Turning Data Modernization from a Cost Center into a Value Engine

Leading organizations view data modernization not as a cost center, but as a strategic value driver for business growth. This is where NETUNIS comes in! NETUNIS is Ness’ AI-powered modernization workbench designed to accelerate and de-risk enterprise data modernization initiatives. Within the platform, the NETUNIS Data Migration Accelerators help organizations modernize data platforms with predictability, accuracy, and audit-ready transparency.

Why modernization struggles

Most migration programs face three common challenges:

• Hidden complexity across interconnected enterprise systems
• Slow and error-prone manual code rewrites
• Limited trust in AI-only migration outputs
• Extensive post-migration validation efforts
• Pressure to modernize without business disruption
• Lack of alignment between business and technology teams

As a result, modernization programs often become expensive, high-risk transformation initiatives instead of business accelerators.

How the NETUNIS Data Migration Accelerators helps

The NETUNIS Data Migration Accelerators support the full migration lifecycle—from assessment and discovery to conversion, validation, and reporting.

The platform accelerates the modernization of thousands of legacy SQL, ETL, and analytics scripts while preserving business continuity and reducing migration risk. Automated inventory collection provides granular table- and column-level lineage visibility, while hybrid conversion engines combine rule-based structure conversion with LLM-powered contextual translation.

Low-confidence areas are automatically flagged for engineering review, enabling human-in-the-loop validation where needed. Every transformation remains traceable, explainable, and auditable.

Key capabilities include:

• Automated inventory and dependency discovery
• Repeatable code conversion using AI and rule-based engines
• Intent-based schema and code validation
• Automated peer-review and test script generation
• Embedded semantic validation and anomaly detection
• Enterprise-grade governance, security, and data isolation

The NETUNIS Data Migration Accelerator also helps organizations accelerate migration efforts by up to 40% through AI-powered automation and intelligent migration workflows.

NETUNIS DATA MIGRATION ACCELERATOR ARCHITECTURE

At the center of the solution is the NETUNIS migration cockpit—a centralized control pane for assessments, conversion, validation, governance, and reporting. The platform automatically removes non-portable constructs, rewrites transformations, and generates cloud-ready code in minutes, significantly reducing manual migration effort.

NETUNIS + Databricks: Proven results

A leading financial data and analytics provider used the NETUNIS Data Migration Accelerator during its Databricks migration initiative to improve user access to trusted data and accelerate modernization outcomes.

The results were measurable:

These improvements enabled faster, more reliable access to enterprise data while supporting better operational and strategic decision-making.

NETUNIS also demonstrated its ability to convert one of the largest Teradata SQL production codebases—more than 1,700 files—into Databricks-compatible SQL while maintaining governance, transparency, and auditability throughout the process.

Watch how we convert one of the largest Teradata SQL files into Databricks-compatible SQL.

Accelerators play a critical role in accelerating data modernization programs across enterprises.

Beyond migration acceleration, Ness has helped enterprises achieve measurable outcomes across broader cloud, data, and modernization initiatives, including:

• Reducing storage footprints by up to 50%
• Improving trade processing performance by up to 1800x
• Increasing data ingestion throughput by up to 8x
• Accelerating release cycles from days to hours

These outcomes reflect the impact of modern data architectures, cloud transformation strategies, and AI-enabled engineering approaches delivered across enterprise modernization programs.

Modernization is more than a technology transformation

Successful data modernization goes beyond technology, requiring organizational and process transformation. One of the key takeaways from successful modernization programs is that transformation is not driven by tools alone. Organizations that modernize effectively create strong collaboration between business and technology teams and approach migration as a phased, repeatable journey.

That is why enterprises should “start smart, not small”:

• Assess existing workloads and dependencies
• Run focused migration samples through NETUNIS
• Benchmark translation quality and effort
• Validate outcomes early
• Expand incrementally based on proven success

This approach helps organizations modernize with greater predictability, lower risk, and faster time to value.

From cost center to value engine

When modernization is executed correctly, it becomes more than a technical upgrade—it becomes a strategic advantage.

NETUNIS helps organizations reduce migration risk, improve accuracy, accelerate cloud adoption, and build trusted, AI-ready data platforms. Instead of treating modernization as a risky multi-year transformation effort, enterprises can approach it as a series of confident, measurable steps that continuously deliver business value.

That is how data modernization shifts from being a cost center to becoming a value engine.

Discover how Ness Digital Engineering helps enterprises simplify data modernization, accelerate Databricks migrations, and build AI-ready data platforms with NETUNIS.

Contact us.