Data platforms, warehouses and analytics

Providers of databases, warehouses, pipelines and analytics run as a service. It has no schema of its own: companies here are mapped on the Cloud, data centre and data platform providers schema, and what it does not cover is recorded as gaps.

Baseline: Cloud, data centre and data platform providers v1
Inherited from: Cloud, data centre and data platform providers
Mapped on the schema: 0 of 0 placed here
Primitives: 58 in 8 parts
Last updated: 3 Nov 2026

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Focused research on the organizations with the fewest mapped parts in data platforms, warehouses and analytics; what it finds is public for everyone.

How automatable each primitive is, estimated from the 0 organizations mapped in public on the Cloud, data centre and data platform providers schema, which this industry inherits: the share of those with the primitive that run it on software. Estimate from public data: the share of mapped organizations that run this on software. Not a recommendation.

LevelAll58 High6 Medium30 Low22

Primitive	Layer	Automation	Peers on software	Software parts named most
Services, regions and target workloads Demand: winning customers	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Lead generation Demand: winning customers	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Sales Demand: winning customers	People	LowLayer only	0 of 0 mapped; too few to read	—
Rate cards and commitments Demand: winning customers	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Proposals and quoting Demand: winning customers	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Service agreements and SLAs Demand: winning customers	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Service catalogue Supply: making or delivering the offer	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Planning and scheduling Supply: making or delivering the offer	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Hardware and power purchasing Supply: making or delivering the offer	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Suppliers and partners Supply: making or delivering the offer	People	LowLayer only	0 of 0 mapped; too few to read	—
Service operations Supply: making or delivering the offer	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Quality control Supply: making or delivering the offer	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Fleet and estate Supply: making or delivering the offer	Data	MediumLayer only	0 of 0 mapped; too few to read	—
Logistics and fulfilment Supply: making or delivering the offer	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Capacity planning Supply: making or delivering the offer	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Sites and power contracts Supply: making or delivering the offer	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Cooling and facility operations Supply: making or delivering the offer	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Network and interconnection Supply: making or delivering the offer	Software	HighLayer only	0 of 0 mapped; too few to read	—
Regions and availability zones Supply: making or delivering the offer	Data	MediumLayer only	0 of 0 mapped; too few to read	—
Uptime and incident response Supply: making or delivering the offer	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Hardware lifecycle Supply: making or delivering the offer	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Account and workload onboarding Customers: keeping them	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Customer service and support Customers: keeping them	People	LowLayer only	0 of 0 mapped; too few to read	—
Account management Customers: keeping them	People	LowLayer only	0 of 0 mapped; too few to read	—
Accounts and usage records Customers: keeping them	Data	MediumLayer only	0 of 0 mapped; too few to read	—
Retention and renewal Customers: keeping them	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Billing and invoicing Money: getting paid and paying	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Collections and receivables Money: getting paid and paying	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Payments and payables Money: getting paid and paying	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Payroll Money: getting paid and paying	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Accounting and close Money: getting paid and paying	Software	HighLayer only	0 of 0 mapped; too few to read	—
Budgeting and forecasting Money: getting paid and paying	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Cash and treasury Money: getting paid and paying	Data	MediumLayer only	0 of 0 mapped; too few to read	—
Usage metering and billing Money: getting paid and paying	Software	HighLayer only	0 of 0 mapped; too few to read	—
Org structure People: who does the work	People	LowLayer only	0 of 0 mapped; too few to read	—
Hiring People: who does the work	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Onboarding and training People: who does the work	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Performance and pay People: who does the work	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Scheduling and capacity People: who does the work	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Policies and culture People: who does the work	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Site and operations engineers People: who does the work	People	LowLayer only	0 of 0 mapped; too few to read	—
Core system of record Systems: tools and data	Software	HighLayer only	0 of 0 mapped; too few to read	—
Communication tools Systems: tools and data	Software	HighLayer only	0 of 0 mapped; too few to read	—
Integrations Systems: tools and data	Software	HighLayer only	0 of 0 mapped; too few to read	—
Reporting and dashboards Systems: tools and data	Data	MediumLayer only	0 of 0 mapped; too few to read	—
Data management Systems: tools and data	Data	MediumLayer only	0 of 0 mapped; too few to read	—
Tenant isolation and access Systems: tools and data	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Licences and registrations Control: rules the company runs under	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Regulatory compliance Control: rules the company runs under	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Insurance and risk Control: rules the company runs under	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Legal and contracts administration Control: rules the company runs under	Data	MediumLayer only	0 of 0 mapped; too few to read	—
Health, safety and environment Control: rules the company runs under	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Security certifications and audits Control: rules the company runs under	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Data residency and sovereignty Control: rules the company runs under	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Strategy and goals Direction: deciding where it goes	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Governance and decision rights Direction: deciding where it goes	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Management cadence Direction: deciding where it goes	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Learning and improvement Direction: deciding where it goes	Process	MediumLayer only	0 of 0 mapped; too few to read	—

The rule, the same for every industry: with 5 or more organizations having the primitive, 50% or more of them on software is high, 20% or more medium, below that low. With fewer, the level rests on the primitive's layer alone and says "Layer only". Software parts are counted once per organization; a detected technology is named by its product. See the blueprint for which organizations run each.

LevelAll58 High6 Medium30 Low22

Primitive	Layer	Automation	Peers on software	Software parts named most
Services, regions and target workloads Demand: winning customers	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Lead generation Demand: winning customers	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Sales Demand: winning customers	People	LowLayer only	0 of 0 mapped; too few to read	—
Rate cards and commitments Demand: winning customers	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Proposals and quoting Demand: winning customers	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Service agreements and SLAs Demand: winning customers	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Service catalogue Supply: making or delivering the offer	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Planning and scheduling Supply: making or delivering the offer	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Hardware and power purchasing Supply: making or delivering the offer	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Suppliers and partners Supply: making or delivering the offer	People	LowLayer only	0 of 0 mapped; too few to read	—
Service operations Supply: making or delivering the offer	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Quality control Supply: making or delivering the offer	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Fleet and estate Supply: making or delivering the offer	Data	MediumLayer only	0 of 0 mapped; too few to read	—
Logistics and fulfilment Supply: making or delivering the offer	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Capacity planning Supply: making or delivering the offer	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Sites and power contracts Supply: making or delivering the offer	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Cooling and facility operations Supply: making or delivering the offer	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Network and interconnection Supply: making or delivering the offer	Software	HighLayer only	0 of 0 mapped; too few to read	—
Regions and availability zones Supply: making or delivering the offer	Data	MediumLayer only	0 of 0 mapped; too few to read	—
Uptime and incident response Supply: making or delivering the offer	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Hardware lifecycle Supply: making or delivering the offer	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Account and workload onboarding Customers: keeping them	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Customer service and support Customers: keeping them	People	LowLayer only	0 of 0 mapped; too few to read	—
Account management Customers: keeping them	People	LowLayer only	0 of 0 mapped; too few to read	—
Accounts and usage records Customers: keeping them	Data	MediumLayer only	0 of 0 mapped; too few to read	—
Retention and renewal Customers: keeping them	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Billing and invoicing Money: getting paid and paying	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Collections and receivables Money: getting paid and paying	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Payments and payables Money: getting paid and paying	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Payroll Money: getting paid and paying	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Accounting and close Money: getting paid and paying	Software	HighLayer only	0 of 0 mapped; too few to read	—
Budgeting and forecasting Money: getting paid and paying	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Cash and treasury Money: getting paid and paying	Data	MediumLayer only	0 of 0 mapped; too few to read	—
Usage metering and billing Money: getting paid and paying	Software	HighLayer only	0 of 0 mapped; too few to read	—
Org structure People: who does the work	People	LowLayer only	0 of 0 mapped; too few to read	—
Hiring People: who does the work	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Onboarding and training People: who does the work	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Performance and pay People: who does the work	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Scheduling and capacity People: who does the work	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Policies and culture People: who does the work	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Site and operations engineers People: who does the work	People	LowLayer only	0 of 0 mapped; too few to read	—
Core system of record Systems: tools and data	Software	HighLayer only	0 of 0 mapped; too few to read	—
Communication tools Systems: tools and data	Software	HighLayer only	0 of 0 mapped; too few to read	—
Integrations Systems: tools and data	Software	HighLayer only	0 of 0 mapped; too few to read	—
Reporting and dashboards Systems: tools and data	Data	MediumLayer only	0 of 0 mapped; too few to read	—
Data management Systems: tools and data	Data	MediumLayer only	0 of 0 mapped; too few to read	—
Tenant isolation and access Systems: tools and data	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Licences and registrations Control: rules the company runs under	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Regulatory compliance Control: rules the company runs under	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Insurance and risk Control: rules the company runs under	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Legal and contracts administration Control: rules the company runs under	Data	MediumLayer only	0 of 0 mapped; too few to read	—
Health, safety and environment Control: rules the company runs under	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Security certifications and audits Control: rules the company runs under	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Data residency and sovereignty Control: rules the company runs under	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Strategy and goals Direction: deciding where it goes	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Governance and decision rights Direction: deciding where it goes	Decisions	LowLayer only	0 of 0 mapped; too few to read	—
Management cadence Direction: deciding where it goes	Process	MediumLayer only	0 of 0 mapped; too few to read	—
Learning and improvement Direction: deciding where it goes	Process	MediumLayer only	0 of 0 mapped; too few to read	—