CRM migration
Field-level mapping, validation, and rollback between Swift Digital Suite and Pipedrive. We move data and schema; workflows are rebuilt natively in Pipedrive.
Swift Digital Suite
Source
Pipedrive
Destination
Compatibility
8 of 11
objects map 1:1 between Swift Digital Suite and Pipedrive.
Complexity
BStandard
Timeline
3-5 weeks
Overview
Swift Digital Suite is a campaign-centric marketing automation platform built around Contacts, Campaigns, and Communication Assets (email, SMS, events, surveys). Pipedrive is a sales CRM organized around People, Organizations, Deals, and Activities. The structural gap between these models is the central challenge of this migration: Swift Digital's Campaigns contain email send logs, event registrations, and survey responses that have no direct Pipedrive equivalent. We resolve this by flattening campaign participation into a structured set of Pipedrive Activities (one per engagement type) attached to the relevant Person or Organization, and by collapsing Swift Digital's separate email and SMS opt-out flags into Pipedrive's single opt-out field using the more restrictive state. Engagement scores export as static numeric values and land in a custom Pipedrive field. Automations, conditional survey logic, and engagement scoring algorithms do not migrate because they are platform-specific; we deliver a written inventory of every Swift Digital workflow and segment definition for the customer's admin to rebuild in Pipedrive.
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 Pipedrive, 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
Pipedrive
Person
1:1Swift Digital Suite Contacts map directly to Pipedrive People. We export all standard contact fields (first name, last name, email, phone, address), custom properties, engagement score, lifecycle stage, and segment membership. Email addresses serve as the dedupe key during Pipedrive import. Owner resolution maps Swift Digital owner email to Pipedrive user email; any unmatched owner goes to a reconciliation queue for admin provisioning before Person import begins.
Swift Digital Suite
Segment
Pipedrive
Label or Custom Field
lossySwift Digital Segments define behavioural or demographic groups (for example, 'Event Attendees Q3 2025' or 'SMS Opted-In'). We map each segment to a Pipedrive Label on the Person record. Where the customer uses segments as structured data fields (for example, a segment storing a numeric lead tier value), we map to a Pipedrive custom field of the equivalent type. The customer chooses between label-based and field-based segment strategy during scoping.
Swift Digital Suite
Campaign
Pipedrive
Activity Log (set of Activities + Labels)
1:manySwift Digital Campaigns are parent containers for email sends, event registrations, and survey responses. Pipedrive has no native campaign object. We flatten each campaign participation record into a Pipedrive Activity entry (type=note) on the relevant Person or Organisation, tagged with the campaign name and participation type (opened, clicked, registered, responded). Campaign metadata (name, type, created date) is preserved in the activity note text. This approach keeps the engagement history visible in the Pipedrive activity timeline without requiring a custom object.
Swift Digital Suite
Email Send / Email History
Pipedrive
Activity (type=email or note)
1:1Individual email send records from Swift Digital (send timestamp, open timestamp, click events, bounce or unsubscribe status) map to Pipedrive Activities attached to the Person record. Open and click events with timestamps are written as separate note-type activities for timeline fidelity. Bounce and unsubscribe events are mapped to Pipedrive's native email_status field and the person's opt_out flag. Email content body is not migrated to avoid duplicate storage since Pipedrive does not natively host email content; the Swift Digital export retains the full email record for audit.
Swift Digital Suite
Event
Pipedrive
Activity (type=note with registration metadata)
1:1Swift Digital event registrations (event name, registration date, ticket type, attendance status, RSVP history) map to Pipedrive Activities on the Person record. Event-level metadata is stored in the activity note with structured fields (event_name, registration_date, ticket_type, attendance_status). Complex event custom fields (venue, capacity, cost) are mapped to custom fields on the Person record. Event custom fields requiring hierarchical event-level aggregation (for example, total registrations per event) do not map to Pipedrive natively and are documented in the migration deliverable.
Swift Digital Suite
Survey
Pipedrive
Activity (type=note with response data)
1:1Survey questions and answer options export from Swift Digital as structured records. Individual survey responses per contact flatten into a single Pipedrive Activity note containing the survey name, response timestamp, and all question-answer pairs in a structured text format. Conditional branching logic and skip rules are not exported from Swift Digital; we document the branching structure separately so the customer's admin can rebuild equivalent logic in a survey tool or Pipedrive custom form if required. Complex multi-page surveys with branching may result in multiple activity entries per contact, one per page submitted.
Swift Digital Suite
SMS Record
Pipedrive
Activity (type=call or note)
1:1SMS sends from Swift Digital map to Pipedrive Activities of type=call or type=note depending on whether the customer uses Pipedrive's built-in SMS feature or a connected SMS integration. Outbound message content, inbound reply content, and send timestamp migrate into the activity note. The contact's SMS consent flag migrates to Pipedrive's opt_out field (see opt-out reconciliation in gotchas). SMS campaign attribution (which SMS campaign triggered the send) is stored as a label on the activity.
Swift Digital Suite
Lifecycle Stage
Pipedrive
Custom Field (single-select picklist)
1:1Swift Digital lifecycle stage values (subscriber, lead, customer, etc.) export as a static string property per contact. We create a Pipedrive custom field of type=enum with the same stage values and populate it from the exported Swift Digital value. Pipedrive does not use lifecycle stage for CRM workflow triggers natively; the migrated field serves as a reference and segmentation tool rather than a functional pipeline stage equivalent.
Swift Digital Suite
Engagement Score
Pipedrive
Custom Field (numeric)
1:1Swift Digital's proprietary engagement score is a numeric value computed by the platform's algorithm on open, click, and conversion events. We export the current score as a static numeric value and map it to a Pipedrive custom field (type=numeric or type=currency depending on score magnitude). Pipedrive does not recalculate engagement scores natively. The migrated score is a historical reference value; the customer's admin can configure Pipedrive automation to update the field based on Pipedrive activity triggers if they wish to maintain a live score.
Swift Digital Suite
Custom Properties
Pipedrive
Custom Fields
1:1All active Swift Digital custom properties on Contact, Campaign, Event, and Survey records are exported and mapped to identically named custom fields in Pipedrive. Field type mapping follows the closest Pipedrive equivalent: string properties map to text fields, date properties to date fields, numeric properties to numeric fields, and multi-value properties to multi-select picklist or label. Where a Swift Digital property uses a data type Pipedrive does not support (for example, a JSON blob), we store the value as a text field and document the limitation in the migration scope.
Swift Digital Suite
Automation Workflow
Pipedrive
Written Inventory (not migrated)
lossySwift Digital workflows define trigger conditions, time delays, and action steps for automated contact journeys. Pipedrive does not have an equivalent workflow automation model at the contact-journey level (Pipedrive automation is scoped to deal and activity triggers within the CRM). We do not migrate workflows as code. We deliver a structured written inventory of every active Swift Digital workflow with its trigger, conditions, steps, and recommended Pipedrive equivalent (Workflow, Automation Rule, or smart Campaign) for the customer's admin to rebuild post-migration.
| Swift Digital Suite | Pipedrive | Compatibility | |
|---|---|---|---|
| Contact | Person1:1 | Fully supported | |
| Segment | Label or Custom Fieldlossy | Fully supported | |
| Campaign | Activity Log (set of Activities + Labels)1:many | Fully supported | |
| Email Send / Email History | Activity (type=email or note)1:1 | Fully supported | |
| Event | Activity (type=note with registration metadata)1:1 | Fully supported | |
| Survey | Activity (type=note with response data)1:1 | Fully supported | |
| SMS Record | Activity (type=call or note)1:1 | Fully supported | |
| Lifecycle Stage | Custom Field (single-select picklist)1:1 | Fully supported | |
| Engagement Score | Custom Field (numeric)1:1 | Fully supported | |
| Custom Properties | Custom Fields1:1 | Mapping required | |
| Automation Workflow | Written Inventory (not migrated)lossy | 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
Pipedrive gotchas
Custom field hash keys differ per account
Export access gated by visibility groups
Token-based API rate limits since December 2024
Sequences and Automations not exposed via REST API
Cost escalates via workflow caps and add-ons
Pair-specific challenges
Migration approach
Discovery and Swift Digital export scoping
We audit the source Swift Digital Suite portal to establish record volumes (contacts, campaigns, email send logs, event registrations, survey responses, SMS records), identify active custom properties, segment definitions, and lifecycle stage values. Because Swift Digital lacks a bulk API, we scope the export approach: we agree on a data cut date, determine whether the customer has direct dashboard access for CSV exports, and estimate the multi-session pull time for large databases. We also review active workflows and automation definitions for the written inventory deliverable. The discovery output is a written migration scope document with record counts per object and a confirmed export approach.
Pipedrive account setup and custom field creation
We create Pipedrive custom fields matching every active Swift Digital custom property, engagement score field, lifecycle stage field, and SMS consent field before any data import begins. We also create Labels in Pipedrive corresponding to each Swift Digital segment. Pipedrive's API allows custom field creation via POST /fields; we create all fields in a single batch before the import phase starts to avoid field-not-found errors during data load. We confirm the field types with the customer (text, numeric, date, enum, multi-select) during scoping to avoid type mismatches that would require field deletion and re-creation.
Swift Digital multi-session export
We execute the Swift Digital export in batches using the platform's reporting dashboard and paginated record retrieval. Contacts export first, followed by campaign membership, email send history, event registration records, survey responses, and SMS history. Each export run produces a CSV with field names matching the Swift Digital internal schema. We normalise date formats (ISO 8601) and encode values to avoid CSV injection before the Pipedrive import phase. For large exports, we run separate session pulls per object type to avoid dashboard timeout. The export phase typically takes one to two weeks for databases above 20,000 contacts.
Data transformation and opt-out reconciliation
We transform the exported Swift Digital data before Pipedrive import. The primary transform is the email-and-SMS opt-out collapse: we compute the more restrictive opt-out state and write it to Pipedrive's native opt_out field, optionally writing individual channel flags to custom fields. Campaign participation records are split into individual activity entries per contact per engagement event. Segment membership is mapped to Pipedrive Labels. Lifecycle stage and engagement score values are mapped to their respective custom fields. We run a pre-import validation pass against the Pipedrive API to confirm that all required fields are present and that custom field IDs match the names in the transform output.
Pipedrive import in dependency order
We import into Pipedrive in record-dependency order: People first (with Owner resolution by email match), then Organisations (from Swift Digital company data if present), then Activities (email history, event registrations, survey responses, SMS records) attached to the resolved Person records. Activities are written via the Pipedrive REST API using batch operations (up to 500 records per request) with rate-limit handling and exponential backoff. Each import phase emits a row-count reconciliation report showing records written versus records expected. Owner reconciliation for unmatched users goes to the customer's admin before the final activity import phase begins.
Cutover, delta sync, and workflow inventory delivery
We freeze Swift Digital writes during cutover, run a delta migration of any records created or modified during the migration window, then mark Pipedrive as the system of record. We deliver the written workflow and segment inventory document to the customer's Pipedrive admin, including each Swift Digital workflow's trigger, conditions, and steps with a recommended Pipedrive Automation Rule or Workflow equivalent. We support a one-week hypercare window where we resolve any data quality issues raised by the customer's team. We do not rebuild Swift Digital workflows as Pipedrive Automation Rules inside the migration scope; that is a separate engagement or an internal admin task.
Platform deep dives
Swift Digital Suite
Source
Strengths
Weaknesses
Pipedrive
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 Swift Digital Suite and Pipedrive.
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
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.
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FAQ
Answers to the questions buyers ask most during Swift Digital Suite to Pipedrive migration scoping. Not seeing yours? Book a call.
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