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Worked Example

The complete methodology for calculating embodied emissions is: 

(((CPU + RAM + SSD + HDD + Motherboard + Power Supply Units + Assembly + Enclosure + Network Storage + Switches) * Disposal) * Time Share * Resource Share)

To summarize the methodology, a worked example for the AWS c6gd.medium instance is provided below. This instance is hosted on the bare metal server c6gd.metal. So, Tailpipe starts by calculating the embodied CO2e of the server hardware components. Tailpipe retrieves the following variable characteristics of the c6gd.metal server:

CPU name  Graviton 2 
CPU units 
CPU die size  457 mm2 
RAM units 
RAM capacity  16 GB 
RAM density  1.79 GB/cm2 
SSD units 
SSD capacity  1900 GB 
SSD density  50.6 GB/cm2 
HDD units 
Network Storage units 
PSU units 
PSU weight  2.99 kg 
Case type  rack 
Switch Ports 

 

Tailpipe inserts these figures into the server GWP calculation (variables in greenconstants in blue): 

Component  Formula  Result 
CPU   1 * ((457) * 0.0197 + 9.14 18.14 
RAM  8 * ((16/1.79) * 2.2 + 5.22 199.1 
SSD   2 * ((1900/50.6) * 2.2 + 6.34 177.9 
HDD   0 * 31.11 
Motherboard  66.10  66.1 
PSU   2 * (2.99 * 24.3 145.31 
Assembly  6.68  6.68 
Case  150  150 
Total    763.23 

 

This means that the lifetime embodied emissions of the c6gb.metal server are 763.23 kg CO2e. 

Tailpipe also breaks down the embodied emissions (in kg CO2e) of each component: 

CPU   RAM  SSD  HDD  Others 
18.14  199.1  177.9  368.09 

 

Next, Tailpipe calculates the embodied emissions of the instance by factoring in the ratio of instance capability to server capability. First, Tailpipe needs to know the capabilities of both the instance and the server: 

  vCPU count  RAM (GB)  SSD (GB)  HDD (GB) 
Instance  59 
Server  64  128  3800 

 

Then, Tailpipe applies the instance formulae: 

Component  Formula  Result 
CPU   18.14 * 1/64   0.283 
RAM  199.07 * 2/128  3.11 
SSD   177.9 * 59/3800  2.76 
HDD   0 * 0/0 
Others  368.09 * 1/64  5.75 
Total kgCO2e    11.9 

 

Finally, Tailpipe adds networking-related equipment: 

Component  Formula  Result 
Instance Components  CPU+RAM+SSD+HDD+Others 11.9 
Network Storage  0 * 0.0013  
Switch  2 * 5.06  10.12 
Total kgCO2e    22.02 

 

This means that the embodied emissions of the manufacture of the c6gb.medium instance are 22.02 kgCO2e. 

Next, Tailpipe applies the disposal factor to this figure:

22.02 – (22.02 * 0.018) = 21.62 

So, the c6gd.medium instance generates 21.62 kg CO2e of embodied emissions across its entire lifetime. 

The customer’s usage of the instance must then be apportioned. To do so, we multiply 21.62 by the customer’s Time Share and by Resource Share: 

21.62 * (customer usage period/instance lifetime) * 1 

For example, if the customer was utilizing their instance for 18 months over the server lifetime of 6 years: 

22.62 * 0.25 * 1 = 5.66    

This customer would have generated 5.66 kg CO2e through the embodied emissions of their cloud computing. 

That’s the equivalent of driving 21 miles (34 km) in a petrol car.