MigryX converts legacy ETL and analytics code into production-ready Python, Snowflake, and Databricks — +95% deterministic parsing accuracy, full column-level lineage, with optional AI augmentation up to 99%.
Tell us what you'd like to see — we'll demo a live migration of your code.
Two engines. One outcome: migration accuracy that traditional tools can't match.
SAS, Talend, Alteryx, DataStage, Informatica, ODI
Custom-built AST for each technology. +95% accuracy.
DeterministicUnderstands context, resolves ambiguity, infers intent. Boosts to 99%.
Optional AIPython, PySpark, Snowflake, Databricks, dbt
MigryX works without AI — deterministic parsers deliver +95% accuracy on their own. For edge cases like ambiguous macros, undocumented transformations, and implicit type coercions, the optional Merlin AI layer can resolve what parsers miss.
Purpose-built deterministic parsers producing auditable, production-ready code with full lineage.
Custom-built parsers for SAS, Talend, Alteryx, DataStage, Informatica, and more. +95% deterministic accuracy out of the box. Optional AI augmentation available.
See tech coverage →Automated STTM and data lineage from source to target. Every transformation traced, every dependency mapped — from day one.
See Atlas details →Deploy on Docker, Kubernetes, or OpenShift. Your source code never leaves your network. SOC 2 and enterprise-grade security.
See deployment options →Migration is more than code conversion. Discover, trace, and validate every transformation end-to-end — powered by parsing and AI.
Universal data lineage and STTM mapping across every source and target platform. Column-level traceability from legacy to cloud.
Explore Atlas →Comprehensive codebase discovery, dependency mapping, and complexity scoring. Know your migration scope before writing a single line.
Explore Compass →Optional domain-trained AI that resolves ambiguity in edge cases, boosts parser accuracy to 99%, and generates documentation. Not required for core migration.
Explore Merlin AI →Unified SQL processing engine: transpile, optimize, validate, and batch-translate across 15+ dialects via REST API. On-prem deployment behind your firewall.
Explore SQLForge →Browser-based Python IDE for reviewing, editing, and validating migrated code. Integrated with MigryX parsers for side-by-side source-to-target comparison.
Explore PyFluent →A proven methodology refined across enterprise engagements — powered by precision parsers.
Upload your codebase. Compass maps every dependency, table, and transformation.
Precision parsers translate each program with +95% accuracy. Optional Merlin AI resolves edge cases.
Automated data validation ensures output parity between legacy and modern code.
Ship to Snowflake, Databricks, or any cloud — with full lineage documentation.
Deployment & Security
Your source code never leaves your network. MigryX deploys entirely inside your firewall — on bare metal, VMs, or any container orchestrator — with enterprise authentication and self-service access for your teams.
Ship as OCI-compatible container images. Run on any infrastructure you already operate — no external dependencies, no data egress.
Runs in fully disconnected environments. No internet access required. All dependencies bundled in the container image.
Integrate with Active Directory, LDAP, Okta, Azure AD, or any SAML 2.0 identity provider. Role-based access control built in.
Browser-based interface for migration teams. Upload code, run conversions, explore lineage, and download results — no CLI required.
RHEL 8, RHEL 9, Amazon Linux 2023, CentOS Stream 9. Choose the OS foundation that matches your enterprise standard.
POC: 4 cores, 8 GB RAM, 20 GB disk. Production: 8 cores, 16 GB RAM, 50 GB disk. Scales horizontally on Kubernetes.
Full REST API for CI/CD integration. Automate migrations in your existing pipelines with Jenkins, GitLab CI, or GitHub Actions.
Cloud Deployment Options
Deploy on your cloud VPC with the same security posture. MigryX runs inside your account — no shared tenancy, no data leaves your environment.
Every month on legacy platforms costs you in licensing, talent, and opportunity. See exactly how MigryX accelerates your timeline.
15–30 minute demo tailored to your stack. No slides — live migration of your code.
See how precision parsing converts your exact codebase — live, in 15–30 minutes.