Automate and accelerate data migrations with AI
Automatically translate code and validate your data with the Datafold Migration Agent for a faster migration experience.
Don't let data migrations drain your team—let AI handle the heavy lifting.
Automatically convert SQL scripts and stored procedures
Datafold's migration AI agent does the heavy lifting by automatically translating your legacy SQL scripts or stored procedures into new SQL dialect scripts or dbt models. Eliminate manual errors and speed up your migration timeline.
Trust your migration with AI-powered validation
The Datafold Migration Agent has your back, meticulously checking data integrity between systems, and refining SQL conversions as needed. This automated validation process gives your team full confidence in the success of your migration.
Keep your data consistent across platforms
Automatically run cross-database data diffs—comprehensive value-level comparisons of tables across databases—to ensure every data point is accurately replicated.
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Acceleration and automation for every type of migration
Legacy-to-Cloud Migration
For teams migrating from legacy databases to modern solutions, automatically convert SQL scripts and leverage to identify value-level parity between systems.
Workflow Migration
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Automate the transition from traditional transformation processes, such as stored procedures, to modern transformation frameworks like dbt.
Full-Stack Migration
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Combine database and transformation migrations to adopt both a new database platform and transformation tooling. Use the Datafold AI agent to accelerate, convert, and validate every part of your migration process.
Make data migrations painless. See how top teams achieve speed and confidence.
"Having Datafold in a situation where you need 1 to 1 migration is critical...No question. I would recommend Datafold for any large-scale migration."
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"Datafold allows real visibility into data changes before the changes are live, reducing mistakes and enabling our analysts and stakeholders to feel confident in their changes."
" [Our] team quickly identified and resolved discrepancies during the migration without needing to write extensive SQL code to compare objects...Datafold saved us 4-5 weeks of manual validation time."
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Built to integrate with your current
(and future) stack
The Datafold Migration Agent is built to support the tools you're moving from and the platforms you're moving to. Whether you're migrating from SQL Server, Synapse, or Informatica to modern systems like Snowflake, Databricks, or dbt, Datafold fits into your pipeline with minimal setup and maximum coverage.
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Got questions? We've got answers.
How does Datafold help accelerate migrations?
Datafold provides a full-cycle migration automation solution for data teams, which includes code translation and cross-database reconciliation. Specifically, Datafold leverages an AI-powered agent (the Datafold Migration Agent) and cross-database diffing to convert SQL code and validate tables across databases.
How does cross-database diffing work?
First, Datafold connects to any SQL source and target databases, similar to how BI tools do. Second, Datafold does not need to extract the entirety of the datasets for comparisons. Instead, Datafold relies on stochastic checksumming to identify discrepancies and only extract those for analysis.
How can my team run data diffs?
Users can trigger diffs through a variety of ways, including the Datafold UI, REST API, and on schedule using a cross-database diffing monitor.
What type of security does Datafold offer?
Datafold is SOC 2 Type II, GDPR, and HIPAA-compliant and provides flexible deployment options including in-VPC deployment in AWS, GCP, or Azure.
How does Datafold ensure we’re comparing apples to apples?
DMA includes a Source Aligner that locks in consistent snapshots across legacy and new systems. That way, validation reflects actual transformation differences and not drift from unaligned environments.
What if we’re already mid-migration? Can DMA still help?
Absolutely. Whether you’re just starting or already partway through, DMA can plug in to validate your existing translation, catch data mismatches, and accelerate the final stretch with confidence.
What if transformations are defined in a GUI tool and stored as XML or some proprietary format?
Datafold can work with a variety of transformation definitions including those exportable to XML and vendor-specific formats.