CRM migration
Field-level mapping, validation, and rollback between Lofty and Mailchimp. We move data and schema; workflows are rebuilt natively in Mailchimp.
Lofty
Source
Mailchimp
Destination
Compatibility
14 of 15
objects map 1:1 between Lofty and Mailchimp.
Complexity
BStandard
Timeline
24–72 hours
Overview
Lofty stores a CRM object graph built around real estate leads, contacts, companies, and deal pipelines. Mailchimp stores a flat audience list with merge fields, tags, and campaigns — a fundamentally different data model that requires deliberate field-by-field translation. FlitStack AI maps Lofty leads and contacts to Mailchimp subscribers, Lofty pipeline stages to Mailchimp tags, and Lofty company records to subscriber merge fields. Lofty custom fields (text, number, currency, single-select, multi-select) migrate as Mailchimp merge fields where type-compatible, or surface in a supplemental data dictionary your team can reference post-import. Lofty deal records, property listings, and agent-attached tasks do not have direct Mailchimp equivalents — these are disclosed upfront and the raw data is preserved in an export file so your team can decide whether to rebuild them as Mailchimp automations or handle them manually. The migration uses Mailchimp's API for contact upserts and tag application; custom field schema is created via the Mailchimp merge field API before records land.
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 Lofty object lands in Mailchimp, including any object-level transformations, lookup resolution, or schema-design dependencies.
Typical mapping — final map is confirmed during the sample migration step.
Lofty
Lead
Mailchimp
Subscriber (Mailchimp Audience Member)
1:1Lofty leads map directly to Mailchimp subscribers using email address as the unique key. First name, last name, email, phone, and address fields map to Mailchimp's built-in merge fields (FNAME, LNAME, EMAIL, PHONE, ADDRESS). The Lofty lead ID is stored as a custom merge field (LEAD_ID__c) for traceability and delta-run de-duplication.
Lofty
Contact
Mailchimp
Subscriber
1:1Lofty contacts and leads both route to Mailchimp subscribers since Mailchimp has no separate contact/lead split. The contact's primary company name is mapped to a MERGECOMPANY merge field. Lofty contact custom fields migrate as Mailchimp merge fields using type-compatible translation.
Lofty
Company
Mailchimp
Merge Fields on Subscriber Record
1:1Lofty companies do not have a direct Mailchimp equivalent. Company name, domain/website, industry, employee count, and annual revenue are mapped as Mailchimp merge fields on each subscriber (e.g., COMPANY_NAME, COMPANY_INDUSTRY, EMPLOYEE_COUNT). For multi-company contacts, the primary company becomes the merge field value; secondary companies are stored as a comma-separated custom merge field.
Lofty
Pipeline Stage
Mailchimp
Mailchimp Tag / Tag Group
1:1Lofty deal pipeline stages (e.g., New Lead, Showing Scheduled, Under Contract, Closed) translate to Mailchimp tags applied to the subscriber record. We create a tag group per Lofty pipeline so stage tags are namespaced (e.g., 'Pipeline-Main: Showing Scheduled'). Tags preserve original stage-entry timestamps in a supplemental reference export for reporting continuity.
Lofty
Deal
Mailchimp
Custom Reference Record / No Equivalent
1:1Lofty deals contain deal name, amount, stage, close date, and owner — these cannot map to a native Mailchimp object because Mailchimp has no opportunity or deal record. Deal data is exported to a CSV reference file so teams can decide whether to recreate deal summaries as Mailchimp merge fields or handle them externally.
Lofty
Tag
Mailchimp
Mailchimp Tag
1:1Lofty tags used for lead labeling, source tracking, tag-based segmentation, and workflow triggers migrate directly to Mailchimp tags on the matching subscriber record. When a Lofty contact has multiple active tags, each tag becomes a separate Mailchimp tag. Multi-value tags originating from Lofty multi-select custom fields are exploded into individual Mailchimp tags per selected value, preserving the complete choice set on each subscriber.
Lofty
Segment
Mailchimp
Mailchimp Segment
1:1Lofty segments are defined by filter rules (field + operator + value combinations). We translate Lofty segment rules into Mailchimp segment conditions where the underlying fields have been mapped as merge fields. Static segments (saved contact lists) migrate as Mailchimp static segments. Dynamic segments are noted for rebuild using Mailchimp's segment builder.
Lofty
Custom Field (Text)
Mailchimp
Mailchimp Merge Field (Text)
1:1Lofty text-type custom fields on leads and contacts map directly to Mailchimp TEXT merge fields, preserving the field values as-is. Field names from Lofty are preserved where possible but shortened to comply with Mailchimp's 30-character merge field name limit when needed. Unicode characters and special characters in both field names and values are sanitized according to Mailchimp's field validation rules to prevent API rejection during the merge field creation phase.
Lofty
Custom Field (Number / Percentage / Currency)
Mailchimp
Mailchimp Merge Field (Number)
1:1Lofty number, percentage, and currency custom fields map to Mailchimp NUMBER merge fields. Currency symbol is stripped and the numeric value is stored; teams that need currency context can enable a separate TEXT merge field. Percentage fields store the decimal value (e.g., 0.15 for 15%) unless a separate field is created for formatted display.
Lofty
Custom Field (Date)
Mailchimp
Mailchimp Merge Field (Date)
1:1Lofty date-type custom fields map to Mailchimp DATE merge fields. The date format is normalized to Mailchimp's accepted format (YYYY-MM-DD) during transformation. If Lofty stores datetime with time components, the time portion is preserved in a companion TEXT merge field.
Lofty
Custom Field (Single-Select)
Mailchimp
Mailchimp Merge Field (Dropdown Options)
1:1Lofty single-select pick-list fields map to Mailchimp merge field options (radio-button or dropdown style). Each distinct Lofty pick-list value is created as a Mailchimp option. If a Lofty pick-list value does not yet exist in Mailchimp, it is created dynamically before the migration run.
Lofty
Custom Field (Multi-Select)
Mailchimp
Mailchimp Tag Group
1:manyLofty multi-select fields contain multiple chosen values per record. We explode each selected value into a Mailchimp tag within a tag group named after the original field (e.g., 'Property_Type: Single Family'). This preserves the full choice set per contact unlike a text merge field which could only store a concatenated string.
Lofty
Activity (Email / Call / Meeting / Note)
Mailchimp
No Equivalent / Activity Log Reference
1:1Lofty activity history (calls, emails, meetings, notes with timestamps and owner attribution) has no Mailchimp equivalent. Campaign-level engagement (opens, clicks, unsubscribes) is tracked natively in Mailchimp but native Lofty activity records do not transfer. Activity data is exported to a structured JSON reference file so teams can preserve it for compliance or rebuild needs.
Lofty
Attachment / File
Mailchimp
No Equivalent
1:1Lofty attachments on leads and contacts (e.g., property documents, contracts, images) do not migrate to Mailchimp because Mailchimp has no attachment storage on subscriber records. Files are exported individually and the subscriber is notified via a reference manifest listing file names, original record, and a download link.
Lofty
Source / Attribution
Mailchimp
Mailchimp Tag / Merge Field
1:1Lofty lead source data (website form, referral, Zillow, Realtor.com, etc.) maps to a SOURCE merge field on the Mailchimp subscriber. If multiple sources are tracked per contact, they are stored as Mailchimp tags in a 'Lead_Source' tag group. This preserves attribution data for segmentation and campaign targeting in Mailchimp.
| Lofty | Mailchimp | Compatibility | |
|---|---|---|---|
| Lead | Subscriber (Mailchimp Audience Member)1:1 | Fully supported | |
| Contact | Subscriber1:1 | Fully supported | |
| Company | Merge Fields on Subscriber Record1:1 | Fully supported | |
| Pipeline Stage | Mailchimp Tag / Tag Group1:1 | Fully supported | |
| Deal | Custom Reference Record / No Equivalent1:1 | Fully supported | |
| Tag | Mailchimp Tag1:1 | Fully supported | |
| Segment | Mailchimp Segment1:1 | Fully supported | |
| Custom Field (Text) | Mailchimp Merge Field (Text)1:1 | Fully supported | |
| Custom Field (Number / Percentage / Currency) | Mailchimp Merge Field (Number)1:1 | Fully supported | |
| Custom Field (Date) | Mailchimp Merge Field (Date)1:1 | Fully supported | |
| Custom Field (Single-Select) | Mailchimp Merge Field (Dropdown Options)1:1 | Fully supported | |
| Custom Field (Multi-Select) | Mailchimp Tag Group1:many | Fully supported | |
| Activity (Email / Call / Meeting / Note) | No Equivalent / Activity Log Reference1:1 | Fully supported | |
| Attachment / File | No Equivalent1:1 | Fully supported | |
| Source / Attribution | Mailchimp Tag / Merge Field1:1 | 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.
Lofty gotchas
API date-range queries capped at 90 days
64-bit integer IDs risk JavaScript precision loss
Starter tier custom field cap breaks complex schemas
Data export requires $500 fee unless handled during subscription
Documentation site migration disrupts integration references
Mailchimp gotchas
Contact count includes unsubscribed and non-subscribed records
Automation workflows cannot be exported
Account suspensions trigger silently during migration
Template HTML is Mailchimp-specific and may not render in other platforms
E-commerce data requires active store connection
Pair-specific challenges
Migration approach
Audit Lofty custom fields and API schema before migration
FlitStack connects to Lofty via OAuth 2.0 API access and pulls a full inventory of standard fields, custom fields (by type), pipeline definitions, tag names, and segment rules. We validate each Lofty field against Mailchimp's supported merge field types and flag any field that requires a type conversion or custom field creation. The audit output is a migration schema plan reviewed by your team before extraction begins.
Create Mailchimp merge fields and tag groups from Lofty schema
Before any subscriber data is written, FlitStack creates the Mailchimp merge fields and tag groups needed for the migration. Text, number, date, and address fields are created via the Mailchimp API with appropriate type assignment. Single-select pick-list values are pre-created as merge field options. Multi-select fields become Mailchimp tag groups. This step ensures Mailchimp's schema is ready to accept data without validation errors during the import run.
Extract leads, contacts, companies, tags, and segments from Lofty
FlitStack extracts all Lofty leads and contacts via paginated API calls, handling the 90-day lookback window for date-range queries by chunking historical exports into sequential windows. Company records are extracted separately and joined to contacts by the primary company ID. Tags, tag groups, and segment definitions are captured for translation into Mailchimp equivalents. A data quality report identifies duplicate emails, missing required fields, and records with incomplete custom field data before transformation begins.
Run a sample migration with field-level diff before full import
A representative slice of 100–500 Lofty records — spanning leads, contacts, companies, tagged records, and multi-select field examples — is migrated to Mailchimp in a test audience. FlitStack generates a field-level diff report showing exactly what landed in each Mailchimp merge field, what tags were applied, and any records that failed validation. Your team reviews the diff and approves field mapping adjustments before the full run commits.
Execute full migration with delta-pickup window and audit log
The full Lofty-to-Mailchimp migration runs in batches using Mailchimp's API for subscriber upserts and tag operations. A delta-pickup window (24–48 hours) is opened at the same time so any new Lofty records created or modified during the cutover are captured without requiring a second full extraction. Every operation is written to an audit log. If reconciliation reveals missing records or unexpected data shape changes, one-click rollback removes the migrated audience and a corrected run is initiated.
Platform deep dives
Lofty
Source
Strengths
Weaknesses
Mailchimp
Destination
Strengths
Weaknesses
Complexity grading
Standard CRM migration. 1 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 Lofty and Mailchimp.
Object compatibility
1 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
Lofty: Not publicly documented on developer.lofty.com — we implement exponential backoff and respect 429 responses as rate limit signals.
Data volume sensitivity
Lofty 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 Lofty to Mailchimp migration scoping. Not seeing yours? Book a call.
Walk through your Lofty to Mailchimp migration with a real engineer — 30 minutes, free, written quote within 24 hours.
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