Data Startup

Data Architecture Score™

Build data-driven from day one. Assess your data architecture and lay the foundation for scale.

73%
Higher success rate
2.5x
Faster revenue growth
85%
VCs check data strategy

Collection

Data capture and ingestion

Product event collection

25
NoneBasicGA/MixpanelCustom eventsFull funnel

External source integration

25
1 source2-3 sourcesMulti-sourcesAPIsReal-time

Ingestion automation

25
ManualScriptsBasic ETLModern ELTStreaming

Storage

Storage architecture

Data storage structure

25
Prod DB only+ReplicasData warehouseLakehouseMesh

Data organization and schema

25
NoneAd-hocNormalizedDimensionalDomain-driven

Growth handling capacity

25
LimitedVerticalHorizontalElasticServerless

Quality

Reliability and accuracy

Ingestion quality controls

25
NoneBasicSchemaAuto testsGreat Expectations

Data latency

25
DaysDailyHourlyMinutesReal-time

Quality monitoring

25
NoneManualAlertsDashboardData catalog

Analytics

Insights and exploitation

Dashboards and visualization

25
ExcelBasic BISelf-service BIEmbeddedReal-time

Access democratization

25
IT onlyRequestsReportsSelf-serviceData products

Machine learning preparation

25
NoExplorationFeaturesBasic MLOpsFull MLOps

Governance

Security and compliance

GDPR compliance and privacy

25
NoBasicPrivacy policyConsent mgmtPrivacy by design

Sensitive data protection

25
NoneRestricted accessEncryptionRBACData masking

Data origin traceability

25
NoneDocumentationPartialAutomatedData catalog

Data context