Top 30 Data Center Sustainability Metrics
August 02, 2021

Top 30 Data Center Sustainability Metrics

In the last decade, global internet traffic increased ten-fold and data center storage capacity increased by a factor of 25. To grow capacity sustainability, green data centers and cloud operators are making incredible advancements in energy efficiency. They are deploying state-of-the-art hyper-efficient equipment and cooling technology, generating renewable energy onsite, and pursuing other innovations like building data centers underground and underwater, developing artificial intelligence that can predict environmental conditions and optimize operations, and reusing waste heat to cool nearby homes and buildings.

Modern data centers are complex, and there are many ways to measure sustainability. Here are some of the most common data center sustainability metrics data center managers use to track their efficiency.

Metric

Calculation

Unit

Goal

Measures

Air Economizer Utilization Factor (AEUF)

Time Air Economizer in Use / Total Time

Percentage

Maximize

How often outside air is used for free cooling

Airflow Efficiency

Fan Power / Airflow

W / cfm

Minimize

How efficiently air moves from the supply to the return

Cabinets Compliant with ASHRAE Standards

Racks in ASHRAE Recommended Range / Total Racks

Percentage

Maximize

How much progress is made towards ideal environmental conditions

Carbon Usage Effectiveness (CUE)

CO2 Emissions / IT Energy

kg CO2 / kWh

Minimize

What the overall sustainability of a data center is

CO2 Savings

Possible CO2 Emissions / Actual CO2 Emissions

Ratio

Maximize

How many CO2 emissions were avoided due to efficiency efforts

Cooling Capacity Factor (CCF)

Cooling Capacity / Critical Load

Ratio

Minimize

What the overall efficiency of a data center's cooling system is

Data Center Infrastructure Efficiency (DCiE)

IT Energy / Facility Energy

Percentage

Maximize

How much of total facility energy is used by IT equipment

Data Center Performance Efficiency (DCPE)

Useful Work / Facility Energy

Work / kWh

Maximize

How efficiently the data center is performing work

Data Center Performance Per Energy (DPPE)

Work / (Total Energy - Green Energy)

Ratio

Maximize

Energy efficiency of the entire data center including both IT equipment and infrastructure

Data Center Power Density (DCPD)

Rack Power Consumption / Rack

kW / Rack

Maximize

How rack power consumption compares to rack power capacity

Data Center Space Efficiency (DCSE)

RU Space Utilization x Floor Space Utilization

Percentage

Maximize

How efficiently data center space is used

Delta-T Per Cabinet

Exhaust Temperature - Intake Temperature

°C or °F

Optimize

How effective airflow is at cooling equipment

Deployed Hardware Utilization Efficiency (DH-UE)

Minimum Systems to Handle Peak Load / Total Systems

Percentage

Maximize

How efficiently servers and storage systems are utilized

Deployed Hardware Utilization Ratio (DH-UR)

Servers Running Live Applications / Total Servers

Percentage

Maximize

How much power is wasted by idle systems

Energy Reuse Effectiveness (ERE)

(Total Energy - Reused Energy) / IT Energy

Ratio

Minimize

What the overall energy efficiency is if energy is being reused outside the data center

Energy Reuse Factor (ERF)

Reused Energy / Total Energy

Percentage

Maximize

How much energy in the data center is reused elsewhere in the facility

Fixed to Variable Energy Ratio (FVER)

Fixed Energy / Variable Energy

Ratio

Minimize

How much energy can be targeted for reduction or elimination

Green Energy Coefficient (GEC)

Green Energy / Total Energy

Percentage

Maximize

How much renewable energy was generated onsite

Grid Utilization Factor (GUF)

Time Locally Generated Energy Covers Energy Demand / Total Time

Percentage

Minimize

How often the data center is powered by energy generated onsite

HVAC System Effectiveness (HSE)

IT Energy / HVAC Energy

Ratio

Maximize

What the overall efficiency of a data center's cooling system is

IT Equipment Energy Efficiency (ITEE)

IT Capacity / IT Energy

Ratio

Maximize

What the efficiency of power capacity utilization by IT devices is

Power Usage Effectiveness (PUE)

Facility Energy / IT Energy

Ratio

Minimize

How much total facility power is devoted to IT equipment

Space, Wattage, and Performance (SWaP)

Performance / (Space x Watts)

Ratio

Maximize

How efficient servers are within the constraints of space and power

Stranded Power Capacity Per Rack

Budgeted Rack Power - Actual Rack Power

kW / Rack

Minimize

How much additional equipment can be deployed in existing cabinet resources

Technology Carbon Efficiency (TCE)

CO2 Emissions / Facility Energy

bs CO2 / kWh

Minimize

How clean the energy consumed by a data center is

Temperature Per Cabinet

-

°C or °F

Optimize

If equipment is being inefficiently overcooled

UPS Energy Efficiency (UPEE)

Input Powering the Load and Connected Systems / Total Input Power

Percentage

Maximize

How much energy is wasted running a UPS

UPS Power Factor (UPF)

Actual Energy Consumed / Apparent Power

Ratio

Maximize

How efficiently a UPS uses power

Water Economizer Utilization Factor (WEUF)

Time Water Economizer in Use / Total Time

Percentage

Maximize

How often indirect water cooling is used

Water Usage Effectiveness (WUE)

Water Usage / IT Energy

Ratio

Minimize

How efficiently water is being used in the data center

Drive Sustainability in Your Data Center with DCIM Software

Measuring data center sustainability metrics and driving energy efficiency isn’t just for hyperscalers. All data center managers need to improve efficiency, reduce operating costs, and comply with corporate and governmental sustainability initiatives.

Leading experts deploy Data Center Infrastructure Management (DCIM) software to support their energy efficiency objectives.

DCIM software makes it easy to:

  • Measure energy consumption so you have the data to make more intelligent decisions
  • Get real-time charts and reports on energy metrics like PUE
  • Create billback reports to facilitate more energy-efficient behaviors from customers
  • Avoid overcooling and wasting energy without sacrificing performance
  • Identify power-hungry equipment that should be replaced
  • Design your physical infrastructure for optimal efficiency
  • Intelligently consolidate and virtualize resources

Take a free test drive of the world’s best DCIM software to see how you can improve sustainability in your data center.

Try It Free

Sources
https://blogs.gartner.com/david_cappuccio/2013/07/02/data-center-space-efficiency-metric/
https://docplayer.net/11093457-Proxy-proposals-for-measuring-data-center-productivity.html
https://energyinnovation.org/2020/03/17/how-much-energy-do-data-centers-really-use/
https://home.jeita.or.jp/greenit-pc/activity/symposium/110223/pdf/ss6_nttdata.pdf
https://ieeexplore.ieee.org/abstract/document/7414182
https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=7921551
https://journal.uptimeinstitute.com/rack-density-is-rising/
https://phys.org/news/2005-12-sun-metric-server-efficiency.html
https://www.baselinemag.com/c/a/IT-Management/5-Green-Computing-Metrics
https://www.datacenterdynamics.com/en/news/dc-fver-the-new-efficiency-metric-that-covers-it-all/
https://www.eetimes.com/get-a-grip-on-your-data-center-power-efficiency/
https://www.energy.gov/sites/default/files/2013/10/f3/eedatacenterbestpractices.pdf
https://www.oecd.org/sti/ind/45009540.pdf
https://www.riello-ups.com/questions/49-what-does-power-factor-mean-with-a-ups
https://www.riello-ups.com/questions/53-what-is-ups-efficiency-and-how-is-it-calculated
https://www.thegreengrid.org/en/resources/library-and-tools/235-Electronics-Disposal-Efficiency-%28EDE%29%3A-An-IT-Recycling-Metric-for-Enterprises-and-Data-Centers-
https://www.thegreengrid.org/en/resources/library-and-tools/238-Water-Usage-Effectiveness-%28WUE%29%3A-A-Green-Grid-Data-Center-Sustainability-Metric-
https://www.thegreengrid.org/en/resources/library-and-tools/241-Carbon-Usage-Effectiveness-%28CUE%29%3A-A-Green-Grid-Data-Center-Sustainability-Metric
https://www.thegreengrid.org/en/resources/library-and-tools/242-ERE%3A-A-Metric-for-Measuring-the-Benefit-of-Reuse-Energy-From-a-Data-Center-
https://www.upsite.com/resources/ccf-calculator/#:~:text=The%20Cooling%20Capacity%20Factor%20(CCF,for%20right%2Dsizing%20cooling%20capacity .

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