Project Management migration

Migrate from Output Time to Trello

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

Output Time logo

Output Time

Source

Trello

Destination

Trello logo

Compatibility

67%

8 of 12

objects map 1:1 between Output Time and Trello.

Complexity

BStandard

Timeline

2-3 weeks

Rollback included Accuracy guarantee Field-level validation

Overview

What this migration involves

The Output Time to Trello migration is primarily a schema transformation exercise: Output Time organizes work as Projects containing Tasks and Subtasks with time entries and milestones, while Trello uses Boards containing Lists containing Cards. The highest-risk constraint is Output Time's absence of a documented public API, which means we must coordinate direct database exports or manual CSV extracts before any data moves. Time entries present the most significant data loss risk because Trello has no native billable-hour model; we preserve hours logged, billable flags, and notes as Custom Fields on each Card so the data remains queryable. Milestones from Output Time map to due dates or labels on Cards, and the parent-child subtask hierarchy requires flattening or checklist conversion depending on depth. We do not migrate Output Time invoicing records, attachment files, or the built-in reporting dashboards; these are flagged in the pre-migration inventory for manual rebuild in Trello or a reporting 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

Output Time logo

Output Time

What's pushing teams away

  • Users report that Output Time lacks integrations with popular tools like Slack, QuickBooks, and Google Workspace, limiting its utility in modern stacks.
  • The platform's interface and feature set have not kept pace with competitors, with users citing outdated UX and missing agile methodologies support.
  • Teams requiring real-time collaboration, live dashboards, or advanced reporting find Output Time insufficient for their needs.
  • Absence of a public API makes Output Time difficult to automate, integrate, or migrate data out of, frustrating technical users.
  • Scaling beyond small team usage reveals performance issues, limited customization, and lack of enterprise features like SSO and audit logging.

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 Output Time objects map to Trello

Each row shows how a Output Time 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.

Output Time

Project

maps to

Trello

Board

1:1
Fully supported

Output Time Projects map to Trello Boards. Each project name, description, status, start date, and end date become the Board name, description, and optional start date Power-Up field. We create one Board per Project and map the project's team members to Board members. Output Time's one-time payment unlimited-user model means all project members are available for Board invitation without per-seat restrictions.

Output Time

Task

maps to

Trello

Card

1:1
Fully supported

Output Time Tasks map to Trello Cards on the appropriate Board. Task name becomes Card title, description maps to Card description (preserving rich text where present), assignee maps to Card member, due date maps to Card due date, priority maps to a Card label (we use color-coded labels for Low/Medium/High/Critical), and status maps to the Card's List position. If the destination Board has Lists representing task stages (To Do / In Progress / Done), we map Output Time status to the corresponding List.

Output Time

Subtask

maps to

Trello

Checklist Item

1:many
Fully supported

Output Time Subtasks are children of Tasks. Trello Cards do not have native nested cards on Standard plans; we convert subtasks to Checklist items on the parent Card. Subtask name becomes checklist item text, assignee maps to a @mention note in the item description, and due date is preserved as a note in the checklist item. For migrations where subtasks have their own subtasks, we flatten the hierarchy to a two-level structure: parent task card contains all child subtask checklist items.

Output Time

Time Entry

maps to

Trello

Custom Field on Card

lossy
Fully supported

Output Time Time Entries (hours logged, billable flag, notes, user, date) have no native Trello equivalent. We store the most recent time entry per task as a number Custom Field named Hours Logged on the Card, and the billable flag as a checkbox Custom Field named Billable. For multiple entries per task, we aggregate total hours into the Custom Field and preserve a summary in the Card description. The full time entry log (per-entry date, user, notes, duration) is delivered as a CSV export alongside the migration so customers can import into a time-tracking Power-Up post-migration.

Output Time

Milestone

maps to

Trello

Card due date or label

lossy
Fully supported

Output Time Milestones are dated checkpoints within a project. Trello has no native milestone object. We map milestones with a target date to the Card with the closest due date, using a label named Milestone to flag them. If a milestone has multiple tasks, we add a Milestone label to each related Card and set the Card due date to the milestone target date. Milestone ordering is preserved as a note in the Card description naming the milestone phase.

Output Time

User / Team Member

maps to

Trello

Trello Member

1:1
Fully supported

Output Time Users (email, display name, role) map to Trello Members on each Board. We resolve by email match. Users without a corresponding Trello account are added as Workspace Members during migration so they appear as Board invitees. Output Time's role (Admin, Manager, Member) maps to Trello Workspace admin or standard member status. We flag any user without an email for manual mapping.

Output Time

Client

maps to

Trello

Card label or member

lossy
Fully supported

Output Time Clients are contact records associated with projects. Trello does not have a native client or company object. We map client name to a Card label (e.g., Client: Acme Corp) so customers can filter boards by client. If the client's email is present, we also add them as a Board member with read-only access if the Trello plan supports guest accounts.

Output Time

Custom Field (project-level)

maps to

Trello

Custom Field on Board

1:1
Fully supported

Output Time project-level custom fields map to Board-level Custom Fields in Trello. We attempt type inference from stored values: text values become text Custom Fields, dates become date Custom Fields, numbers become number Custom Fields. Where the inferred type conflicts with Trello's allowed field types (e.g., multi-value text into a dropdown field), we create a text field and flag the conflict in the pre-migration field map for customer review.

Output Time

Custom Field (task-level)

maps to

Trello

Custom Field on Card

1:1
Fully supported

Output Time task-level custom fields map to Card Custom Fields in Trello. Trello Custom Fields are available from the Standard tier ($5/seat/month). We map the custom field name and value, applying the same type-inference logic as project-level fields. The customer must ensure Trello Standard or above is active before migration if task-level custom fields are in use; we flag this as a pre-migration requirement.

Output Time

Tag / Label

maps to

Trello

Trello Label

1:1
Fully supported

Output Time Tags applied to tasks map directly to Trello Labels on Cards. Tag name becomes Label name; we attempt to match to a Trello standard color where the tag name matches a Trello color label (e.g., red, orange, yellow, green, purple, blue, sky, lime, pink, black), otherwise we assign a default color. Tags with multiple values per task create multiple Label assignments on the Card.

Output Time

Attachment

maps to

Trello

None (flagged for manual re-upload)

1:1
Fully supported

Output Time stores file attachments on tasks and projects internally with no API access to retrieve them. We do not migrate attachments. We inventory every attachment by filename, the task or project it is attached to, and its approximate size, and deliver this inventory as a CSV. The customer manually downloads attachments from Output Time and re-uploads them to the corresponding Card in Trello post-migration. We provide a re-attachment guide mapping each file to its destination Card.

Output Time

Invoice Record

maps to

Trello

None (not supported)

1:1
Fully supported

Output Time invoicing records (line items, totals, status) have no equivalent in Trello. We extract invoice data as a structured CSV (client, project, line items, total amount, status, date) and deliver it alongside the migration. The customer recreates invoices in a dedicated billing tool or exports them to a spreadsheet for record-keeping. Trello does not support invoice import.

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.

Output Time logo

Output Time gotchas

High

No public API means migrations require manual or database-level export

High

Attachment files are not accessible via API

Medium

Custom fields may not map cleanly to destination schemas

Medium

Time entry billable flags may not transfer as expected

Low

Invoice and billing data export is not standardized

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

  • Output Time has no public API for data extraction

    Output Time does not publish a documented public API, so we cannot programmatically pull records via OAuth or API key. We handle this by requesting direct database export access (MySQL or PostgreSQL depending on Output Time deployment) or by working with CSV exports provided by the customer from the admin interface where available. Database access requires the customer to grant read-only credentials to a FlitStack AI-owned IP address. Scoping time typically adds one to two weeks to account for export preparation, schema validation, and sample record verification before migration begins.

  • Time entries have no native Trello representation

    Trello has no built-in billable time tracking. Hours logged, billable flags, and time entry notes from Output Time cannot map to a native Trello object. We preserve the most recent time entry per task as Card Custom Fields (Hours Logged, Billable checkbox) and aggregate total hours, but the per-entry detail log (date, user, notes, duration for each time record) is delivered as a CSV. Customers who rely on billable hour reporting should plan to use a Trello Power-Up (e.g., Time in List, Planyo, or a time-tracking integration) post-migration to continue logging time against Cards.

  • Subtask hierarchy must flatten to Trello checklists

    Output Time supports nested subtasks (Task > Subtask > Sub-subtask). Trello's Standard and Free tiers support only one level of checklist items within a Card; nested cards are available on Premium. We convert all Output Time subtasks to checklist items on the parent Card. If the source subtask has its own subtasks, we flatten to a flat checklist and preserve the hierarchy depth as a text prefix (e.g., '1.1 Sub-item name') in the checklist item text. Customers requiring full hierarchy preservation need Trello Premium and should request a nested-card migration during scoping.

  • Custom fields require Trello Standard tier or above

    Trello Custom Fields are available only on Standard ($5/seat/month), Premium ($10/seat/month), and Enterprise ($17.50/seat/month) plans. The Free plan does not support typed custom fields on Cards. If the migration includes Output Time custom fields (which most production instances use), the customer must upgrade to Trello Standard before migration begins. We flag this during discovery and confirm the tier before the migration start date. We do not proceed with a custom field migration into a Free-tier workspace.

  • Card descriptions have a 32,768-character limit

    Trello Cards cap descriptions at 32,768 characters. Output Time task descriptions have no stated character limit. We truncate descriptions that exceed the limit and append a note '[Truncated — full content available in migration export]'. We identify records at risk of truncation during the pre-migration audit and flag them in the field map so the customer can decide whether to trim before migration or review the full content in the delivered CSV export.

Migration approach

Six steps for a successful Output Time to Trello data migration

  1. Discovery and export coordination

    We audit the Output Time instance via database access or admin-exported CSVs, capturing Projects, Tasks, Subtasks, Time Entries, Milestones, Users, Clients, Custom Fields, Tags, and Attachments. We document the record counts per object, the active custom field definitions and their inferred types, the time entry volume per task, and the milestone count per project. We confirm with the customer which Trello plan is active (Standard required for custom fields) and collect Trello API credentials (key and token from trello.com/app-key) and Workspace ID. We request database read-only credentials or confirm CSV export availability from the Output Time admin interface.

  2. Schema design and label mapping

    We design the Trello target schema: one Board per Output Time Project, Lists per Output Time status or workflow stage (we use a standard To Do / In Progress / Review / Done unless the customer provides a custom stage map), Card Custom Fields for time data and Output Time task-level custom fields, and Labels mapped from Output Time tags. We define the milestone-to-due-date conversion rule and confirm the subtask-to-checklist flattening approach. We produce a written field map that the customer reviews and approves before migration begins, including any truncation decisions for oversized descriptions.

  3. Sandbox migration and reconciliation

    We run a representative migration into a test Trello Board using 10-20 percent of the data (sampled across Projects with varying task counts and custom field usage). The customer reconciles Card titles, descriptions, assignees, due dates, checklist items, and custom field values against the source Output Time records and signs off before production migration. Any mapping corrections, label naming conventions, or custom field type adjustments happen here.

  4. Production migration: Boards and Cards

    We migrate in dependency order: Workspace Members first (from Output Time Users), then Boards (from Projects), then Lists (from status map), then Cards (from Tasks with milestone and tag assignments resolved), then Checklist items (from Subtasks), then Card Custom Fields (time entries and task custom fields), and finally Card Labels (from Output Time tags). Each phase emits a row-count reconciliation report. We use Trello's REST API with rate-limit handling and exponential backoff. The customer freezes Output Time writes during this window to prevent delta records accumulating post-migration.

  5. Delta migration and attachment inventory delivery

    We capture any records modified in Output Time during the migration window (new tasks, updated statuses, new time entries) and apply them as a delta migration into Trello. We deliver the attachment inventory CSV (filename, source task/project, destination Card, re-upload instructions), the time entry detail CSV (per-entry date, user, duration, billable flag, notes), and the invoice summary CSV. We do not upload attachments or recreate invoices; these are manual post-migration tasks.

  6. Cutover, validation, and handoff

    We validate the production migration by spot-checking 25-50 Cards across Boards, confirming Card-to-Task fidelity, label assignments, custom field values, and checklist completeness. We deliver the migration summary report and the attachment and time entry CSV files. We support a three-day hypercare window for reconciliation issues. We do not rebuild Output Time reporting dashboards in Trello; we recommend a Trello analytics Power-Up or a Looker Studio connector for teams requiring historical project reporting post-migration.

Platform deep dives

Context on both ends of the pair

Output Time logo

Output Time

Source

Strengths

  • One-time payment pricing eliminates ongoing subscription costs and simplifies budget planning for small teams.
  • Unlimited users and clients on any plan removes seat-based restrictions common in competing tools.
  • Built-in time tracking with billable hour recording supports agencies and consultants managing client work.
  • Task hierarchy with milestones, subtasks, and due dates provides sufficient structure for straightforward project management.
  • Self-hosted or lightweight cloud deployment options give teams control over data residency.

Weaknesses

  • No documented public API restricts automation, third-party integrations, and data export capabilities.
  • Limited feature set compared to modern project management platforms; lacks Gantt charts, resource management, and agile boards.
  • Minimal collaboration features including no real-time sync, commenting, or document co-editing.
  • No mobile app or limited mobile UX restricts access for field or remote workers.
  • Absence of enterprise features such as SSO, SCIM provisioning, role-based access controls, and audit logging.
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. 1 of 8 objects need a manual workaround.

B

Overall complexity

Standard migration

Derived from compatibility, mapping clarity, API constraints, and data volume across Output Time and Trello.

  • Object compatibility

    B

    1 of 8 objects need a manual workaround.

  • 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

    Output Time: Not publicly documented.

  • Data volume sensitivity

    B

    Output Time doesn't expose a bulk API — REST + parallelization used for high-volume runs.

Estimator

Estimate your Output Time 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 Output Time to Trello data migrations

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

Can't find your answer?

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Most migrations land between two and three weeks for accounts under 500 tasks, 50 projects, and no complex custom field usage. The primary time driver is export coordination: Output Time has no API, so the customer or their IT team must provide database access or prepare manual CSV exports before we can begin schema mapping. Migrations with large time entry histories (over 5,000 entries), active custom fields across all tasks, or subtask-heavy hierarchies move to five to eight weeks because of custom field type reconciliation, time entry CSV aggregation, and validation time.

Adjacent paths

Related migrations to explore

Ready when you are

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