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Snowflake-based data platform allows real-time analytics and fleet optimization for shared mobility

Wunder Mobility provides enterprise-grade software and APIs for profitable shared mobility. From shared vehicle fleets, e‑scooters to bikes, cars, and corporate mobility.

With presence across Europe and North America, Wunder powers real-time operations, user engagement, and fleet optimization for mobility operators worldwide.

A scalable, cloud-native data warehouse solution was implemented using Snowflake, leveraging it’s native connectors to integrate Wunder Mobility’s data pipelines for high-performance analytics and unified operational visibility. Terraform was used to automate the deployment of Snowflake objects and infrastructure components.

Client: Wunder Mobility
Year: 2024
Wunder Mobility benefits from continuous streams of data from vehicles, fleets, IoT sensors, and MaaS APIs. However, the data was scattered across multiple systems and lacked centralized availability for real-time reporting and large-scale analytics.

A robust platform was needed to ingest diverse operational data, unify it for analytics, and support dashboards, BI, and future data applications, without building custom ingestion pipelines.

Challenge
A modern data platform was deployed, built on Snowflake, using its native connectors to directly ingest data from Wunder’s operational systems and MaaS APIs into the Snowflake data warehouse. This eliminated the need for complex data integration tools. We also leveraged Snowflake’s dynamic tables to auto-orchestrate processes within the platform, reducing the need for an external orchestrator and simplifying ongoing maintenance.

Data from real-time vehicle sensors, user interactions, trip logs, maintenance events, and other structured sources were ingested continuously, processed in Snowflake, and made query-ready for downstream consumption. In addition, we set up the infrastructure to enable secure data sharing with Wunder Mobility’s clients using Snowflake’s native Secure Data Sharing capabilities, allowing seamless, governed access to curated datasets without data movement.

To ensure reliability and maintainability, we structured the transformation logic using Snowflake dynamic tables, which enable automated data updates, support incremental processing, and simplify complex data workflows. This approach reduced operational overhead while ensuring data consistency across the platform.

The platform was hosted on AWS, leveraging Snowflake’s separation of storage and compute to achieve elasticity, concurrency, and optimized cost management.

Solution

Partnership outcomes

With the Snowflake-native connector architecture in place, Wunder Mobility now has continuous ingestion from its operational database without the need to build custom pipelines. Analytical workloads such as usage dashboards, fleet operational metrics, and revenue analytics now run much faster on a unified Snowflake warehouse.

As part of the solution, historical data was offloaded from the operational database into Snowflake, allowing the operational systems to focus solely on current workloads. This significantly improved performance and responsiveness on the transactional side while enabling rich analytical capabilities on the Snowflake platform.

Self-service analytics has been improved, and teams across operations, product, and executive reporting can now explore trusted, up-to-date data with minimal delay. The schema ensures consistent data models, enforceable rules, and clear lineage for auditability.

The modern architecture dramatically reduces ingestion and transformation maintenance overhead while enabling future capabilities such as embedded analytics, secure data sharing, and AI-powered insight generation.

80%

Less maintenance through automated ingestion and orchestration

70%

Faster analytics with unified, high-performance data access

50%

Lower data infrastructure costs through automation and scalability
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