30 Capabilities
Deep-dive into every capability across 4 domains and 5 maturity lenses
Data Ingestion & Normalization
Collecting, processing, and standardizing cloud cost and usage data from all providers and services.
Maturity Levels by Lens
Basic visibility foundation established. Some documentation and awareness of data ingestion & normalization practices.
Standardized visibility processes for data ingestion & normalization are in place. Regular reviews and improvements occurring.
Advanced visibility practices with proactive optimization. Data Ingestion & Normalization is integrated into business workflows.
Industry-leading visibility maturity. Fully automated, continuously optimized, and driving innovation in data ingestion & normalization.
Basic control foundation established. Some documentation and awareness of data ingestion & normalization practices.
Standardized control processes for data ingestion & normalization are in place. Regular reviews and improvements occurring.
Advanced control practices with proactive optimization. Data Ingestion & Normalization is integrated into business workflows.
Industry-leading control maturity. Fully automated, continuously optimized, and driving innovation in data ingestion & normalization.
Basic efficiency foundation established. Some documentation and awareness of data ingestion & normalization practices.
Standardized efficiency processes for data ingestion & normalization are in place. Regular reviews and improvements occurring.
Advanced efficiency practices with proactive optimization. Data Ingestion & Normalization is integrated into business workflows.
Industry-leading efficiency maturity. Fully automated, continuously optimized, and driving innovation in data ingestion & normalization.
Basic intelligence foundation established. Some documentation and awareness of data ingestion & normalization practices.
Standardized intelligence processes for data ingestion & normalization are in place. Regular reviews and improvements occurring.
Advanced intelligence practices with proactive optimization. Data Ingestion & Normalization is integrated into business workflows.
Industry-leading intelligence maturity. Fully automated, continuously optimized, and driving innovation in data ingestion & normalization.
Basic autonomy foundation established. Some documentation and awareness of data ingestion & normalization practices.
Standardized autonomy processes for data ingestion & normalization are in place. Regular reviews and improvements occurring.
Advanced autonomy practices with proactive optimization. Data Ingestion & Normalization is integrated into business workflows.
Industry-leading autonomy maturity. Fully automated, continuously optimized, and driving innovation in data ingestion & normalization.
What Good Looks Like (Level 3-4)
- Documented standards and regular reviews
- Cross-team adoption with clear ownership
- Automated tooling with measurable outcomes
- Documented standards and regular reviews
- Cross-team adoption with clear ownership
- Automated tooling with measurable outcomes
- Documented standards and regular reviews
- Cross-team adoption with clear ownership
- Automated tooling with measurable outcomes
- Documented standards and regular reviews
- Cross-team adoption with clear ownership
- Automated tooling with measurable outcomes
- Documented standards and regular reviews
- Cross-team adoption with clear ownership
- Automated tooling with measurable outcomes