Data Warehouse Migration Consulting

Migrate to modern cloud platforms without disrupting your business.

Speak with a Data Migration Expert today ->

3

Decades of data warehouse and lake expertise

Global

Customer network, across all industries

94%

Net promoter score year over year (YoY)

How we work with you

Audit database dependencies and catalog workloads to prevent project delays.

Eliminate technical blind spots by cataloging workloads, mapping infrastructure dependencies, and documenting legacy business logic. Establish an exact operational baseline that ensures zero hidden surprises or cost escalations during the transition.

Model ROI and select the optimal platform for your workloads.

Maximize your long-term ROI with a data-driven platform recommendation tailored precisely to your specific workloads and budget. Bypass partner incentives and vendor lock-in to fund high-value innovation rather than expensive infrastructure overhead.

Design a target-state architecture.

Maintain uninterrupted business continuity with a master architectural design equipped with strict cutover sequences and rollback safety nets. Insulate your daily front-end operations so critical applications and workflows stay online throughout the entire move.

Modernize legacy logic and validate data integrity.

Convert proprietary legacy code into performant, cloud-native equivalents while preserving the exact business rules your teams depend on. secure flawless, verified output through parallel dual-run matching that validates data integrity before final cutover.

Empower internal staff and secure continuous performance.

Confirm that your migrated data matches the source semantically—not just structurally—while your internal staff receives targeted hands-on training. Post-launch managed services provide continuous optimization and 24/7 proactive support as your environment scales.

Eliminate technical debt and transition to an agile, scalable cloud architecture.

Speak with a Data Migration Expert today ->

Deploy production-ready migration solutions
for every platform and every path forward.

Cloud migration

Migrate your infrastructure to any major cloud provider with minimal disruption for an environment optimized from day one for analytics and artificial intelligence (AI). Maintain continuous business availability while you accelerate your transition to modern cloud architectures.

Database migration

Refactor procedural code, convert complex schemas, and execute seamless cutovers so applications keep running while the core foundation changes. Eliminate legacy database technical debt and transition your transactional assets into high-performance cloud engines.

Data platform migration

Translate proprietary code into cloud-native equivalents to preserve the critical business logic your teams depend on. Secure institutional knowledge while you convert rigid, fixed-scale systems into flexible data platform assets.

ETL and pipeline migration

Re-engineer data flows on modern frameworks to transform your migration into an immediate opportunity to eliminate accumulated technical debt. Gain high-velocity, automated pipelines that deliver fresh, trustworthy data directly to downstream business consumers. 

Cross-cloud migration

Execute cross-cloud migrations across any provider combination to escape ecosystem lock-in without backward progress . Universalize your data access rules and maintain strict operational continuity across distinct hyperscaler environments.

Lift-and-shift migration

Accelerate your timeline by leaving the data center first when immediate execution delivers the fastest path to business value. Shift workloads to the cloud quickly with minimal code changes to eliminate hardware refresh costs, then deploy a phased roadmap to systematically modernize your architecture. 

Achieve total modernization with zero disruption through a tailored data migration strategy.

Speak with a Data Migration Expert today ->

Wayfair saves millions and boosts performance with a strategic migration.

Pythian supports the acceleration of data insights facilitating ROI-focused migration.

Pythian partnered with Wayfair to migrate thousands of SQL applications and petabytes of data to Google Cloud—resulting in 23 percent faster browsing, 30 percent less fraud, and millions in cost savings. The migration accelerated data insights and empowered the global eCommerce company to streamline data management at scale.

Read the success story ->

Align technology investments to turn your cloud platform into a profit driver.

Speak with our Data Migration Experts today ->

Data migration consulting services frequently asked questions (FAQ)

How do you ensure data security and governance during a migration?

Security is built into every phase of our migration process. We establish clear policies for data access, handling, and classification from day one, along with encryption, metadata management, and fine-grained access controls. During migration, we maintain strict data integrity validation and audit trails so your sensitive information is protected throughout the transition—not just after go-live. For regulated industries, we remap existing security frameworks (Kerberos, Ranger, platform-native IAM) to cloud-native equivalents, ensuring zero gaps in compliance coverage.

How do you measure and ensure ROI on a data migration?

Every engagement starts with a strategic assessment that maps your migration to specific business outcomes—whether that's reducing total cost of ownership, accelerating time-to-insight, or enabling new analytics and AI capabilities. We track quantifiable milestones throughout delivery, and our phased approach means you start seeing returns on high-value workloads early in the migration. Post-launch optimization services ensure your new platform continues to deliver value as your data volumes and business needs evolve.

How do you minimize downtime and business disruption during migration?

We develop detailed cutover plans with rollback procedures and temporary synchronization architectures that keep both source and target systems running in parallel during the transition. Dual-run validation confirms the new environment produces identical results before we cutover. Our migration timeline is tailored to your business calendar—avoiding peak periods and delivering phased milestones so critical workloads are never at risk.

Can you migrate from any platform to any platform?

Pythian's consultants are proficient in 45+ data technologies—from legacy on-premises systems like Teradata, Netezza, Hadoop, and Oracle to modern cloud-native platforms like Snowflake, BigQuery, Databricks, Fabric, Redshift, and more. We handle every combination: on-premises to cloud, cloud to cloud, database to database, and full data estate migrations. Our vendor-neutral approach means we recommend the right target based on your workloads and business goals, not on partner incentives.

Back to top