The Challenge

The Challenge of Modernization

Migrating from legacy data systems is complex and risky. Common pitfalls include siloed data, high costs, and operational disruptions. We help you navigate these challenges with a proven, structured approach.

Our Solution

Why Choose Techwards Migration

Our certified Databricks experts deliver enterprise-grade migrations with proven methodologies and cutting-edge automation tools.

Our Approach

Our Proven Migration Process

Battle-tested methodology refined through 100+ successful enterprise migrations.

Discovery & Assessment

Discovery & Assessment

Comprehensive analysis of current architecture, workloads, dependencies, and business needs. We size migration complexity and produce a detailed roadmap.

Architecture Design & Planning

Architecture Design & Planning

Define your Databricks Lakehouse with Unity Catalog, security frameworks, and performance patterns tailored to your use cases.

Parallel Environment Setup

Parallel Environment Setup

Build and configure the Databricks environment in parallel, ensuring zero disruption while preparing for a seamless cutover.

Automated Data & Code Migration

Automated Data & Code Migration

Use proprietary tooling to convert SQL and ETL jobs and migrate historical data with full validation and reconciliation.

Testing & Validation

Testing & Validation

End‑to‑end workload testing, data integrity checks, performance benchmarking, and UAT to ensure everything works as expected.

Go-Live & Optimization

Go‑Live & Optimization

Phased cutover with real‑time monitoring, rapid issue resolution, and continuous tuning for peak performance and cost efficiency.

Databricks Migration Process
Our Databricks Services

Comprehensive Databricks Services

End-to-end solutions covering every aspect of your Databricks journey.

Frequently Asked Questions

Everything you need to know about migrating to Databricks with zero disruption and maximum efficiency.

What is zero-disruption Databricks migration?
A zero-disruption Databricks migration ensures your business continues running smoothly during the transition from legacy systems, with no downtime or data loss.
Which legacy systems can Techwards migrate to Databricks?
We migrate from Teradata, Snowflake, Hadoop (Cloudera/Hortonworks), AWS Redshift, Azure Synapse, Google BigQuery, Oracle, and other platforms.
How long does a typical Databricks migration take?
Using proprietary automation tools and pre-built connectors, we reduce migration timelines by up to 70% compared to traditional approaches.
How does Techwards ensure data security during migration?
We implement Unity Catalog with fine-grained access controls, lineage tracking, and compliance frameworks to safeguard data from day one.
What are the cost benefits of migrating to Databricks?
Clients typically achieve 40–60% cost savings through intelligent compute scaling, storage optimization, and workload rightsizing post-migration.