~/talk

Making Software & Data Architectures Sustainable

Talkat GOTO Aarhus 2023 · 2023-05-22..05-24· [web-performance, software-architecture]
slides:none on file

Claim: cloud computing is about 3% of global greenhouse gases (roughly 1.5× aviation and 3× UK annual emissions) and migrating appropriate workloads can cut ~40 megatons CO2e. Practical levers include the Green Software Foundation and AWS sustainability pillar, tooling like CodeCarbon, Green Algorithms and Element AI estimators, and hardware choices (TPU vs GPU). Concrete actions: delete unused Kafka topics, stop continuous retrains, collocate coupled services, trim payloads (saving 1 MB per order on 150M orders can cut ~4 metric tons/year).

AI-written summary · about

  1. 0:00Introduction and context
  2. 2:46Evolution of computing
  3. 6:48Modern IT and climate impact
  4. 12:00The data challenge
  5. 15:49Shared responsibility
  6. 19:28Carbon intensity equation
  7. 21:54Optimizing computation
  8. 25:19AI energy consumption
  9. 31:27Communication and transport
  10. 35:33Carbon-aware infrastructure
  11. 38:55Actionable strategies
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