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Datafold

AI-powered data engineering platform that automates migrations, optimizes data platform costs, and provides context for AI coding agents through a Data Knowledg

Introduction

Datafold

Datafold is an enterprise-grade data engineering automation platform that leverages AI to streamline data migrations, optimize cloud data platform costs, and enhance AI-assisted development workflows.

Core Capabilities
Migration as an Outcome

Datafold's Data Migration Agent combines AI-powered code translation with automated data validation, delivering migrations as a managed service. The platform guarantees price, timeline, and quality through contractual commitments. Its deep understanding of pipelines, code, and data semantics—powered by the Data Knowledge Graph—enables optimization and remodeling during the migration process itself, supporting both lift-and-shift and modernization approaches at the same speed.

Intelligent Cost Optimization

The SQL Proxy feature analyzes incoming queries and routes them to the most cost-efficient compute resources. Critical workloads maintain their SLAs while lighter queries are shifted to cheaper resources, preserving data freshness and availability without sacrificing performance.

Context Layer for AI Agents

Datafold provides the Data Knowledge Graph as a context layer that serves lineage, business logic, usage, ontology, and organizational knowledge via MCP (Model Context Protocol). This enables AI coding agents to produce reliable output. Combined with Data Quality Tools (Data Diff and monitors) exposed via MCP, coding agents can validate their own work, reconcile data across sources, and debug production issues.

Security & Governance
  • Single Tenant / VPC Deployment
  • SOC 2 & HIPAA Compliance
  • Governed LLM Inference
Proven Results

Trusted by leading enterprises including Disney, Databricks, Moody's, AstraZeneca, Deloitte, FanDuel, and Perplexity. Customers report migrating 5000+ tables 6 months faster than planned with 100% parity, and saving 900+ hours in migration projects.

Target Audience

Data engineers, analytics engineers, data platform teams, and enterprises undertaking large-scale data migrations or seeking to optimize cloud data infrastructure costs.

Key Features
  • AI-powered code translation for data migrations
  • Automated data validation and reconciliation
  • Data Knowledge Graph for lineage, business logic, and ontology
  • SQL Proxy for intelligent workload routing and cost optimization
  • MCP integration for AI coding agents
  • Data Diff and monitoring tools
  • Single Tenant / VPC deployment
  • SOC 2 & HIPAA compliance
  • Governed LLM inference
Use Cases
  • Large-scale data platform migrations (e.g., Redshift to Snowflake)
  • Cloud data platform cost optimization
  • AI-assisted data engineering workflows
  • Data validation and quality assurance
  • Code modernization during migrations
  • Production data debugging and reconciliation
Pros
  • Guaranteed migration price, timeline, and quality
  • Enables optimization during migration, not just lift-and-shift
  • Significant time savings (6+ months faster, 900+ hours saved reported)
  • Enterprise-grade security with SOC 2 & HIPAA compliance
  • Trusted by major enterprises like Disney, Databricks, and Moody's
  • Context-aware AI agents produce more reliable output
Cons
  • Enterprise-focused pricing may not suit small teams
  • Complex platform with multiple components to learn
  • Migration as a service model may limit hands-on control
Pricing

Transparent pricing based on number of objects migrated; timeline and quality contractually ensured. Contact sales for custom enterprise pricing.

Latest News

Datafold Joins the Exclusive Databricks Delivery Provider Program to Automate Migrations

Datafold Joins the Exclusive Databricks Delivery Provider Program to Automate Migrations

8/5/2026

Datafold Joins the Exclusive Databricks Delivery Provider Program to Automate Migrations Request a 30-minute demo Our product expert will guide you through our demo to show you how to automate testing for every part of your workflow. See data diffing in real time Data stack integration Discuss ...

SIs + Datafold: Better partners than competitors

SIs + Datafold: Better partners than competitors

8/5/2026

SIs + Datafold: Better partners than competitors Request a 30-minute demo Our product expert will guide you through our demo to show you how to automate testing for every part of your workflow. See data diffing in real time Data stack integration Discuss pricing and features Get answers to all...

Translating the untranslatable: Datafold Migration Agent now supports ALL major ETL tools

Translating the untranslatable: Datafold Migration Agent now supports ALL major ETL tools

8/5/2026

Translating the untranslatable: Datafold Migration Agent now supports ALL major ETL tools Request a 30-minute demo Our product expert will guide you through our demo to show you how to automate testing for every part of your workflow. See data diffing in real time Data stack integration Discuss...

Data Diff gets faster and simpler: One algorithm, better performance

Data Diff gets faster and simpler: One algorithm, better performance

8/5/2026

Data Diff gets faster and simpler: One algorithm, better performance Request a 30-minute demo Our product expert will guide you through our demo to show you how to automate testing for every part of your workflow. See data diffing in real time Data stack integration Discuss pricing and features...

Datafold’s AI-powered data migration with automated end-to-end data validation

Datafold’s AI-powered data migration with automated end-to-end data validation

8/5/2026

Datafold’s AI-powered data migration with automated end-to-end data validation Request a 30-minute demo Our product expert will guide you through our demo to show you how to automate testing for every part of your workflow. See data diffing in real time Data stack integration Discuss pricing an...

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