1.What is your organization’s current approach to cloud data warehouses or data lakehouses? (Snowlfake or Databricks for example)

Currently in the planning phase

Already using a Cloud Data Warehouse or Data Lakehouse

Considering it in the future

Not considering it in the near future

2.How do you currently move data from databases /sources to cloud data warehouses / lakehouses?

Batch-loaded at scheduled intervals using ETL tools

Real-time CDC (Change Data Capture) tool

Scripts/custom pipelines

We do not currently move data

Other (please specify)

3.What are your biggest pain points with data movement and schema migration?

Performance bottlenecks and slow replication speeds

High cost of replication or ingestion tools

Complex setup and maintenance

Schema conversion challenges

Lack of automation for schema migration

Other (please specify)

4.Do you actively monitor the performance and cost of your cloud data warehouse queries?

Yes, but with limited visibility or manual effort

Yes, with a dedicated monitoring tool

No, but interested in better monitoring

No, and we don’t need it

5.Would a solution integrating schema migration, real-time data replication, and performance monitoring be valuable to your organization?

Maybe, we would need to evaluate costs & benefits

Yes, we would strongly consider adopting it

No, our current setup works fine