CRM migration

Migrate from Timefold to HubSpot

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

Timefold logo

Timefold

Source

HubSpot

Destination

HubSpot logo

Compatibility

100%

12 of 12

objects map 1:1 between Timefold and HubSpot.

Complexity

BStandard

Timeline

48–96 hours of active migration time

Rollback included Accuracy guarantee Field-level validation

Overview

What this migration involves

Timefold is a constraint-solver platform for field service routing, employee shift scheduling, and pick-up-and-delivery optimization. Its data model centers on Tenants, Members, Models, Planning Entities, Problem Facts, and Constraint Configuration — not standard CRM objects. HubSpot's object model is built around Contacts, Companies, Deals, Tickets, and native Activities. These architectures diverge at the foundation: Timefold stores optimization output (plan scores, constraint weights, shift assignments, route sequences) that has no direct HubSpot equivalent. FlitStack AI migrates what can be migrated: member records become HubSpot Contacts; tenants become HubSpot Companies; shifts become Tasks; routes and plans become HubSpot Custom Objects; constraint configuration and score history become custom fields. What cannot migrate: Timefold's constraint solver (DRL rules, weight tuning, PlanningAI engine), real-time optimization behavior, and solver state — those must be rebuilt using HubSpot workflows or external systems. The migration extracts from Timefold's REST API using bearer-token authentication, paginates through tenants and plans, preserves parent-child relationships and assignment links, and loads into HubSpot via the Contacts API, Companies API, and custom-object bulk endpoints. We run a field-level diff on a sample slice before committing the full run.

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

Timefold logo

Timefold

What's pushing teams away

  • Steep learning curve when modeling custom constraints — teams struggle to correctly express business rules as DRL rules or Constraint Streams without specialist help.
  • Constraint enforcement bugs reported on GitHub (issue #307) cause unexpected infeasibility in production, particularly around capacity and dependency constraints.
  • Performance unpredictability at scale — without Enterprise Edition features (multithreaded solving, partitioned search), large datasets produce prohibitively slow solve times.
  • Lack of native no-code UI for business users — the platform is primarily developer-facing, making it harder for operations teams to tweak schedules directly.
  • Website performance issues noted in G2 review (occasionally slow loading) suggest infrastructure concerns for the managed SaaS offering.

Choosing

HubSpot logo

HubSpot

What's pulling them in

  • Lowest barrier to entry of any major CRM — the free tier with unlimited contacts lets teams validate fit before committing to a paid plan, according to G2 and Capterra reviewers.
  • Native integration between the CRM and sales engagement tools (sequences, email tracking, dialer) means no separate sync configuration, a theme across G2 Sales Hub reviews.
  • Pipeline visualization, deal tracking, and automated workflows are consistently praised as intuitive and easy to set up without developer involvement.
  • Strong onboarding for new team members — reviewers on Capterra and G2 highlight how quickly new reps become productive without formal training.
  • The HubSpot platform ecosystem (Marketing, Sales, Service, CMS hubs) allows growing companies to consolidate tools without building new integrations.

Object mapping

How Timefold objects map to HubSpot

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

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

Timefold

Tenant

maps to

HubSpot

Company

1:1
Fully supported

Timefold tenants represent organizational units in the planning platform. Each tenant maps to one HubSpot Company record as the top-level organizational container. Multi-tenant hierarchies (parent/child tenants) map using HubSpot's parent company field. Tenant metadata (created date, subscription tier) migrates as custom properties on the Company record.

Timefold

Member

maps to

HubSpot

Contact

1:1
Fully supported

Timefold members are the human users or resources who receive shift assignments and route plans. Each member becomes a HubSpot Contact with name, email, phone, and role information preserved. Member status (active/inactive) and member type (employee, contractor) become HubSpot Contact custom properties.

Timefold

Role

maps to

HubSpot

HubSpot Team

1:1
Fully supported

Timefold roles define access permissions and skill designations for members within a tenant. Roles map to HubSpot Teams for permission grouping, with role names and skill tags preserved as team description fields or custom properties. Complex multi-skill role definitions that exceed HubSpot Teams scope are surfaced as additional custom Contact properties.

Timefold

Model

maps to

HubSpot

Custom Object (Timefold_Model)

1:1
Fully supported

Timefold models define the type of optimization problem (field service routing, shift scheduling, vehicle routing). These have no direct HubSpot equivalent, so we create a Timefold_Model custom object to store model name, model type, constraint count, and planning horizon as custom properties. The custom object provides a reference catalog for all migrated plans.

Timefold

Plan (solution snapshot)

maps to

HubSpot

Custom Object (Timefold_Plan)

1:1
Fully supported

A Timefold plan is the solver output at a point in time — shifts assigned, routes sequenced, score calculated. We create a Timefold_Plan custom object holding the plan name, model reference, plan timestamp, solver score (parsed into hard/medium/soft components), and links to associated shift and route records. Plans are historical snapshots, not live solver state.

Timefold

Planning Entity (Shift)

maps to

HubSpot

Task

1:1
Fully supported

Shift planning entities represent work blocks assigned to members. These map to HubSpot Tasks with custom properties for shift start time, end time, location, required skills, and assigned member lookup. Task subject carries the shift identifier; task status reflects completion state from the source plan.

Timefold

Planning Entity (Route)

maps to

HubSpot

Custom Object (Timefold_Route)

1:1
Fully supported

Route planning entities in field service models represent vehicle or technician routes. HubSpot has no native route object, so we create a Timefold_Route custom object with stops (as line items or related custom records), vehicle reference, total distance, and route sequence. Route status and score contribution are preserved as custom properties.

Timefold

Problem Fact (Location)

maps to

HubSpot

Company

1:1
Fully supported

Timefold locations (depots, customer sites, job addresses) used as planning problem facts map to HubSpot Company records. Address, name, and location type (depot, customer, waypoint) are preserved. Locations used in route plans are linked to the relevant route via custom object associations.

Timefold

Problem Fact (Vehicle)

maps to

HubSpot

Deal

1:1
Fully supported

Vehicles used in routing models represent assets or resources available for assignments. These map to HubSpot Deals with custom properties for vehicle ID, capacity, skills, and availability windows. The Deal object provides a natural container for vehicle-specific data and can link to associated route records.

Timefold

Constraint Configuration

maps to

HubSpot

Custom Properties on Plan object

1:1
Fully supported

Timefold constraint rules (hard, medium, soft) with weight values have no HubSpot equivalent. We store constraint names, types, and weights as custom properties on the Timefold_Plan custom object. Constraint builders (DRL expressions, nearby selection rules) are preserved as long-text reference fields for rebuild planning.

Timefold

Solver Score

maps to

HubSpot

Custom Fields on Plan object

1:1
Fully supported

Timefold solver scores follow the format 0hard/-257medium/-6119520soft. We parse these into three separate custom number fields on the Timefold_Plan object: Score_Hard__c, Score_Medium__c, and Score_Soft__c. This enables reporting and filtering in HubSpot without parsing the composite string. Each score component can then be used individually in HubSpot workflow conditions, list filters, and dashboard visualizations for plan quality analysis.

Timefold

Assignment (member-to-shift link)

maps to

HubSpot

Task–Contact association

1:1
Fully supported

The solver assigns members to shifts as a core planning variable. In HubSpot, each Task carries an assigned-owner link to the corresponding Contact record. The assignment timestamp and any override flags are stored as custom properties on the Task for audit continuity.

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.

Timefold logo

Timefold gotchas

High

Score DRL to Constraint Streams migration is non-trivial

High

Hard constraint enforcement failures reported in production

Medium

Solver migration bugs are upstream-dependent

Medium

Neighborhoods API is preview-only and subject to breaking changes

Low

Commercial tier features are edition-gated without feature-flag documentation

HubSpot logo

HubSpot gotchas

High

Marketing Contacts billing model is migration-critical

High

Feature tier gating is not visible until onboarding

Medium

Mandatory onboarding fees inflate year-one cost

Medium

HubSpot CSV importer cannot migrate engagements or attachments

Medium

Custom objects require Enterprise and a pre-existing schema

Pair-specific challenges

  • Constraint solver logic cannot migrate — optimization behavior requires a full rebuild

    Timefold's core value is its constraint-solver engine: DRL-defined constraint rules, weight tuning, nearby selection configuration, and multi-stage move strategies that produce optimal plans. HubSpot has no native constraint-solver equivalent. Workflows in HubSpot are event-triggered action sequences, not mathematical optimization engines. We migrate constraint configuration as reference data (names, types, weights stored in custom fields on the Plan object), but the solver's optimization logic must be rebuilt in HubSpot using workflows, custom code, or an external optimization service. Teams should plan for this rebuild scope before committing to migration.

  • Plan snapshots are point-in-time results — live solver state does not transfer

    Timefold produces an optimized plan at the moment the solver runs. That plan captures shift assignments, route sequences, and scores for that specific planning run. The solver does not continuously update a stored plan; if conditions change (a technician calls out, a job cancels), the solver must re-run to produce a new plan. When we migrate plans to HubSpot as Timefold_Plan custom objects, we are preserving historical snapshots — not a live optimization loop. Any integration between HubSpot data and Timefold optimization must be designed as a new API-based workflow: HubSpot triggers a solver run in Timefold, and Timefold returns the result to HubSpot as a custom record update.

  • Many-to-many relationships between members and shifts require HubSpot junction objects

    Timefold's planning model natively supports N-to-N relationships: a member can be assigned to multiple shifts across a planning horizon, and a shift can be assigned to different members when re-optimized. HubSpot's standard object model does not have a native junction object for the Task-to-Contact relationship beyond the task owner's single OwnerId. We handle this by storing the primary assignment on the Task record (via OwnerId) and surfacing additional historical assignments as a custom multi-select property or a related custom junction object. Your HubSpot admin selects the preferred approach before migration runs.

  • Solver scores migrate as reference data — no HubSpot reporting integration

    Timefold solver scores (hard/medium/soft components) evaluate plan quality against configured constraints. We parse these into three custom number fields on the Timefold_Plan object, enabling basic filtering and sorting in HubSpot reports. However, there is no HubSpot-native mechanism to compute, update, or react to solver scores. If your team uses solver scores to make operational decisions (threshold-based escalation, score trending), those decision rules must be rebuilt as HubSpot workflows with hardcoded thresholds against the custom number fields, or handled by an external system with live Timefold API access.

  • Timefold API rate limits apply during extraction — large plan histories require pagination strategy

    Timefold's REST API enforces rate limits per API key (documented limits vary by plan tier). A tenant with hundreds of completed plans, each containing hundreds of shifts and route stops, generates a large number of API calls during extraction. We implement cursor-based pagination and respect the rate limit headers returned by the Timefold API. For migrations exceeding 50,000 total records, we schedule extraction during off-peak hours and break the job into batches to avoid throttling. The extraction run time is included in the migration timeline estimate.

Migration approach

Six steps for a successful Timefold to HubSpot data migration

  1. Discovery and data audit

    We authenticate to Timefold via REST API using your bearer token, enumerate all tenants accessible under your account, and audit the full object inventory: member count, plan history volume, constraint configurations per model, and relationship graph density (how many shifts per plan, how many route stops per plan). This step identifies which custom objects need creation in HubSpot, how many custom properties are required, and whether any tenant data exceeds API pagination limits. We deliver a migration scope document before any data moves.

  2. HubSpot schema setup

    We create the custom objects and custom properties in HubSpot required for Timefold data: the Timefold_Model and Timefold_Plan custom objects, the Timefold_Route custom object, and all custom fields for solver scores, constraint configurations, shift metadata, location types, and vehicle references. Properties are created with correct types (datetime, number, pick-list, multi-select) before any data loads. HubSpot property name limits and character restrictions are applied during schema design.

  3. API extraction and relationship mapping

    We extract all data from Timefold's REST API: member records, shift assignments, route plans, location records, vehicle records, constraint configurations, and plan scores. Extraction uses cursor-based pagination to handle large plan histories and respects Timefold API rate limits. Relationships are preserved in the extraction output: which member is assigned to which shift, which plan contains which shifts and routes, and which location is referenced by which stop.

  4. Data transformation

    We transform extracted Timefold records into HubSpot-compatible format. JSON-based solver scores are parsed into separate hard/medium/soft custom fields on the Plan object. Member-to-shift assignments map to HubSpot Task ownership with additional historical assignment properties. Many-to-many relationships are resolved against your chosen junction strategy. Constraint rule definitions are serialized as long-text custom field values. Any records with missing required fields are flagged in a pre-load validation report.

  5. HubSpot load and validation

    We load data into HubSpot in dependency order: Companies first, then Contacts, then Tasks, then custom objects. Relationships resolve during load (Contact tenant affiliation, Task owner assignment, Plan model reference). We run a field-level diff comparing record counts, property completeness, and relationship integrity against the Timefold source data. A reconciliation report is delivered before you cut over. If validation fails, one-click rollback reverts all loaded records and the issue is addressed before a retry.

  6. Cutover and delta pickup

    During cutover, Timefold remains fully operational with no write access required from our system. A delta-pickup window (24–48 hours) captures any records modified in Timefold between the initial extraction and your go-live decision. After cutover confirmation, we deliver the full migration audit log, a constraint-rebuild reference document mapping each Timefold constraint rule to a recommended HubSpot workflow equivalent, and a post-migration data quality report. Your Timefold instance can be decommissioned or downgraded after you confirm data integrity in HubSpot.

Platform deep dives

Context on both ends of the pair

Timefold logo

Timefold

Source

Strengths

  • Apache 2.0 open-source solver with no licensing cost for self-hosted deployments.
  • Three production-grade pre-built models covering field service, shift scheduling, and vehicle routing.
  • Enterprise Edition enables multithreaded solving and partitioned search for large-scale optimization.
  • REST API with X-API-KEY authentication provides straightforward integration into existing backend systems.
  • Active open-source community on GitHub (1.6k stars) with Stack Overflow support and partner consulting network.

Weaknesses

  • Java/Kotlin-centric architecture excludes non-JVM languages from direct solver embedding without wrapper services.
  • Constraint authoring requires operations-research knowledge; no low-code or visual constraint builder for business analysts.
  • Single G2 review with 4.5/5 rating — very limited third-party validation compared to established FSM platforms.
  • Pricing is not publicly documented on the website, requiring a sales contact for commercial tier costs.
  • Platform is specialized for scheduling optimization and does not function as a general CRM, ERP, or project management tool.
HubSpot logo

HubSpot

Destination

Strengths

  • Genuinely useful free CRM tier with no seat limit on contact records.
  • All-in-one sales engagement layer (sequences, email tracking, calling, dialer) embedded natively in the CRM, eliminating a separate integration.
  • Intuitive interface and fast onboarding for individual reps, per G2 and Capterra reviews.
  • Workflow automation triggers across contacts, deals, and tickets with a visual builder.
  • API coverage for all standard objects including custom objects at Enterprise tier.

Weaknesses

  • Pricing model is contact-based at the marketing layer — importing all records as marketing contacts can multiply the monthly bill by 4×.
  • Feature tier cliffs are frequent surprises: sequences, calling, advanced reporting, and quoting are all gated, often requiring plan upgrades mid-implementation.
  • Mandatory onboarding fees at Professional ($1,500) and Enterprise ($3,500) are not prominently disclosed on the pricing page.
  • API rate limits are restrictive for bulk migration — burst limits of 100-200 req/10sec and search endpoint limits of 4 req/sec require careful job queuing.
  • Custom objects, additional pipelines, and advanced forecasting are Enterprise-only, making cost projections difficult for growing teams.

Complexity grading

How hard is this migration?

Standard CRM migration. 1 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 Timefold and HubSpot.

  • Object compatibility

    B

    1 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

    Timefold: Not publicly documented on the Timefold Platform REST API.

  • Data volume sensitivity

    A

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

Estimator

Estimate your Timefold to HubSpot 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 Timefold to HubSpot data migrations

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

Can't find your answer?

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Book a free 30 minute consultation

Active migration execution runs 48–96 hours for typical setups under 25,000 total records. Planning, schema design, and validation add 1–2 weeks before the first record moves. Large migrations with high plan volumes, hundreds of constraint configurations, or complex multi-tenant hierarchies extend to 3–4 weeks total. The longest single step is usually the extraction audit — understanding which solver models and plan histories exist — rather than the data movement itself.

Adjacent paths

Related migrations to explore

Ready when you are

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