ask most during Espresso Agent to Twenty CRM migration scoping. Not seeing yours? Book a call.
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