Data On Demand

Cloud Scale

Deployed across public clouds with elastic scaling.

Cloud Scale

Architected to scale from a single team to enterprise usage. Supports multi-cloud deployments, autoscaling pipelines, and cost-aware compute policies to keep TCO predictable.

Key capabilities

1

Autoscaling compute & storage

Automatic scaling rules that increase capacity during peak and shrink during idle windows.

2

Multi-cloud compatibility

Deployable across major cloud providers with consistent operational tooling.

3

Cost-aware scheduling

Job scheduling that optimizes for cost using spot instances and windowing strategies.

4

SLA-driven operations

Operational SLAs and runbooks to maintain availability and reliability.

5

Data locality controls

Controls to keep data and compute within required localities.

6

Predictive scaling based on traffic patterns

Predictive scaling driven by historical and forecasted traffic patterns.

Use cases

Large-scale batch processing

Multi-tenant deployments

Case study

Scaled ETL pipelines to process 100M+ daily events with 99.99% uptime while reducing compute spend by ~40% through cost-aware scheduling.

Implementation

1

Plan architecture

Choose VPC, storage, and networking with compliance in mind.

2

Provision resources

Set up buckets, clusters, and IAM in the customer account.

3

Scale and monitor

Enable autoscaling policies and cost alerts.

4

Cost optimization

Apply spot/interruptible instances and scheduling windows to reduce baseline spend while maintaining SLAs.

Frequently asked questions

Can we host in our cloud account?

Yes — we support deployment into customer cloud accounts for data residency and compliance.

What about multi-region support?

We support multi-region deployment patterns for low-latency and redundancy.

How is billing handled?

We provide transparent cost breakdowns and can integrate with cloud billing for chargeback.

Can you optimize for cost with autoscaling policies?

Yes — cost-aware autoscaling and scheduling policies help optimize spend, including policies for spot/interruptible instances where appropriate.

Do you support hybrid or on-prem connectors?

We support secure connectors and private networking options to integrate with on-prem systems and hybrid clouds.