endorsedOngoing

Databricks to Snowflake Data Platform Migration

Services Covered:

Data Engineering • Cloud Consulting and Services • Custom Software Development

Industry

Information Technology

Duration

35 months

Budget

200K - 999K

Start Date

1 September 2023

Team Size

1-5 Employees

Engagement Model

Onshore

Project Capability Score (PCS)

80/100

Strong

Project Capability Score (PCS) estimates how capable inVerita is of successfully delivering a project like this, based on its past experience, track record, and ability to handle similar work. Learn more about PCS

Client

3dotstudio

Lviv, Ukraine

Project Summary

inVerita led a phased migration of a software company's data platform from Databricks to Snowflake, optimizing data loading, restructuring raw data handling, and implementing streaming and CDC pipelines. The work reduced infrastructure costs, improved data access and governance, and prepared the platform for machine learning workloads.

Key Challenges

Reduce the cost and complexity of the data platform
Improve scalability and readiness for advanced analytics and machine learning workloads

Project Deliverables

Phased migration from Databricks to Snowflake as a centralized source of truth
Optimized data loading processes
Restructured raw data handling
Replaced third-party tools with native AWS services
Implemented streaming and CDC pipelines to support near-real-time analytics

Project Solution

inVerita executed a phased migration from a Databricks-based architecture to Snowflake, acting as the centralized source of truth. They optimized data loading, restructured how raw data was handled, replaced third-party tools with native AWS services, and implemented streaming and CDC pipelines to enable near-real-time analytics and support future machine learning use cases.

Project Outcome

Snowflake usage was optimized by up to 70%, significantly reducing infrastructure costs
Improved data access across teams and more reliable governance
Platform prepared for machine learning use cases; project delivered with clear communication and adherence to timelines

Platforms

Cloud

Tech Stack

Amazon Web Services (AWS)
Snowflake Data Cloud

Client Endorsement

Overall Review Rating

Timeliness

Cost Rating

Willing to Refer

Quality of Deliverables

“Thanks to inVerita's efforts, the client has optimized their Snowflake usage by 70%, reduced infrastructure costs, improved data access, and made their platform ready for machine learning use cases. The team is well-structured, transparent, communicative, and proactive in identifying risks.”
Roman Lozynskyy
Data & Analytcs Strategist
Date: 12/26/2025