OUR SERVICES

Migration and Modernization

Legacy migrations are harder than they look. Manual effort eats your ROI before your results, and every week you stay is a week you’re not building on Databricks. We handle the heavy lifting so you get there fast, validated, and ready for AI.

Legacy Systems
Traditional EDWs
Hadoop based systems
Cloud CDWs
ETL/orchestration tools

Proven tools
& methodologies

Databricks certified experts

On time
On budget
AI ready

OUR APPROACH

How we get you across the finish line.

Moving to Databricks means leaving behind the system your team has relied on, sometimes for years.
We specialize in making that transition clean, controlled, and faster than you'd expect.

We migrate from:

Migrate from cloud platforms — Snowflake, BigQuery, and Redshift — to a unified Databricks architecture with SunnyData
Migrate from ETL and orchestration tools — Informatica and Azure Data Factory — to Databricks-native pipelines with SunnyData
Migrate from enterprise data warehouses — Teradata, Oracle Exadata, SAP HANA, SQL Server, and Netezza — to Databricks with SunnyData
Migrate from legacy on-premise Hadoop systems — Horton and Cloudera — to Databricks with SunnyData
Migrate from enterprise data warehouses — Teradata, Oracle Exadata, SAP HANA, SQL Server, and Netezza — to Databricks with SunnyData

We support all major cloud providers - AWS, Azure, and GCP - so your migration fits the infrastructure you already have.

🧠

The right experts

A migration touches your data models, pipelines, and tools your teams use daily. Getting it wrong means disruption. Getting it right means your business keeps moving throughout.

Our teams bring deep expertise in both Databricks and the platform you're leaving, so nothing falls through the gap.

🚀

Proprietary accelerators

Most firms migrate with generic conversion tools built for the average case. Your environment is not the average case.

Our proprietary accelerators use GenAI to automate the heavy lifting. Less manual work means fewer errors, lower cost, and a faster path to go-live.

Proven project execution

Our delivery teams work as an extension of yours. Clear checkpoints, proven methodologies, and a track record in complex environments.

We have a bias toward getting things right the first time, because rework after go-live is where migrations get expensive.

OUR APPROACH

Learn from our experts before you move.

Prior to moving a single pipeline, it helps to understand exactly what you're moving from. The challenges of leaving Hadoop are different from those of leaving Snowflake or Oracle. Our migration guides break down the real-world complexity of each platform, the patterns that work in production, and what to watch out for before you commit to a path.

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Legacy Systems
Explore our migration guides by clicking the legacy tech logo
Explore our migration guides by tapping the legacy tech logo
Teradata
Guide coming soon
Netezza
Guide coming soon
SAS
Guide coming soon
Microsoft SQL Server
Guide coming soon
Informatica
View migration guide
Azure Data Factory
View migration guide
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Proven Tools & Methodologies
By Databricks certified experts
Silver Partner
Data Engineer
SA Champion
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Databricks Lakehouse
  • On time
  • On budget
  • AI ready

OUR MIGRATION FRAMEWORK

Four paths. One destination.

There is no single right way to migrate. The correct approach depends on how quickly you need to move, how much complexity you're carrying, and what you want to be able to do once you're on Databricks. We scope every engagement around those questions.

LIFT & SHIFT

Lift and shift migration icon — automated conversion to Databricks with minimal redesign

Move fast.

We use automated conversion to get your existing workloads onto Databricks with minimal redesign. The priority is speed to go-live.

MODERNIZE

Modernize migration icon — cloud-native analytics and AI capabilities built alongside the Databricks migration

Move with intent.

We build new cloud-native capabilities alongside your migration, so analytics and AI use cases so Lakeflow pipelines and Unity Catalog governance are ready to go from day one.

REFACTOR

Refactor migration icon — streamlined data flows and processing as part of the Databricks migration

Move smarter.

We streamline how your data flows and processing as part of the migration itself, so you land on Databricks in better shape than you left your legacy system.

RE-ARCHITECT

Re-architect migration icon — full data platform rethink built around Mosaic AI and Agent Bricks on Databricks

Move to transform.

A full rethink of your data platform, built around Mosaic AI and Agent Bricks, so Databricks becomes the foundation for AI-driven business decisions.

OUR ACCELERATORS

What makes our migrations different

Traditional migrations share the same failure modes. Generic tools that break when they hit edge cases. Heavy manual work that inflates timelines and drives up cost. And validation gaps that let data quality issues slip through until after go-live, when they are hardest to fix.

Our migration expertise solves these common pitfalls:

35%

Faster
discovery

We use AI to rapidly map and document your legacy data processes, giving our team a clear picture of your environment without months of manual discovery.


Lower
migration cost

58%

Automated conversion handles the translation of your existing code and data definitions into Databricks-native formats. Less manual effort means fewer hours billed and a faster path to the finish line.


Fewer post-migration defects

65%

Our Data Validator compares your legacy system against your new Databricks environment, row by row, table by table, flagging anything that doesn’t match before you cut over.

Ready to start your migration?

Let's map your legacy environment to a clear path forward. 

On time, on budget, and built to carry everything that comes after it.