Zhivko Todorov
ALL CASE STUDIES

CASE 15 · VANTAGE · 2026

SAVINGS PLANSRICOST EXPLORERGRAVITON

A $400k monthly bill, with the right commitments for once.

A consumer SaaS company had a $400k/month AWS bill and a Savings Plans portfolio that someone had purchased in 2022 and never revisited. Coverage was 41%; effective rate was around 18%. We rebalanced the portfolio, paid down a chunk to Compute Savings Plans, and moved 35% of compute to Graviton.

INDUSTRY

Consumer SaaS

DOMAIN

COST

DELIVERED

2026

STACK

SAVINGS PLANS·COST EXPLORER·GRAVITON (g4)·EC2·FARGATE·CUR + ATHENA

RESULTS

What changed, by the numbers.

EFFECTIVE SAVINGS

37%

WAS 18%

COVERAGE

94%

TARGETED FLOOR USAGE

GRAVITON MIGRATION

35%

OF FARGATE COMPUTE

PAYBACK PERIOD

11w

NET OF ENGAGEMENT FEE

HOW IT WENT

The Cost Explorer view was misleading: it showed "$50k in savings" but a model against actual usage revealed massive over-commitment in one Convertible RI bucket and under-commitment everywhere else. The 2022 purchaser had bought one big number and walked away.

We modelled three years of usage including the seasonal floor, ran a Monte Carlo against expected growth, and recommended a tiered purchase: 1-year Compute Savings Plans for 70% of the floor, 3-year for 50% of that subset (the unambiguously durable usage), nothing for the spiky top decile.

Then we ran a Graviton migration pilot: the Fargate-based services where the team had no ARM-vs-x86 opinion got switched first. Performance was within noise; cost dropped 22% on the migrated services alone. By month three, the effective savings rate had more than doubled.

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