Automate your SQL migration to Databricks
Transform legacy SQL pipelines into clean, production-ready Databricks workflows — faster, safer, and fully validated. Traditional migrations are slow, costly, and error-prone, often burdened by manual rewrites and delays. SQLift was built to streamline and accelerate your journey to Databricks, eliminating these common roadblocks.
SQLift accelerates your migration with unmatched speed and accuracy
SQLift is a purpose-built solution that accelerates every step of your migration, enabling you to modernize with confidence. It automatically converts and optimizes legacy SQL from over 20 data platforms into clean, production-ready Databricks workflows.
By combining deterministic logic and LLMs, SQLift handles even the most complex migrations — reducing time, minimizing risk, and freeing your team to focus on innovation.
Accelerated migration
Seamless validation
Built for scale
Modernization, not just migration
What sets SQLift apart from other solutions
SQLift streamlines the entire migration journey from discovery to deployment — eliminating bottlenecks common in manual or half-baked approaches.
SQLift covers every step of the process:
Discovery – Gain deeper visibility into your source environment, including workflow objects hidden in stored procedures and third-party tooling.
Profiling – Create a complete migration plan with artifact inventory, essential metadata, dependency mapping and data snapshot creation.
Simple Configuration – Automate the generation of configuration files with minimal stakeholder input.
Code Conversion – Apply deterministic logic and LLMs to translate SQL into Databricks-optimized syntax.
Data Migration & Validation – Enable rapid, reliable output comparisons using data snapshots.
Reconciliation – Execute asynchronous post-conversion reconciliation and ensure aligned outputs.
Tracking – Monitor migration progress in real time with conversion and reconciliation dashboards.
Named 2024 Databricks Digital Native Partner of the Year, Aimpoint Digital brings deep expertise and trusted leadership to every SQL transformation. Our team includes Data Engineers, Solutions Architects, Databricks MVPs, and industry veterans ready to support your journey.
Enterprises have relied on us to eliminate legacy bottlenecks and modernize at scale — using technology purpose-built for speed, validation, and long-term success. Whether you're just beginning your move to Databricks or looking to accelerate it, SQLift is the purpose-built solution to get you there.
Why migrate with Aimpoint Digital + SQLift?
Quickly convert complex SQL into Databricks-ready code with on average 90%+ accuracy and 80% time savings. Any pipelines excluded from automatic migration will be migrated by the Aimpoint Digital team.
Automatically validate every transformation and reconcile outputs to ensure complete trust in your migration.
Scale your migration confidently, from a few critical workflows to thousands of SQL scripts.
Optimize legacy code into Databricks-native workflows that reduce technical debt and support sustainable, long-term performance.
Why other tools fail
Limited insight
Most tools provide only basic complexity summaries, missing critical logic buried in stored procedures and legacy workflows.
Slow start
Setup often requires extensive manual mapping and configuration, delaying projects by days or even weeks before real progress begins.
Time drain
Validation and reconciliation are typically manual and disconnected, slowing progress and consuming valuable engineering effort. These gaps create risk, waste time, and slow down your migration.