Big Data
Data volumes that break spreadsheet-era tooling need pipeline and warehouse architecture built for that scale. SoftSapien designs data pipelines and warehouses for organizations that have outgrown their existing tools.
What's Included
How This Works
- Data pipeline architecture sized for your actual volume and velocity
- Warehouse design supporting the specific queries your teams actually run
- Migration from spreadsheet or legacy tooling without losing data history
Answers, Direct
Big Data FAQ
At what data volume does this become necessary?
When spreadsheet or basic database tooling starts failing or slowing down your team's actual work, rather than at a fixed volume threshold.
Which data warehouse platforms do you work with?
Selection depends on your existing cloud provider and query patterns, scoped during discovery.
What does big data engineering actually involve?
Data pipeline architecture sized for your real volume and velocity, and warehouse design supporting the specific queries your teams run.
How much does a big data engagement cost?
Cost depends on data volume, source count, and query complexity. We scope cost after reviewing your current data infrastructure.
How long does it take to build a data pipeline and warehouse?
A focused pipeline for one data source can ship in a few weeks. Multi-source warehouses run in phases, validated against real queries at each stage.
Who owns the pipeline code and warehouse schema at handoff?
You do. Pipeline code, warehouse schema, and documentation transfer to your organization at handoff.
Can you migrate our historical data without losing it?
Yes. Migration from spreadsheet or legacy tooling is scoped and validated against your existing records before cutover.
What industries need big data infrastructure most?
Retail, logistics, financial services, and any organization processing data volumes that have outgrown spreadsheet or basic database tooling.
Do you build the pipeline, the warehouse, or both?
Both, typically, scoped together so data flows from source to warehouse without a gap in ownership.
How quickly can you start a big data engagement?
Every inquiry gets a response within 2 business hours.
Ready to talk through Big Data?
Start with a 30 minute discovery call. No sales deck, just architects.
Talk to Our Team