Automatically scan and catalogue every data source — on-premise databases, cloud warehouses, flat files, and APIs — using AI-driven profiling. Understand schema structures, data volumes, relationships, and quality baselines before a single byte moves, eliminating guesswork from day one.
Migrate™
AI-Assisted Data Migration & Transformation
Move complex enterprise data between platforms with greater speed, accuracy, and control.
Migrate™ is Mako's AI-assisted migration accelerator designed to simplify data discovery, mapping, transformation, execution, validation, and reconciliation across complex enterprise migration programs.
By combining intelligent automation with engineer-led governance, Migrate™ turns traditionally manual and script-heavy migration activities into a more structured, repeatable, and scalable engineering process.
The Challenge
Data Migration Is Rarely Just Data Movement
Enterprise migrations become complex long before the first record reaches the target platform.
Source systems contain years of historical data, custom fields, inconsistent structures, undocumented business rules, relationships, dependencies, and exceptions.
Migration teams are often forced to manage this complexity through spreadsheets, custom scripts, and repetitive manual validation.
The result
Lengthy data discovery and mapping
Complex source-to-target transformations
Inconsistent and incomplete source data
Hidden relationships and dependencies
Repetitive custom scripting
High manual validation effort
Difficult exception management
Increased migration risk
Limited reuse between migration projects
Every migration starts looking like a new engineering project.
Introducing Migrate™
Turn Migration into a Repeatable Engineering Capability
Migrate™ brings intelligence, automation, and engineering structure across the migration lifecycle.
Instead of treating data analysis, mapping, transformation, migration, and validation as disconnected activities, Migrate™ brings them together into a controlled migration workflow.
AI assists engineers with repetitive analysis and transformation activities, while human oversight remains central to business rules, exceptions, validation, and critical migration decisions.
From Source Data to Validated Target Data
- Source System
The databases, applications, and legacy stores the data is moving out of.
- AI-Assisted Discovery
Discover
Analyze source structures, fields, relationships, data patterns, quality issues, and migration dependencies.
- Intelligent Mapping
Map
Accelerate source-to-target mapping through intelligent recommendations and reusable mapping patterns.
- Transformation Engine
Transform
Apply normalization, formatting, enrichment, schema conversion, and business-specific transformation rules.
- Migration Workflows
Execute
Run controlled migration workflows with sequencing, dependency management, exception handling, and execution visibility.
- Validation & Reconciliation
Validate
Compare source and target data, reconcile migrated records, identify discrepancies, and validate migration completeness.
- Target Platform
Validated, reconciled data live in the destination system.
Core Capabilities
Intelligence Across the Migration Lifecycle
AI-generated field-level mappings between source and target schemas, with confidence scores and human-review workflows for edge cases. Semantic matching handles name changes, type mismatches, and structural differences so your team focuses on exceptions rather than repetitive manual mapping.
Apply business rules, cleansing logic, and format conversions at scale without hand-written ETL scripts. A library of pre-built transformations — deduplication, normalisation, currency conversion, date reformatting — accelerates delivery while a code-free interface keeps transformations auditable and maintainable.
Orchestrate the end-to-end migration across phases — extract, transform, load, verify — with configurable scheduling, dependency management, and rollback checkpoints. Real-time progress dashboards give stakeholders full visibility while automated alerting surfaces issues before they become blockers.
Enforce data quality rules at every stage of the pipeline with automated profiling, completeness checks, and anomaly detection. Configurable quality gates can pause or route records for remediation, ensuring only clean, compliant data reaches the target environment.
Row-level and aggregate reconciliation between source and target confirms data integrity post-migration. Automated diff reports, hash-based record matching, and business-rule assertions give auditors and business owners the evidence they need to sign off with confidence.
Built to Learn and Reuse
Don't Start Every Migration from Scratch
Migration knowledge developed during one implementation can become reusable intelligence for future projects.
Migrate™ enables teams to build and reuse
- 01
Mapping
TemplatesReusable source-to-target mappings.
- 02
Transformation
PatternsRepeatable data conversion and business-rule logic.
- 03
Migration
WorkflowsReusable execution patterns for common migration scenarios.
- 04
Validation
RulesStandardized checks for migration completeness and quality.
- 05
Migration
WorkflowsTarget-specific migration rules, dependencies, and implementation patterns.
Over time, migration experience becomes institutional engineering knowledge rather than project-specific code.
AI-Assisted. Engineer-Governed.
Automation Where It Helps. Human Judgement Where It Matters.
Complex migrations contain decisions that cannot always be inferred from data alone.
Business rules may be undocumented. Historical records contain exceptions. Target platforms impose constraints. And seemingly simple mapping decisions can affect downstream processes.
Migrate™ therefore keeps engineers in control.
01
AI assists with

- Data analysis
- Mapping recommendations
- Pattern identification
- Transformation assistance
- Validation
- Exception identification
Built for Real-World Migration Programs
One Engine. Multiple Migration Journeys.
- 01
SaaS Customer
OnboardingAccelerate customer data migration into SaaS platforms using reusable mappings, transformations, and validation patterns.
- 02
Enterprise Platform Migration
Move complex business data between CRM, ERP, PSA, ITSM, HRMS, and other enterprise applications.
- 03
Legacy System Modernization
Transform historical data and legacy structures into models suitable for modern cloud platforms.
- 04
Platform Consolidation
Consolidate fragmented information from multiple applications into standardized enterprise platforms.
- 05
Data Transformation Programs
Restructure and improve enterprise data as part of broader modernization initiatives.
- 06
Large-Scale Historical Migration
Migrate high-volume historical datasets while maintaining relationships, business rules, and validation controls.
Migration Ecosystem
Designed for Heterogeneous Enterprise Environments
Migrate™ is designed to support migration programs across enterprise platforms, SaaS applications, databases, and custom technology environments.
CRM
- Salesforce
- HubSpot
- Zoho
- Microsoft Dynamics
Enterprise Platforms
- ERP
- PSA
- ITSM
- HRMS
- Finance Platforms
SaaS Platforms
- Rocketlane
- Jira
- Customer Platforms
- Industry SaaS
Data Sources
- Relational Databases
- APIs
- Cloud Data Sources
- Files
- Legacy Systems
Custom Applications
Internally developed platforms and proprietary enterprise applications.
Deployment Models
Built for Different Enterprise Requirements
- 01
Mako Managed
Mako manages the migration environment and execution for organizations looking for accelerated implementation.
- 02
Customer Hosted
Deploy migration capabilities within customer-controlled infrastructure where security or operational requirements demand greater control.
- 03
Secure Private Environment
Support sensitive migration programs requiring stronger data isolation, governance, or regulatory controls.
Powered by Matrix Flow™
The Migration Accelerator within Matrix Flow™

Migrate™ is a core accelerator within Matrix Flow™, Mako's enterprise engineering framework for modernizing data, connecting systems, automating processes, and transforming platforms.
Within Matrix Flow™, Migrate™ specifically addresses the discovery, transformation, movement, quality, and validation of enterprise data.
This gives us a very simple product relationship:
- Matrix Flow™ provides the framework.
- Migrate™ accelerates the migration.
Why Migrate™
Migration Engineering Built for Complexity
AI-Assisted
Apply AI to repetitive analysis, mapping, transformation, and validation activities.
Engineer-Governed
Keep critical business rules, migration decisions, exceptions, and approvals under human control.
Reusable by Design
Convert migration knowledge into reusable mappings, workflows, transformation patterns, and validation rules.
Platform-Agnostic
Support migration across SaaS platforms, enterprise applications, databases, and custom environments.
Built for Complex Data
Handle relationships, dependencies, transformation rules, historical records, and platform-specific requirements.
Grounded in Customer Context
For complex migration programs, Mako's Forward Deployed Engineers (FDEs) work closely with customer and implementation teams to understand business rules, data dependencies, and platform constraints—helping adapt Migrate™ to the realities of each migration.
Business Outcomes
Migrate Faster. Reduce Risk. Improve Confidence
- 01
Faster Migration Cycles
Reduce repetitive discovery, mapping, transformation, and validation effort.
- 02
Lower Engineering Effort
Automate repeatable migration activities while focusing engineering expertise on complex requirements.
- 03
Improved Migration Accuracy
Apply structured data-quality checks, validation, and reconciliation throughout the migration lifecycle.
- 04
Reduced Migration Risk
Identify data problems, dependencies, and exceptions earlier in the process.
- 05
Greater Reusability
Turn completed migration experience into reusable engineering assets.
- 06
Faster Platform Adoption
Reduce migration bottlenecks that delay SaaS onboarding and enterprise platform implementations.
Let’s Build
Move Data with Intelligence and Confidence
From SaaS onboarding and enterprise platform migration to legacy modernization and complex historical data transformation, Migrate™ brings intelligence, automation, and engineering structure to every stage of the migration lifecycle.












