Requirement fit, by sector.

Financial services

Data infrastructure for banks, insurers and asset managers who must prove what ran, keep data in jurisdiction, and answer a regulator with evidence rather than a screenshot.

Healthcare

Pipelines and analytics for providers, payers and health-tech teams who cannot send patient data to a vendor's cluster and must show exactly which records a job touched.

Manufacturing

Data infrastructure for plants and multi-site operations: ERP and MES extraction, OT and IT data in one lakehouse, and a fleet of instances operated from one place.

Public sector

Sovereign data infrastructure for government and public bodies: open source you can audit, deployment on infrastructure you own, and evidence of processing that does not depend on a vendor's continued existence.

Retail & e-commerce

Order, inventory, payment and customer data from storefronts, ERPs and marketplaces in one governed place — with a bill that does not climb every time sales do.

Energy & utilities

Meter, SCADA, asset and billing data brought together on infrastructure the operator controls — often air-gapped — with a verifiable record of every run.

Telecommunications

Subscriber, network and billing data at volumes that make per-row pricing untenable — kept in-country, modelled once, and operated across regions from one control plane.

Logistics & supply chain

Shipments, inventory, carrier and warehouse data from dozens of partner systems reconciled in one place, with a record of what moved and when that partners and auditors can check.

Insurance

Policy, claims and actuarial data governed in one layer, with every reported reserve and ratio traceable to its inputs and a signed record a regulator or auditor can verify.

Pharma & life sciences

Clinical, manufacturing and quality data kept under the sponsor's control, with a verifiable record of every processing step — the kind of evidence a validation file or an inspector expects.

Education

Student, learning-platform and finance data for universities and school systems that must protect minors' and students' records, work within fixed budgets, and report to funders with evidence.

Technology & SaaS

For software companies that sell to regulated customers: product, billing and support data in one governed layer, and a provable answer when a customer asks what you did with their data.