CRM migration
Field-level mapping, validation, and rollback between Swift Digital Suite and Mailchimp. We move data and schema; workflows are rebuilt natively in Mailchimp.
Swift Digital Suite
Source
Mailchimp
Destination
Compatibility
6 of 9
objects map 1:1 between Swift Digital Suite and Mailchimp.
Complexity
BStandard
Timeline
2-4 weeks
Overview
Moving from Swift Digital Suite to Mailchimp is a data consolidation into a simpler subscriber-centric model rather than a full CRM-like record migration. Swift Digital Suite organises data around Contacts with lifecycle tags, engagement scores, campaign membership, and multi-channel consent (email and SMS tracked separately); Mailchimp uses an Audience of Subscribers with Merge Fields and Tags, where a single global unsubscribe flag governs all channels. We resolve that structural difference during scoping, collapsing the two Swift Digital Suite consent flags into the most restrictive Mailchimp opt-out state to prevent accidental re-engagement. Because Swift Digital Suite has no publicly documented bulk export API, we sequence exports through the platform's reporting dashboard and paginated record retrieval, preserving date formats and field names exactly as they appear in the source export. Surveys, events, SMS sends, and automation workflows do not migrate as functional equivalents; we deliver flat response tables and a written workflow inventory for manual rebuild in Mailchimp Automations. Mailchimp's Marketing API governs import with rate-limit handling and merge field case sensitivity enforced throughout.
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 Swift Digital Suite 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.
Swift Digital Suite
Contact
Mailchimp
Subscriber (Audience member)
1:1Swift Digital Suite Contacts map directly to Mailchimp Subscribers in the target Audience. Email address serves as the primary dedupe key. All standard contact fields (first name, last name, phone where available) map to Mailchimp Merge Fields FNAME, LNAME, and PHONE. Custom property values from Swift Digital Suite are mapped to Mailchimp Merge Fields with strict alphanumeric-plus-underscore naming; we validate field names before API import and flag any that exceed Mailchimp's 30-character limit or contain invalid characters for pre-approval.
Swift Digital Suite
Segment
Mailchimp
Tag
1:manySwift Digital Suite Segments group contacts by behavioural or demographic criteria. We map each Segment as a named Tag applied to the subscriber record in Mailchimp. Where a contact belongs to multiple Swift Digital Suite Segments, we apply all corresponding Tags. Mailchimp does not have native Segment objects with independent membership tracking; Tags serve as the functional equivalent for filtering within the Audience. The customer chooses between Tags-only or a combination of Tags and Mailchimp Audience Segments (saved filter views) during scoping.
Swift Digital Suite
Campaign (Email)
Mailchimp
Campaign
lossySwift Digital Suite campaign metadata (name, type, created date, status) is documented in the migration inventory. Mailchimp Campaigns are created in the destination platform independently; we do not replay historical campaign sends. The inventory serves as a reference for the customer's admin to configure equivalent campaigns in Mailchimp using the imported subscriber list and Tags.
Swift Digital Suite
Email Sends / Email History
Mailchimp
Merge Field (engagement reference)
1:1Individual email send engagement data (open timestamp, click events, bounce status, unsubscribe status) is mapped to static Merge Fields on the subscriber record rather than replayed as Mailchimp activities. Open and click timestamps from Swift Digital Suite are stored as date Merge Fields (e.g., SDS_LASTOPEN_DATE) to preserve the historical record. This approach avoids duplicate engagement events in Mailchimp's reporting and preserves the data as a reference layer.
Swift Digital Suite
Engagement Score
Mailchimp
Merge Field
1:1Swift Digital Suite engagement scores are computed from open, click, and conversion events using the platform's proprietary algorithm. We export the current score value as a static numeric Merge Field (SDS_ENGAGEMENT_SCORE) on the Mailchimp subscriber. Mailchimp's own engagement scoring will recalculate independently based on Mailchimp activity; the exported score serves as a historical benchmark rather than an active segmentation trigger.
Swift Digital Suite
SMS Records
Mailchimp
SMS consent Merge Field
1:1SMS send history and consent flags from Swift Digital Suite are mapped to Mailchimp subscriber Merge Fields. SMS consent (the SMS opt-in flag from Swift Digital Suite) is stored as a boolean Merge Field SDS_SMS_CONSENT on the subscriber. Mailchimp SMS functionality requires a paid Standard or Premium plan and separate SMS credit purchase; we flag this requirement during scoping. Outbound SMS message content is documented in the migration inventory as a reference rather than imported as Mailchimp SMS records.
Swift Digital Suite
Survey
Mailchimp
Poll or tagged response records
1:1Swift Digital Suite survey definitions (question text, answer types) are exported as structured records. Survey responses are tied to contact records. Complex conditional branching and skip logic from Swift Digital Suite are not preserved because Mailchimp Polls do not support equivalent branching. We deliver survey data as a flat response table with contact email, question text, answer value, and response timestamp, which the customer can import as tagged subscriber records or use for manual reporting. Whether branching needs to be rebuilt in a dedicated survey tool is a scoping decision.
Swift Digital Suite
Event
Mailchimp
Tagged response records
1:1Swift Digital Suite event registrations (registration date, ticket type, attendance status, RSVP history) are mapped to Mailchimp subscriber Merge Fields or Tags. Each event becomes a Tag (e.g., EVENT_2024_ANNUAL_GALA) applied to all registrants, with attendance status stored as a Merge Field (SDS_ATTENDED_2024_GALA). Event-level custom fields (venue, speaker list, session schedule) are documented in the migration inventory for manual Mailchimp configuration.
Swift Digital Suite
Automation Workflow
Mailchimp
Workflow inventory document
lossySwift Digital Suite automation workflows are documented as structured records showing the trigger, each step, and its conditions. We deliver a written inventory covering every active workflow for the customer's admin to rebuild in Mailchimp Customer Journeys. The two platforms use different automation models (event-triggered branching in Swift Digital Suite vs. Mailchimp's trigger-based Customer Journey builder), so a direct code migration is not possible. We do not rebuild automations as part of the standard migration scope.
| Swift Digital Suite | Mailchimp | Compatibility | |
|---|---|---|---|
| Contact | Subscriber (Audience member)1:1 | Fully supported | |
| Segment | Tag1:many | Fully supported | |
| Campaign (Email) | Campaignlossy | Fully supported | |
| Email Sends / Email History | Merge Field (engagement reference)1:1 | Fully supported | |
| Engagement Score | Merge Field1:1 | Fully supported | |
| SMS Records | SMS consent Merge Field1:1 | Mapping required | |
| Survey | Poll or tagged response records1:1 | Fully supported | |
| Event | Tagged response records1:1 | Fully supported | |
| Automation Workflow | Workflow inventory documentlossy | 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.
Swift Digital Suite gotchas
No publicly documented bulk API
Email and SMS opt-out flags are separate
Survey conditional logic is not exportable as-is
Engagement scores are platform-specific snapshots
Annual pricing model requires contract alignment
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
Discovery and contact volume audit
We audit the Swift Digital Suite portal across contact volume, custom property count, segment names, survey count, event count, SMS consent records, and engagement history depth. We confirm the customer's Mailchimp plan tier (free, Essentials, Standard, or Premium) and whether SMS functionality is required. The discovery output is a written migration scope with object counts, a field name normalisation table for all custom properties, and a segment-to-tag mapping list.
Merge field pre-creation in Mailchimp
Before any data export begins, we create all required Merge Fields in the target Mailchimp Audience. This includes normalised names for Swift Digital Suite custom properties, static fields for engagement scores (SDS_ENGAGEMENT_SCORE), SMS consent flags, event attendance tags, and survey response fields. Merge Fields with invalid characters or exceeding the 30-character limit are renamed and documented in the mapping table for customer approval. Mailchimp API limits (typically 200 merge field updates per minute) are respected during this phase.
Sequential export from Swift Digital Suite
Because Swift Digital Suite has no bulk export API, we sequence exports through the platform's reporting dashboard and paginated record retrieval. We batch export requests in groups of 5,000 contacts, normalise field names and date formats during extraction, and store each batch as a staging file. For databases exceeding 50,000 contacts, we agree on a scope-cut date with the customer to freeze new records and reduce the number of export sessions. Survey responses and event rosters are exported as separate flat tables tied to the contact email as the dedupe key.
Data transformation and opt-out resolution
We transform exported data before Mailchimp import. This includes collapsing the dual-channel email and SMS unsubscribe flags into a single global unsubscribe state using the more restrictive flag, normalising segment names to Mailchimp-compliant Tags, converting engagement scores to the SDS_ENGAGEMENT_SCORE Merge Field, and mapping survey responses to tagged flat records. We run a dry-run import of a 100-record sample through the Mailchimp Marketing API to validate field mappings and merge field resolution before the full dataset is submitted.
API import into Mailchimp Audiences
We import contact records into the target Mailchimp Audience via the Mailchimp Marketing API using batch operations with rate-limit handling and exponential backoff. Subscribers are added in batches of 5,000 with a 10-second pause between batches to respect API limits. Tags are applied in a secondary pass after subscriber creation to avoid conflicts during initial upsert. Each batch emits a row-count reconciliation report showing successful imports, duplicates skipped, and validation errors requiring correction.
Cutover, validation, and workflow inventory delivery
We freeze Swift Digital Suite writes during cutover, run a final delta export of any records modified during the migration window, and import the delta into Mailchimp. We validate the final subscriber count, spot-check 25-50 records against the Swift Digital Suite source, and deliver the migration inventory covering surveys, events, SMS records, and the automation workflow documentation. We support a one-week hypercare window for reconciliation issues. We do not rebuild Swift Digital Suite automations as Mailchimp Customer Journeys inside the standard migration scope.
Platform deep dives
Swift Digital Suite
Source
Strengths
Weaknesses
Mailchimp
Destination
Strengths
Weaknesses
Complexity grading
Standard CRM migration. All 8 core objects map 1:1 between Swift Digital Suite and Mailchimp.
Overall complexity
Standard migration
Derived from compatibility, mapping clarity, API constraints, and data volume across Swift Digital Suite and Mailchimp.
Object compatibility
All 8 core objects map 1:1 between Swift Digital Suite and Mailchimp.
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
Swift Digital Suite: Not publicly documented in the v3 API reference.
Data volume sensitivity
Swift Digital Suite exposes a bulk API — large-volume migrations stream efficiently.
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
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