Project Management migration

Migrate from Productive to Trello

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

Productive logo

Productive

Source

Trello

Destination

Trello logo

Compatibility

86%

12 of 14

objects map 1:1 between Productive and Trello.

Complexity

BStandard

Timeline

2-3 weeks

Rollback included Accuracy guarantee Field-level validation

Overview

What this migration involves

Moving from Productive to Trello is a lateral move from a professional services automation platform to a visual Kanban tool. Productive combines task management with time tracking, budgets, invoicing, and resource planning for agencies; Trello is a board-and-card system that teams use for lightweight project tracking. The migration transfers Projects to Boards, Lists to Columns, and Tasks to Cards with their assignments, due dates, and custom field values intact. The structural gap is that Trello has no native equivalent for Productive's financial layer—no invoicing, no budget tracking, no time-entry billing, no rate cards, no expense records, and no skill tagging. We extract all financial and resource data during discovery, surface it as a written inventory for your team to handle manually or in a separate tool, and proceed with the task hierarchy migration. Workflows, recurring budgets, and automation rules are not migrated; we deliver a written record of every active workflow so your team rebuilds them in Trello's Butler or a compatible Power-Up.

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

Productive logo

Productive

What's pushing teams away

  • Steep learning curve for non-agency teams — the billing and budgeting features add complexity that pure task-management teams find unnecessary.
  • Project templates and recurring budgets require Professional tier, pushing costs higher as teams scale and want automation.
  • Advanced reporting and permissions granularity are limited compared to enterprise PM tools, prompting churn when teams outgrow the platform.
  • Invoicing workflow requires recognized time entries — teams using manual billing struggle with unrecognized expenses blocking invoices.
  • Support responsiveness lags at lower tiers, with customers on Essential reporting slower resolution times for technical issues.

Choosing

Trello logo

Trello

What's pulling them in

  • Free plan supports unlimited users and 10 boards, giving small teams full access to core Kanban functionality before any paid commitment is required.
  • The drag-and-drop board/card/Label interface requires no training, which reduces adoption friction and onboarding time across distributed teams.
  • Atlassian ecosystem integration with Jira, Confluence, and Bitbucket provides native cross-tool workflows for teams already using Atlassian tools.
  • Butler automation on paid tiers enables rule-based triggers without third-party integrations, covering basic workflow automation needs.
  • Simple visual task management with due dates, checklists, and member assignments keeps individual contributors and small teams organized without complexity.

Object mapping

How Productive objects map to Trello

Each row shows how a Productive object lands in Trello, including any object-level transformations, lookup resolution, or schema-design dependencies.

Typical mapping — final map is confirmed during the sample migration step.

Productive

Project

maps to

Trello

Board

1:1
Fully supported

Productive Projects map directly to Trello Boards. We extract project name, status (active, on hold, archived), start and due dates, description, and custom field values. Board visibility defaults to Workspace Visible on Standard+ plans. Projects without a clear scope boundary are mapped one-to-one; if a customer used Productive Projects as clients and sub-projects as work packages, we discuss whether to flatten to one board or split into separate boards during scoping.

Productive

List

maps to

Trello

List (Column)

1:1
Fully supported

Productive Lists inside a Project map to Trello Lists (columns) within the corresponding Board. List names and column ordering transfer directly. If a Productive workspace uses Lists as workflow stages (To Do, In Progress, Review, Done), we replicate that column order in Trello so team members recognize the workflow immediately after cutover.

Productive

Task

maps to

Trello

Card

1:1
Fully supported

Productive Tasks map to Trello Cards. We extract task name, description, status, assignee (mapped to Board member), due date, start date, time estimate, and custom field values. Sub-tasks in Productive map to Checklist items on the parent Card. If the Productive workspace has more than three levels of sub-task nesting, we flatten beyond the first level into Checklist items to stay within Trello's structural limits.

Productive

Milestone

maps to

Trello

Label (milestone flag)

lossy
Fully supported

Productive Milestones do not have a native Trello equivalent. We create a milestone Label on the destination Board (label name matching the Milestone name) and apply it to all Cards with that Milestone association. The Milestone date is preserved in the Card description as a formatted date note. If the customer requires stricter milestone tracking, we document this as a Trello Power-Up recommendation (such as Card Hierarchy by Stiltsoft) during the handoff.

Productive

Member

maps to

Trello

Board Member

1:1
Fully supported

Productive Members map to Trello Board members. We extract name, email address, and role. Trello boards have per-board member limits (1,520 per board at warning threshold) and no account-level team capacity view. If the customer's Productive workspace has members across multiple Projects, we scope Board member lists per-board. Members without an email match in the Trello workspace go to a reconciliation queue for admin provisioning before Card assignment import.

Productive

Custom Field (account-level)

maps to

Trello

Custom Field (Power-Up)

lossy
Fully supported

Productive account-level custom fields migrate to Trello Power-Up custom fields on each Board. This requires the destination Trello workspace to be on Standard plan or above to enable the Custom Fields Power-Up. We map Productive field types (text, number, date, dropdown) to Trello custom field types (text, number, date, single-select). If the customer has more than 20 custom field definitions across their workspace, we prioritize the fields actively used on tasks and defer rarely-used fields to a secondary migration pass.

Productive

Time Entry

maps to

Trello

Not applicable

1:1
Fully supported

Productive time entries have no Trello equivalent. Trello does not support a native time tracking object or time-linked billing. We extract all time entry records (user, date, duration, billable flag, task association, notes) as a structured CSV export and flag this as a financial record requiring manual handling or a separate tool (Harvest, Toggl, Clockify) post-migration. Billable time entries that are recognized in Productive invoices are flagged as a pre-cutover concern because those invoices cannot migrate.

Productive

Budget

maps to

Trello

Not applicable

1:1
Fully supported

Productive recurring and one-time budgets tied to Projects or Clients have no Trello equivalent. We extract budget amounts, types, and the periods they cover and deliver them as a structured data export. Budget versus actual reporting is a Productive-native capability. Post-migration, the customer handles budget tracking in a spreadsheet, a dedicated financial tool, or a Trello Power-Up with third-party time-tracking integration.

Productive

Invoice

maps to

Trello

Not applicable

1:1
Fully supported

Productive invoices generated from tracked time and expenses do not migrate. We extract invoice headers, line item totals, payment status, and outstanding balances as a structured export for the customer's accounting team to close out before cutover. Unrecognized time entries—billable time not yet attached to an invoice—are flagged as a pre-migration concern because these represent open revenue that Productive alone currently manages.

Productive

Expense

maps to

Trello

Not applicable

1:1
Fully supported

Productive expense records (amount, date, description, category, billable flag, project association) have no Trello equivalent. We extract all expense records as a structured CSV export. Billable expenses are flagged separately so the customer can decide whether to process them as invoices before cutover or carry them into a separate expense management tool post-migration.

Productive

Rate Card

maps to

Trello

Not applicable

1:1
Fully supported

Productive rate cards (per-role or per-person billing rates tied to tracked time) do not migrate to Trello. We extract rate card definitions and deliver them as a structured data export. If the customer uses Trello in combination with a separate billing or time-tracking tool, the rate card data is provided as a reference import for that system.

Productive

Team

maps to

Trello

Not applicable

1:1
Fully supported

Productive Teams (Professional+ feature grouping members for resource planning) have no Trello equivalent. Trello has board-level membership but no cross-board team resource management. We extract team memberships and team-level assignments and deliver them as a mapping table so the customer can recreate team-based groupings in Trello via Labels, Workspace member groups, or a third-party resource management Power-Up.

Productive

Skill

maps to

Trello

Not applicable

1:1
Fully supported

Productive Skills (Ultimate-tier member competency tags for resource matching) do not have a Trello equivalent. We convert Skills to Trello Labels on member Cards or deliver them as a structured member attribute export. If the customer relies on skill-based resource matching for project assignments, we recommend a dedicated resource management tool post-migration.

Productive

Attachment

maps to

Trello

Card Attachment

1:1
Fully supported

Productive task attachments migrate to Card attachments in Trello. We transfer attachment URLs and filenames. Trello enforces response size limits on card queries, so large card batches with many attachments require chunked API calls. We handle attachment import in the same batch as the parent Card to maintain referential integrity within Trello's API constraints.

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.

Productive logo

Productive gotchas

High

Invoicing requires recognized time entries

Medium

Custom field limits vary by tier

Medium

CSV imports are scoped to one section at a time

Low

Skills and Teams are Professional+ features only

Trello logo

Trello gotchas

High

Billing model uses maximum seat quantity at term midpoint

Medium

Custom Field data historically stored in pluginData

Medium

API rate limits are token-gated and can block bulk migration

Medium

Guest-to-paid seat conversion triggers on multi-board membership

Low

Automation command runs are capped per plan and overage triggers upgrade pressure

Pair-specific challenges

  • Trello has no native financial layer

    Productive's core value for agency teams is its integrated invoicing, budget tracking, time-based billing, and expense management. Trello has none of these. Every financial record type—time entries, invoices, budgets, expenses, rate cards, and billable recognition status—transfers as a structured data export, not as native Trello records. Pre-migration, we flag unrecognized time entries (billable hours not yet invoiced) so the customer closes out open invoices before cutover. Post-migration, the customer needs a separate tool for any continued billing or budget tracking work.

  • Custom fields require Trello Standard or above

    Productive account-level custom fields map to Trello Power-Up custom fields, but this only works if the destination Trello workspace is on Standard ($5/user/month) or Premium ($10/user/month). Free-tier workspaces cannot accept custom fields via the API. We verify the destination plan tier during scoping. If the customer is on Free, we either recommend upgrading before migration or map custom fields to Card Labels (with a loss of type fidelity for number, date, and dropdown fields).

  • Trello API rate limits constrain batch import speed

    Trello's API enforces 300 requests per 10 seconds per API key and 100 requests per 10 seconds per token. Additionally, the members endpoint is capped at 100 requests per 900 seconds. We implement exponential backoff on 429 responses, chunk card batches to avoid response size limits, and use Board-level member resolution before card-level assignee mapping to stay within the members endpoint cap. Migrations exceeding 5,000 cards with many custom field lookups run at a slower per-batch pace to avoid API throttling that would extend the migration window.

  • Milestones do not map to native Trello objects

    Productive Milestones have dates, names, and task associations that do not correspond to any native Trello object. We convert Milestones to Board Labels (with the Milestone name as label text) and preserve the Milestone date in the Card description. This is functional but loses date-based alerting or milestone-gantt visibility that Productive provides natively. We document this trade-off during scoping and recommend a Trello Power-Up for milestone tracking if the customer requires strict date-driven milestone workflows post-migration.

  • In-app CSV exports in Productive are scoped per section

    Productive's CSV export tool operates per data type (Tasks, Time Entries, Expenses, etc.) and does not handle cross-object relationships in a single export. We run exports in the correct sequence—Projects and Members first, then Tasks, then time entries and expenses—and reconstruct relationships using ID lookups after each batch. This requires coordination to ensure that task-to-assignee mappings are resolved after member import and task-to-project mappings are resolved after project import. We handle this sequencing as part of our standard migration approach.

Migration approach

Six steps for a successful Productive to Trello data migration

  1. Discovery and data audit

    We audit the source Productive workspace across tier (Essential, Professional, Ultimate), active project count, task volume, custom field definitions, team memberships, and the full financial record set. This includes time entries (total count and recognized versus unrecognized status), budgets (recurring and one-time), open invoices, expense records, rate cards, and Skills and Teams data. We produce a written data inventory that clearly separates migratable records (Projects, Lists, Tasks, Members, Attachments, Custom Fields) from export-only records (time entries, budgets, invoices, expenses, rate cards, Skills, Teams). The audit also includes a Trello workspace plan review to confirm the destination plan tier supports custom fields.

  2. Board structure design

    We design the Trello board architecture based on the Productive project structure. Each Productive Project becomes a Trello Board. Lists within each Project map to Board columns in the order the team uses them. If the customer has cross-project Milestones, we discuss whether to create a separate milestone-tracking board with label-linked cards or to handle milestone reporting through Card Labels within each Board. We also design the custom field mapping plan, confirming field type correspondences and identifying any fields that exceed Trello's custom field limit per Board (50 custom fields per board on Standard+).

  3. Sandbox migration and reconciliation

    We run a full migration into a Trello workspace (using a separate test workspace or a dedicated board set) with production data volume. The customer reconciles record counts (Boards in, Lists in, Cards in, Members in), spot-checks 25-50 random Cards against the Productive source, and validates that custom field values, due dates, and assignee mappings are correct. Milestone-to-Label conversion is validated here. Financial data exports are reviewed to confirm completeness. Any mapping corrections happen in this phase before the production migration begins.

  4. Member reconciliation and workspace setup

    We extract every distinct Productive Member referenced on Tasks and Projects and attempt to match by email against the destination Trello workspace. Trello board membership is managed per-board, so we document which members belong on which boards. Any member without a matching Trello account is held in a reconciliation queue. The customer provisions missing members before Card import because Trello requires a valid member reference on Card assignment.

  5. Production migration in dependency order

    We run production migration in dependency order: Boards (from Projects) first, then Lists, then Members, then Cards (with Checklist items from sub-tasks), then Custom Field values via the Power-Up API, then Attachments. We handle Trello API rate limiting with exponential backoff and chunked batches. Financial records (time entries, budgets, invoices, expenses, rate cards, Skills, Teams) are exported as structured CSV and delivered alongside the Trello migration report. Each phase emits a row-count reconciliation report before the next phase begins.

  6. Cutover, validation, and handoff

    We freeze Productive writes during cutover, run a final delta pass for any records modified during the migration window, and hand off the Trello workspace as the system of record. We deliver the financial data exports (time entries, budgets, invoices, expenses, rate cards, Skills, Teams mapping) as structured files with field-level documentation. We deliver a written inventory of any Productive workflows, recurring budgets, or billing automation rules requiring rebuild in Trello Butler or a third-party Power-Up. We provide a one-week hypercare window for reconciliation issues. We do not rebuild Productive workflows as Butler automations inside the migration scope; that is a separate engagement.

Platform deep dives

Context on both ends of the pair

Productive logo

Productive

Source

Strengths

  • Integrated billing — generates invoices directly from tracked time without exporting to a separate accounting tool.
  • Resource planning with team-level capacity views helps managers balance workloads across projects.
  • Recurring budgets on Professional+ support retainer-style engagements with automated period resets.
  • Rate cards enable per-role or per-person billing rates tied directly to tracked time.
  • Account-level custom fields allow structured data capture without requiring external databases.

Weaknesses

  • Task-only exports are possible via CSV, but full data export including financials and custom fields requires either in-app table exports per section or direct API work.
  • Billing and budgeting features add onboarding complexity compared to simpler task-only tools, leading to underutilization by new customers.
  • Support tiers mean Essential users have limited access to migration assistance beyond self-service CSV imports.
  • AI features and advanced reporting are gated behind the Ultimate tier, making cost-of-ownership unpredictable as teams adopt those capabilities.
  • Invoicing depends on recognized time — unrecognized entries can silently block billing if teams don't follow the correct workflow.
Trello logo

Trello

Destination

Strengths

  • Generous free tier with unlimited users and 10 boards, the lowest barrier to entry among major project management tools.
  • Intuitive drag-and-drop Kanban interface requires no training or onboarding documentation.
  • Deep Atlassian integration with Jira, Confluence, and Bitbucket for teams already in the ecosystem.
  • Built-in Butler automation covers rule-based triggers without requiring third-party integrations.
  • REST API with comprehensive documentation enables programmatic access to all core objects.

Weaknesses

  • Reporting and analytics are absent, with no built-in velocity tracking, burndown charts, or historical performance metrics.
  • The flat board/list/card data model scales poorly for complex projects requiring hierarchical task structures.
  • Customization is limited compared to platforms like Asana, monday.com, or Jira that offer richer field types and workflow configuration.
  • Advanced views (Timeline, Dashboard) require Premium and are not available on Standard, inflating total cost for teams needing visibility features.
  • Guest user billing rules are confusing and prone to accidental seat overages when guests join multiple boards.

Complexity grading

How hard is this migration?

Standard Project Management 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 Productive and Trello.

  • 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

    Productive: Not publicly documented with specific numbers in current research.

  • Data volume sensitivity

    A

    Productive exposes a bulk API — large-volume migrations stream efficiently.

Estimator

Estimate your Productive to Trello 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 Productive to Trello data migrations

Answers to the questions buyers ask most during Productive to Trello migration scoping. Not seeing yours? Book a call.

Can't find your answer?

Walk through your Productive to Trello migration with a real engineer — 30 minutes, free, written quote within 24 hours.

Book a free 30 minute consultation

Most migrations complete in two to three weeks for workspaces under 10,000 tasks with straightforward project structures and no financial record complexity. Migrations with large custom field sets, multiple boards to design, unrecognized time entries requiring pre-cutover invoice handling, or parallel financial data export scope extend to four to six weeks. The financial record export (time entries, budgets, invoices, expenses) runs in parallel with the Trello data migration and does not significantly extend the timeline.

Adjacent paths

Related migrations to explore

Ready when you are

Move from Productive.
Land in Trello, intact.

Tell us record counts and timeline. We'll come back with a written quote inside 1 business day — no commitment, no sales pitch.

Accuracy guarantee Rollback included Quote in 1 business day