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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.

Explore Matrix Flow™

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

  1. Source System

    The databases, applications, and legacy stores the data is moving out of.

  2. AI-Assisted Discovery

    Discover

    Analyze source structures, fields, relationships, data patterns, quality issues, and migration dependencies.

  3. Intelligent Mapping

    Map

    Accelerate source-to-target mapping through intelligent recommendations and reusable mapping patterns.

  4. Transformation Engine

    Transform

    Apply normalization, formatting, enrichment, schema conversion, and business-specific transformation rules.

  5. Migration Workflows

    Execute

    Run controlled migration workflows with sequencing, dependency management, exception handling, and execution visibility.

  6. Validation & Reconciliation

    Validate

    Compare source and target data, reconcile migrated records, identify discrepancies, and validate migration completeness.

  7. Target Platform

    Validated, reconciled data live in the destination system.

Core Capabilities

Intelligence Across the Migration Lifecycle

  • 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.

  • 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

  1. 01

    Mapping
    Templates

    Reusable source-to-target mappings.

  2. 02

    Transformation
    Patterns

    Repeatable data conversion and business-rule logic.

  3. 03

    Migration
    Workflows

    Reusable execution patterns for common migration scenarios.

  4. 04

    Validation
    Rules

    Standardized checks for migration completeness and quality.

  5. 05

    Migration
    Workflows

    Target-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

A person typing on a laptop while a robot assistant, code panels and an AI assistant speech bubble float above the keyboard as a hologram
  • Data analysis
  • Mapping recommendations
  • Pattern identification
  • Transformation assistance
  • Validation
  • Exception identification

Built for Real-World Migration Programs

One Engine. Multiple Migration Journeys.

  1. 01

    SaaS Customer Onboarding

    Accelerate customer data migration into SaaS platforms using reusable mappings, transformations, and validation patterns.

  2. 02

    Enterprise Platform Migration

    Move complex business data between CRM, ERP, PSA, ITSM, HRMS, and other enterprise applications.

  3. 03

    Legacy System Modernization

    Transform historical data and legacy structures into models suitable for modern cloud platforms.

  4. 04

    Platform Consolidation

    Consolidate fragmented information from multiple applications into standardized enterprise platforms.

  5. 05

    Data Transformation Programs

    Restructure and improve enterprise data as part of broader modernization initiatives.

  6. 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

  1. 01

    Mako Managed

    Mako manages the migration environment and execution for organizations looking for accelerated implementation.

  2. 02

    Customer Hosted

    Deploy migration capabilities within customer-controlled infrastructure where security or operational requirements demand greater control.

  3. 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™

An engineer with glasses working at a laptop in front of two monitors showing workflow diagrams and system dashboards in a warmly lit office

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

  1. 01

    Faster Migration Cycles

    Reduce repetitive discovery, mapping, transformation, and validation effort.

  2. 02

    Lower Engineering Effort

    Automate repeatable migration activities while focusing engineering expertise on complex requirements.

  3. 03

    Improved Migration Accuracy

    Apply structured data-quality checks, validation, and reconciliation throughout the migration lifecycle.

  4. 04

    Reduced Migration Risk

    Identify data problems, dependencies, and exceptions earlier in the process.

  5. 05

    Greater Reusability

    Turn completed migration experience into reusable engineering assets.

  6. 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.

Explore Matrix Flow™
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