Migrate from Groove to Pylon with precision & ease

A seamless, customizable migration solution for moving your Groove data with perfect fidelity and minimal disruption.

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Last updated August 2026

Groove
Pylon
MIGRATION OVERVIEW

Why teams migrate from Groove to Pylon

The core problem
Migrating from Groove to Pylon requires a fully custom API-based ETL pipeline — there is no native import wizard or one-click migration path between the two platforms. Groove's data model is flat (Ticket → Customer → Messages), while Pylon's is relational (Account → Contact → Issue → Messages), requiring structural transformation before any data can be loaded. Key custom work includes deriving Pylon Accounts from Groove Company objects or customer email domains, pre-creating Contacts and Tags, mapping conversation states, and flattening incompatible custom field types. Pylon's Issues API is rate-limited to 10 requests per minute, creating a hard throughput ceiling of approximately 600 issues per hour before message and attachment overhead is factored in.
Why this matters for your migration
KEY CHALLENGES

What makes this migration complex

These are the architectural mismatches and technical hurdles specific to a Groove to Pylon migration.

Most Critical

Relational Hierarchy Transformation

Groove's flat Ticket-to-Customer model must be restructured into Pylon's four-level relational hierarchy (Account → Contact → Issue → Messages), requiring a non-trivial transformation layer in the ETL pipeline.

Blocks all downstream imports if mapped wrong

Account Derivation Without Clean Data

Pylon requires all Contacts to belong to Accounts, but Groove instances often store only free-text company name fields or no company data at all, forcing migration engineers to derive Accounts from email domains with special handling for shared providers like Gmail and Yahoo.

Pylon API Rate Limit Bottleneck

Pylon's Issues creation endpoint is capped at 10 requests per minute, limiting throughput to approximately 600 issues per hour and extending migration windows for large datasets to 16+ hours before message and attachment loading is included.

Thread and Attachment Preservation

Groove's REST API v1 returns truncated summary fields and requires secondary API calls to retrieve full message threads, while binary attachments are excluded from the JSON export entirely and must be fetched separately.

Custom Field Type Incompatibility

Groove's GraphQL exposes custom field types including ADDRESS, FILE, and MONEY that have no direct Pylon equivalents and must be manually flattened into Pylon-supported types such as text, URL, or numeric fields before loading.

CSAT and Snooze Data Loss

Groove CSAT scores and conversation ratings have no corresponding Pylon import field, and Groove's snooze wake-up timestamps are dropped when mapped to Pylon's on_hold state, requiring a deliberate decision to store, transform, or discard this data before migration begins.

COMPLETE COVERAGE

Intelligent Human-Verified Data Mapping

Our migration engineer precisely maps every data point from Groove to Pylon, ensuring perfect continuity for your customer support operations.

Groove
Pylon
Tickets
Conversations
Messages
Messages
Customers
Contacts
Companies
Accounts
Agents
Agents
Groups
Teams
Mailboxes
Not Available
Folders
Not Available
Attachments
Attachments
Tags
Tags
Notes
Notes
Knowledge Base Articles
Knowledge Base Articles
Knowledge Base Categories
Not Available
Custom Fields
Custom Fields
Ticket Assignments
Conversations
Ticket State Changes
Conversations
Webhooks
Not Available
Rules
Not Available
Satisfaction Ratings
Not Available
Canned Replies
Not Available

Looking for more entity mappings?

Contact our team
MIGRATION RISK ASSESSMENT

Every migration risk, already solved

Migration between platforms is full of edge cases. Our engineers have identified every risk from Groove to Pylon and built proven solutions for each one.

High complexity
  • Accounts
    Pylon Accounts have no guaranteed source in Groove — they must be derived from GraphQL Company objects or email domain parsing, with manual normalization required for inconsistent company names and special-case handling for free email provider domains.
    Solved
  • Attachments
    Attachments are not included as binary files in Groove's JSON export, requiring a separate API-based extraction pass that significantly increases migration duration and introduces additional failure points for large file sets.
    Solved
  • Custom Fields
    Groove's ADDRESS, FILE, and MONEY custom field types do not exist in Pylon's type system and require manual mapping decisions to flatten into supported types, with potential for data loss or semantic distortion if not planned carefully.
    Solved
  • CSAT / Conversation Ratings
    Groove CSAT scores and ratings have no native import field in Pylon, meaning this data must either be stored in a custom text field, exported to an external system, or discarded with no recovery path after migration.
    Solved
Custom engineering
  • Tickets / Issues
    Core ticket data maps to Pylon Issues with reasonable fidelity via the /import/issues endpoint, but the 10 req/min rate limit makes large-volume migrations time-intensive and requires careful pipeline orchestration.
    Handled
  • Message Threads
    Full thread history requires using the export JSON or full GraphQL conversation queries rather than REST summary fields, which are intentionally truncated to approximately 100 characters and will silently lose content if used as the extraction source.
    Handled
  • Conversation State
    Groove's five states (unread, opened, pending, closed, spam) require deliberate mapping to Pylon's state model, and snoozed tickets lose their wake-up timestamp entirely when converted to Pylon's on_hold state.
    Handled
  • Knowledge Base Articles
    Groove's KB has no bulk export option and requires API extraction or a manual CSV request from Groove support, and the GraphQL KB endpoints are documented as still being built, making extraction reliability uncertain for large article libraries.
    Handled
Clean transfer
  • Contacts
    Groove Customers map directly to Pylon Contacts by email address, and Pylon's Contacts API allows 60 requests per minute, making pre-creation straightforward as long as Contacts are loaded before Issues reference them.
    Clean
  • Tags
    Tags have a direct mapping between Groove and Pylon, but Pylon requires tags to be pre-created and referenced by slug before Issues are loaded, making sequencing a prerequisite rather than a technical risk.
    Clean
What Our Customers Say

Real migration stories

Morgan Newlon
Direct Review
“Fantastic at both guiding us through the process and helping us fix things as they come up and dial them in.”
Morgan Newlon Dir. of Sales and Operations, Roofnest
Alec D.
Reviewed on G2
“The ease of the process and that ClonePartner was informing me what was going on at every step. If you're on the fence, do it. ClonePartner are great!”
Alec D. Customer Experience Manager
Jamie Lenda
Direct Review
“They were SO helpful. We had a few hiccups because our migration was in the middle of the process, but they were really flexible and did multiple delta migrations for us. We were able to map a lot of our old ticket data so it's usable for comparisons in the future.”
Jamie Lenda Director of Ecom Operations, Natural Life
Soubhi Alhayek
Direct Review
“Overall a great experience. We had to go back a few times to get everything just right, which was totally expected. The transition was smooth, and there was no data loss.”
Soubhi Alhayek Head of Customer Experience, Kilgour MD
Jacs Orr
Direct Review
“One of the easiest migrations I've ever been through. The team took care of everything — all our data, customer interactions and macros. The process was clear, straightforward and we felt supported all the way. An absolutely seamless experience for our support team and our customers.”
Jacs Orr Operations Manager, New Zealand Honey Co.
See all customer stories →
CUSTOM MIGRATION

Fully customizable engineer-led migration

Tailor your migration from Groove to Pylon exactly to your needs with our flexible customization options. Our experts will configure the perfect migration plan for your business.

Migration Filters

Conversation Type

Filter by chat, email, or social media conversations

Tag-Based Selection

Migrate tickets with specific tags only

User Selection

Migrate tickets for specific users or agents

Time Range

Migrate tickets from a specific time period

Data Types

Tickets & Conversations

Full conversation history with all metadata

Automations & Macros

Workflows, templates, and automation rules

Knowledge Base

Articles, categories, and help center content

Customer Profiles

Customer information and interaction history

ZERO DOWNTIME

Your timeline. Our engineers.

A dedicated engineer runs your migration, planned around your schedule and your data.

No babysitting a wizard. Avoid debugging errors yourself.

Looking for a more detailed migration timeline?

Contact our team

Speed

The migration timeline depends on both our turnaround time and yours.

We can complete a migration in under a day when the accounts are connected and the sample migration is approved promptly.

Background Sync

We also support migrating the newest records first, so you can go live faster while the rest of the data is synced in the background.

Data Volume Impact

Larger data volumes may require longer migration windows.

Continuous Operation

Weekend migrations minimize disruption to your customer service operations.

MIGRATION TIMELINE

Your Groove to Pylon migration, step by step

See how long your migration will take from start to finish. Drag the slider to estimate based on your data volume.

How many records are you migrating?

<10K 50K 100K 250K 500K 1M 2M 5M 10M+
Checklist ~3 days
Sample 1 day
Review ~2 days
Full 2 days
Delta 1 day
Your team ClonePartner

Estimated total

~9 business days

1

Migration Checklist

1 day · ClonePartner ~2 days · Your team

We prepare the optimal data mapping as a shareable spreadsheet. Your team reviews, approves, and adds any customizations.

2

Sample Migration

1 day · ClonePartner

We run a test migration with a representative sample of your data to verify mapping accuracy and identify any potential issues before the full run.

3

Review & Approve

~2 days · Your team

Your team reviews the sample migration results, confirms data accuracy and mapping, and gives the go-ahead for the full migration.

4

Full Migration

2 days · ClonePartner

We execute the complete migration of all your data to your new Pylon, with real-time progress tracking and comprehensive logging.

5

Delta Migration

1 day · ClonePartner

We capture and transfer any new data that was added or updated during the main migration to ensure no data is lost. This final sync keeps everything current.

Timeline is an estimate. Actual duration depends on API rate limits, data complexity, and your team's availability.

Get an exact timeline

Related Guides

Groove to Pylon Migration: A Technical Guide

Complete Technical Guide

Groove to Pylon Migration: A Technical Guide

Migrating Groove to Pylon requires a custom ETL pipeline. Pylon's 10 req/min Issues API is your bottleneck. Derive Accounts from email domains, pre-create Contacts and Tags, and plan for 3–10 business days.

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How to Export Data from Groove: Methods, API Limits & Portability

Export Guide

How to Export Data from Groove: Methods, API Limits & Portability

Use Groove's built-in export for archives. For migration-ready data, use REST v1 for tickets, messages, customers, attachments, and KB content, then validate counts and keep a delta sync running until cutover.

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Top Pylon Alternatives in 2026: TCO, Features & Migration Paths

Alternatives Guide

Top Pylon Alternatives in 2026: TCO, Features & Migration Paths

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Pros and cons of different migration options

Choosing the right approach is key because migrating from Groove to Pylon isn't just about moving data – it's about protecting customer relationships.

Feature / Criteria ClonePartner Automated Tools CSV Import In-house migration
Custom Scripting for complex data ✓ Engineers build & maintain ✗ No ⚠ Manual ✓ Yes – but costly
Sandbox & Pilot Migrations ✓ Full sandbox + pilot plans ⚠ Limited ✗ No ⚠ Often Informal
Manual validation & reconciliation ✓ Automated + manual QA ✗ No ✓ Yes (Manual) ✓ Heavy manual effort
Backup & rollback plan ✓ Robust procedures ✗ No ✗ No ⚠ Often incomplete
Handles automation and integrations ✓ Full support ⚠ Partial ✗ No ⚠ Possible but fragmented
Post-migration engineer support ✓ Dedicated engineers ✗ No ✗ No ⚠ Limited SLA
Adaptable to API changes ✓ Proactive adaptation ✗ No ⚠ Manual fixes ⚠ Slower response
Turnaround / SLA predictability ✓ Predictable SLAs ⚠ Fast but brittle ⚠ Slow and manual ⚠ Often slower
Data Security & Compliance ✓ High – enterprise grade ⚠ Medium (depends) ⚠ Low (manual) ⚠ Hidden gaps common
Pricing predictability ✓ Transparent & fixed ⚠ Low (per-job) ⚠ Low (manual hours) ⚠ High/variable OPEX
End-to-end project management ✓ Full E2E delivery & PM ✗ No ✗ No ⚠ Often partial
Business impact & opportunity cost ✓ No diversion of staff ✗ No ✗ No ⚠ Diverts engineering

What does an Engineer-led migration mean anyway?

Speed & Accuracy: Our Blended Method

We blend automation (smart scripts, bulk APIs) with human expertise for speed without risk. Our engineers manually check every mapping, validation, and exception.

You get:

  1. Speed of automation for bulk record migration
  2. Precision of engineers verifying integrity and business logic
  3. Pilot migrations and sandbox testing to catch issues early
  4. Real-time validation reports and rollback readiness
Result: 50x faster migrations than manual imports — with near-zero error rates.

Handling the Tricky Tech and API Details

The Groove and Pylon APIs each behave differently, which is where our engineers shine. We build custom logic to handle the data quirks where generic tools typically break.

We handcraft API logic for:

  1. Field mapping and transformation
  2. Pagination, rate-limit handling, and throttling
  3. Preserving conversation threads, attachments, and internal notes
  4. Syncing custom fields, SLAs, and macros without breaking structure
Our scripts: Natively retry failed calls, re-queue large attachments, and ensure data parity.

No Guesswork

We don't just promise smooth migrations—we measure and prove them. Every client receives a Migration Validation Report with all metrics.

Typical results across projects:

  1. 100% record-count parity between your Groove data and Pylon
  2. Zero downtime during staged cutovers
  3. 99.9% attachment integrity (verified via checksum)
  4. Full automation and preservation of all business rules
Our standard: Includes full SLA preservation and 30 days of engineer-assigned support post go-live.

We Adapt to Your Setup (Not the Other Way Around)

No two teams configure Groove or Pylon exactly the same way—with unique automations and data. We customize every migration script to fit your exact workflow, tags, and triggers.

Our engineers adapt for:

  1. Custom fields, ticket forms, and workflows
  2. Multi-brand or multi-language setups
  3. Historical imports and partial (date-based) migrations
  4. Integration re-mapping for CRMs, chat, or feedback tools
The promise: If your data doesn't fit a standard template, we build one just for you.

Enterprise-Grade Security & Compliance

Your customer data is precious. Our migration process maintains the highest standards of security and regulatory compliance.

SOC 2 Type II

Independently audited compliance with rigorous security standards

ISO 27001

Certified information security management system

GDPR

Full compliance with EU data protection regulations

HIPAA

Certified for handling protected health information

AES-256 Encryption

Bank-grade encryption for all stored credentials

Latest TLS

Secure transfer protocol for all data in transit

Role-Based Access

We follow role-based access control for every migration project

Scheduled Deletion

Automatic data purging after migration completion

FAQ

Frequently Asked Questions

Everything you need to know about migrating from Groove to Pylon. Can't find what you're looking for? Talk to our team.

Is there a native migration tool from Groove to Pylon?
No. There is no native import path, one-click tool, or built-in migration wizard between Groove and Pylon. You need a custom API-based ETL pipeline that extracts from Groove's REST or GraphQL API (or JSON export) and loads into Pylon's REST API.
How long does a Groove to Pylon migration take?
Expect 3–10 business days depending on volume. A small instance under 1,000 tickets takes 2–3 days. Larger instances with 10,000+ tickets and heavy attachments take 7–15 days including audit, pipeline development, runtime, QA, and delta sync.
What is the biggest bottleneck in a Groove to Pylon migration?
Pylon's Issues API rate limit of 10 requests per minute. This caps Issue creation at ~600 per hour. For instances with thousands of tickets, this single constraint dominates the pipeline runtime.
Can I import open Groove tickets into Pylon and keep the email thread alive?
Not through Pylon's historical migration path. Pylon recommends moving active email threads by replying on the existing Groove thread and CCing your Pylon support email, which creates a new live Pylon ticket that can continue normally.
How do I handle Groove customers without a company in Pylon?
Pylon organizes Contacts under Accounts. Derive Accounts from customer email domains. For customers on free email providers (gmail.com, yahoo.com), either create a catch-all Account or leave Contacts unaffiliated — Pylon supports both approaches.
How long does the Groove to Pylon migration take?
Most migrations complete within 1–5 business days, depending on data volume and complexity. We provide a detailed timeline after the initial assessment and can often complete small migrations in under 24 hours.
Will my team lose access to Groove during the migration?
No. Your source system remains fully operational throughout the entire migration. We run the migration in the background with zero downtime to your current operations.
Will there be downtime when migrating from Groove to Pylon?
No. Our migration process is designed for zero downtime. We use a staged approach with background sync and a fast cutover, ensuring no disruption to your live business operations.
How do I validate that everything migrated correctly?
Every client receives a Migration Validation Report with comprehensive metrics including record-count parity, attachment integrity verification via checksum, and full audit logs. We also offer unlimited sample migrations so you can verify before committing.
Do I need professional help for this migration?
While simple migrations can sometimes be handled in-house, professional help ensures zero data loss, proper field mapping, and preservation of relationships between records. Our engineer-led approach catches edge cases that automated tools miss.
Does ClonePartner provide guidance before committing?
Yes. We provide a free consultation and assessment. We'll review your data structure, discuss your requirements, and provide a detailed migration plan and fixed-price quote before you commit to anything.

Still have questions?

Book a free 30-minute consultation with our migration engineers. We'll walk you through the exact approach for your Groove→Pylon migration.

Contact our team

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Pylon Migration?

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Attention to Detail

We meticulously handle every aspect of your migration, ensuring no data is lost during transfer and mapping every field correctly between platforms.

Custom Solutions

Every business is unique. We tailor your migration strategy to match your specific requirements, workflows, and data structures.

Security & Compliance

Your customer data is handled with enterprise-grade security protocols, ensuring compliance with GDPR, HIPAA, and industry standards.