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Agentic Data Migration Overview
AgenticMigration.AI
Welcome to the Future of Data Migrations
Say goodbye to slow, manual, error-prone data migrations. With AgenticMigration.AI, insightfactory.ai’s AI-powered agentic framework transforms how data migration programs are delivered… faster, smarter, and more scalable than ever before. The world of data migrations will never be the same.
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AI-Driven Data Migration with Agentic Frameworks for Legacy-to-Lakehouse Transformation
AgenticMigration.AI
Generative AI and agent frameworks are revolutionising industries and data migration is next. At insightfactory.ai, we’ve harnessed the power of our own platform to build AgenticMigration.AI: a next-generation, AI-driven migration framework designed to accelerate and de-risk the shift from legacy systems to modern Lakehouse environments.
From mapping and cleansing to orchestration, transpilation reconciliation and optimisation, our agentic framework automates the entire migration lifecycle reducing manual effort, increasing accuracy, and dramatically cutting timelines.
Built from the ground up, it’s is redefining what’s possible in data migration.
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Six Stages of AI-Driven Data Migration with Agentic Frameworks
AgenticMigration.AI in Action
Supercharge your migration to Lakehouse with AI-driven automation, precision, and speed.
Ingest
Map
Extract
Transpile
Reconcile
Optimise
Deploy
Why AgenticMigration.AI?
AgenticMigration.AI is rethinking data migrations from the ground up. By combining the InsightFactory platform, a powerful agentic framework, and an expert team of migration engineers, we eliminate the manual effort, delays, and costs that have traditionally held migrations back — delivering faster, smarter, and more cost-effective outcomes.
AgenticMigration.AI combines seasoned data engineering expertise with cutting-edge generative AI and agent frameworks to solve one of the industry’s toughest challenges, complex data migrations. Built as an extension of Insight Factory, it delivers true end-to-end automation to get you to Lakehouse faster, with less effort, cost and greater confidence.
Peter Inge - Chief Executive Officer
End-to-End Migration Platform
Built on the Insight Factory, AgenticMigration.AI provides a complete migration solution combining data ingestion, platform orchestration, and AI-driven transformation into a single, integrated framework.
Dramatically Reduced Effort
AgenticMigration.AI automates the most complex, time-consuming steps of migration — cutting delivery timelines and resource effort by orders of magnitude.
Production-Grade Output Quality
AgenticMigration.AI generates high-quality, optimised code that’s built for production, eliminating fragile scripts and manual workarounds, and ensuring your migrated solutions are robust, scalable, and maintainable.
Standardised, Consistent Outputs
AgenticMigration.AI ensures every migrated solution adheres to predefined standards and architectural patterns delivering consistency, readability, and maintainability across your entire codebase.
Seamless Production Deployment
Once the migration is developed, Insight Factory’s built-in deployment framework takes over allowing you to move solutions through testing and into production with ease, speed, and full auditability.
Built-In Production Support
AgenticMigration.AI leverages the Insight Factory’s Operate capability to monitor, manage, and support your migrated solutions ensuring long-term sustainability and performance from day one in production.
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Deploy your Data & AI Platform
Ingest
Leverage the power of the Insight Factory platform to seamlessly connect to your source systems, ingest data at scale, and land it into your target Lakehouse environment. With built-in governance, enrichment, and security controls, your data arrives clean, controlled, and ready for transformation.
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Build end-to-end Data & AI Solutions
Map
Our agent frameworks intelligently interrogate and interpret your existing codebase, mapping complete end-to-end logic into structured production lines (data pipelines) within Insight Factory. These become the foundation for your new, modernised pipelines, ready for optimisation, testing, and deployment.
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Simplified Deployment and Release Management for Data & AI Solutions
Transpile
Once your legacy logic is fully mapped, our agents extract and transpile your code into high-quality, modern code aligned to industry standards and best-practice guidelines, ready for performance and sustainability in your target environment.
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Real-Time Monitoring and Optimisation for Data & AI Workloads
Reconcile
Using the same inputs and newly transpiled production code, our agents automatically compare outputs against your original data warehouse identifying and resolving any discrepancies. The Reconcile agent iterates until output parity is achieved, ensuring accuracy and trust in every migration.
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Simplified Deployment and Release Management for Data & AI Solutions
Optimise
Once your migrated solution is reconciled, our Optimise agents analyse the performance of your production line, refactoring code, tuning execution graphs, and adjusting Lakehouse configurations to maximise speed, efficiency, and scalability.
The result: high-performance, production-grade pipelines built to last.
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Real-Time Monitoring and Optimisation for Data & AI Workloads
Deploy
With optimised production lines ready, the Insight Factory’s built-in deployment framework seamlessly moves your solution through testing and into production with full support capabilities baked in. AgenticMigration.ai dramatically reduces the complexity of go-live, enabling fast, secure, and fully supported deployment at scale.
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Customer Stories
How We Work with Customers
Our customers build, deploy, and operate highly successful Data and AI outcomes on The Insight Factory. See how you can too.Our customers build, deploy, and operate highly successful Data and AI outcomes on The Insight Factory. See how you can too.
Synapse to Lakehouse
SATAC faced high costs and stalled progress on their Synapse platform. insightfactory.ai used AgenticMigration.AI to migrate them to a modern Lakehouse in days reducing costs and enabling scalable analytics.
Enterprise Scale Migration
See how our Data Migration services and AgenticMigration.AI solution combined to deliver Enterprise scale Data Migration to modern Lakehouse.
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FAQs About agenticmigration.ai for Data Migration Acceleration
FAQs
Thinking about using agenticmigration.ai to accelerate your data migration? Below are answers to the most common questions we receive from organisations considering this solution. Learn how agenticmigration.ai works, what it supports, and why it’s a game-changer for Lakehouse migration.
What is AgenticMigration.AI and how does it work?
AgenticMigration.AI is an AI-powered framework built on the Insight Factory platform that automates complex, error-prone steps in data migration. It uses intelligent agents to ingest, analyse, and transform legacy systems into production-grade Lakehouse outputs, accelerating time to value and reducing manual effort.
What types of data migration does AgenticMigration.AI support?
AgenticMigration.AI is designed specifically for migrating data from legacy systems such as on-prem databases, traditional data warehouses, and ETL pipelines into a modern Lakehouse environment, specifically Databricks. It supports re-platforming, schema transformation, data quality handling, and integration rebuilding.
Do I need the Insight Factory platform to use AgenticMigration.AI?
Yes. AgenticMigration.AI runs exclusively on the Insight Factory platform, which provides the ingestion, storage, deployment, and operational backbone. This integration enables seamless movement of migration outputs into production-ready pipelines, governance, and support structures.
How does AgenticMigration.AI reduce migration risks and errors?
By automating critical migration steps such as schema mapping, code extraction, transformation logic generation, transpilation reconciliation and validation. AgenticMigration.AI dramatically reduces the potential for human error. It also offers traceability, auditability, and testing frameworks to ensure migration quality and compliance.
Can AgenticMigration.AI be used for partial or phased migrations?
Absolutely. AgenticMigration.AI supports both full migrations and phased approaches, including like-for-like replatforming and optimised redesigns. Whether you need to lift and shift or modernise as you migrate, the framework is flexible to your strategy and timeline.