Connect & Profile
Bring in data from databases, warehouses, cloud storage, or file uploads. Automatic profiling reveals structure, quality issues, and sensitive data the moment your data lands.
AI-Powered Data Engineering Platform
Explore, Transform & Ship Data with AI That Never Hallucinates
A conversational AI workspace where you explore data with natural language, build transforms on an interactive canvas, and map to target schemas with contract-driven AI - zero hallucinations, from ingestion to export.
32+Data SourcesConnect to any enterprise database, warehouse, or cloud storage
10xFaster DeliveryFrom weeks of manual mapping to hours with AI assistance
0Hallucinated MappingsEvery AI decision is constrained and validated before execution
100%Audit CoverageEvery transformation tracked, versioned, and reviewable
Enterprise Workflow
How It Works
Four steps from raw source data to validated, production-ready pipelines.
Explore & Transform
Talk to your data in plain English. Build transformations visually, write code directly, or let AI generate them - all from a conversational workspace that tracks every action.
Map & Validate
AI maps fields to governed target schemas with zero hallucinations. Data quality gates catch issues before anything ships. Every mapping is validated and auditable.
Ship & Schedule
Export to any destination with one click - or schedule recurring runs to keep data flowing automatically. Reuse proven recipes across projects to accelerate future pipelines.
Built for the Enterprise
Capabilities
Everything you need to go from raw data to production pipelines - with AI you can trust.
Visual Pipeline Builder
See your entire data flow as an interactive graph. Add steps, inspect results, preview changes, and track history - all from one canvas.
No-Code Transformations
Filter, sort, group, join, and reshape data without writing a single line of code. Power users can drop into SQL or Python anytime.
AI That Understands Context
Smart suggestions based on your actual data. The AI detects quality issues - missing values, inconsistencies, outliers - and recommends fixes.
Guaranteed-Accurate Mapping
AI maps fields using constrained decision spaces, not open-ended generation. Hallucinated or incorrect mappings are structurally impossible, not just unlikely.
Automated Scheduling
Set up recurring pipeline runs on any schedule. Your data flows automatically - no manual triggers, no missed windows, no babysitting.
Schema Governance
Manage target schemas through a controlled lifecycle - draft, review, approve, and promote. Every schema change is tracked and versioned before it reaches production.
Data Quality Gates
Define validation rules that run before data ships. Catch type mismatches, missing required fields, and business rule violations before they reach your destination.
PII Detection & Security
Sensitive columns are automatically flagged during profiling. Multi-tenant isolation, role-based access, and complete audit trails keep your data compliant and secure.
Reusable Recipes
Turn proven pipelines into reusable recipes. Apply them across projects with compatible schemas - no need to rebuild transformations and mappings from scratch every time.
Universal Connectivity
Connect to 32+ enterprise data sources and destinations - databases, warehouses, cloud storage, and APIs. One platform to ingest from anywhere and export to everywhere.
Use Cases
One Platform, Endless Pipelines
Whether you're harmonizing clinical data, migrating legacy systems, or consolidating warehouses - Migratr handles the complexity.
Clinical Trial Data Harmonization
Consolidate fragmented, multi-source clinical and hospital site datasets into unified, compliant global schemas - automatically.
Legacy System Migrations
Accelerate transitions to the cloud by using AI to map thousands of legacy tables into modern data architectures.
Data Warehouse Consolidation
Unify data from multiple SaaS platforms, databases, and file sources into a single warehouse with governed, validated schemas.
Resilient Vendor Feeds
Ingest volatile B2B partner payloads without pipeline breakages when upstream schemas inevitably drift.
Cross-System Data Sync
Keep data consistent across CRMs, ERPs, and operational databases with scheduled, repeatable pipelines and quality gates.
Compliance-Driven Migrations
Meet regulatory requirements with automatic PII detection, full audit trails, and governed schema promotion workflows.
WORKSPACE
Migratr Workspace
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