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    The Work After Troubleshooting — A $69 Lesson on Provisioned Throughput

    The Work After Troubleshooting — A $69 Lesson on Provisioned Throughput

    23 min read

    Introduction

    Recently, I published an article titled "The Tale of Jenkins Gradually Failing to Clone Git — Fighting EFS Metadata IOPS." It described how EFS metadata IOPS exhaustion caused Jenkins to stop, and how I identified and resolved the issue in about 3 hours of investigation.

    Technically, the problem was solved, but that wasn't the end of the story.

    The next day, when I opened AWS Cost Explorer, I froze at the number that jumped out at me.

    "$69.00"

    Honestly, I thought... maybe I messed up.

    This article is about cost judgment during emergency response and the accountability that follows. It's the "aftermath" of the troubleshooting article.


    What Happened

    As I wrote in the previous article, EFS metadata IOPS exhaustion caused Jenkins to effectively stop. And this happened on a Monday morning — the worst possible timing.

    To keep Jenkins running while investigating, I made an emergency decision to change the EFS throughput mode to Provisioned Throughput at 300 MiB/s.

    This decision resulted in:

    • ✅ Ensured continued operation of the Jenkins environment
    • ✅ Identified root cause in about 3 hours
    • ✅ Implemented permanent solution

    Technically, it was successful. However...


    The Cost Reality

    The next day, after reverting to Elastic Throughput, I became curious about the cost.

    I knew that Provisioned Throughput was "expensive." But I thought, for just 26 hours, it wouldn't be that bad.

    When I opened Cost Explorer:

    Approximately $69

    In 26 hours.

    If I had left it running for a month, it would have been about $2,160 (over ¥300,000). I was relieved I changed it back quickly, but at the same time, the question arose: "Wasn't there a better option?"


    Understanding EFS Pricing

    I needed to properly organize the EFS pricing structure. The truth is, during the emergency response, I didn't know about Elastic Throughput as an option.

    EFS has three throughput modes:

    1. Bursting Throughput (Original Setting)

    Pricing: Storage charges only

    Throughput is determined by storage capacity. There's a baseline of 50 MiB/s per TiB, with a credit system that accumulates during low load and can be used during high load.

    Advantages: No additional charges

    Disadvantages: Performance degradation when credits are depleted (the problem we had)

    2. Provisioned Throughput (Emergency Response Setting)

    Pricing: Storage charges + throughput charges

    In the Tokyo region, it's approximately $7.2/month per MiB/s.

    For 300 MiB/s:

    • 300 × $7.2 = $2,160/month (about ¥300,000)

    For 26 hours of use:

    • $2,160 × (26/720) ≈ $78

    The actual measurement was $69, so the baseline throughput was probably deducted.

    Advantages: Stable performance, no credits needed

    Disadvantages: Very expensive, charged even when not in use

    3. Elastic Throughput (The Option I Didn't Know About)

    Pricing: Storage charges + actual throughput used

    In the Tokyo region:

    • Read: $0.04/GB
    • Write: $0.07/GB

    Advantages: Pay only for what you use, auto-scaling

    Disadvantages: Budget management is difficult if usage is unpredictable


    The Better Option

    Let me recalculate.

    Assuming we used about 50GB of throughput during the investigation:

    Mode26-hour CostNotes
    Bursting$5.6 (monthly portion)Investigation impossible due to credit depletion
    Provisioned$69Actually selected
    Elastic$3.5~$5Didn't know about it

    Difference: Approximately $64~$66 (about ¥9,000~¥9,500)

    If I had chosen Elastic Throughput, the cost would have been about 1/20th.

    Honestly, I was stuck here. In an emergency, I should have calmly estimated costs, but due to lack of knowledge, Elastic Throughput never came to mind as an option.


    Explaining to Stakeholders

    This cost requires an explanation to stakeholders.

    However, rather than just ending with "I made a mistake," I needed to properly organize the background of the decision and the cost-benefit analysis.

    Background of the Decision

    During the emergency response, I was thinking about the following points:

    Situation:

    • Monday morning, complete Jenkins outage
    • All build jobs for the entire development team unable to execute
    • Expected 3 hours to identify the cause

    Option Consideration:

    OptionAdvantagesDisadvantagesDecision
    Continue Bursting ModeNo cost increaseInvestigation difficult due to credit depletion❌ Not viable
    Provisioned 300 MiB/sGuaranteed performance Investigation possibleHigh cost✅ Adopted
    Elastic ThroughputUsage-based billing, affordable Auto-scalingNot considered due to lack of knowledge-

    Reasoning:

    1. Minimize impact on the entire development team due to system outage
    2. Stable I/O performance needed for investigation work (find, du, etc.)
    3. Expected to be able to change settings the next day
    4. Business continuity as top priority

    Cost-Benefit Analysis

    Assuming a development team of 10 people at ¥5,000/hour:

    Losses Avoided:

    • Reduced wait time: 3 hours × 10 people = 30 person-hours
    • Hourly rate conversion: 30 person-hours × ¥5,000 = ¥150,000
    • Opportunity loss from deployment delays: Difficult to calculate but not negligible

    Costs Incurred:

    • Provisioned Throughput: ¥10,000

    Cost-Benefit: Approximately 15x ROI

    Looking at the numbers, the decision itself appears to have been appropriate. However, it's also true that if I had known about Elastic Throughput, I could have achieved the same effect at a much lower cost.

    Creating the Report

    I organized the above content and created a report for stakeholders.

    The report included:

    • Overview of the outage and scope of impact
    • Emergency response decision process
    • Cost breakdown
    • Cost-benefit evaluation
    • Future improvement measures and recurrence prevention

    I wrote honestly that "the decision was appropriate, but it was not the optimal solution due to lack of knowledge."


    Lessons and Reflection

    Technical Lessons

    1. Effectiveness of Elastic Throughput
    • Optimal for spike responses
    • Predictable costs with usage-based billing
    • Will use as the first choice in the future
    1. Cost Estimation, Especially in Emergencies
    • "Just getting it working" is not enough
    • Develop a habit of comparing options and cost impact
    • Question whether there might be options you don't know about
    1. Strengthening Monitoring Systems
    • Regular monitoring of EFS metrics
    • Monitor not just storage capacity but also file count and IOPS
    • Preventive maintenance through early detection

    Reflection: Why Didn't I Know About Elastic Throughput?

    Being honest in my reflection, I only understood the EFS pricing structure "vaguely."

    • Bursting mode = free
    • Provisioned mode = expensive

    I had this rough knowledge, but I hadn't investigated "how expensive" or "are there other options?"

    Elastic Throughput was announced in 2022. In other words, my knowledge wasn't outdated — I simply hadn't researched it properly.

    Especially in emergencies, take a moment to research. I regret that I lacked this habit.

    Organizational Improvements

    To ensure this experience becomes organizational knowledge, not just personal learning:

    1. Knowledge Sharing
    • Publish this article internally and externally
    • Consider holding AWS cost optimization study sessions
    1. Documentation
    • Develop troubleshooting procedures
    • Formalize decision-making flows including cost estimation
    1. Monitoring & Alerting
    • Visualize EFS usage
    • Set alerts for throughput utilization exceeding 75%

    These are in progress.


    Conclusion

    Even if you can technically resolve a problem, that's not the end.

    • Cost accountability
    • Reflection on decision processes
    • Returning knowledge to the organization

    I realized that these are all part of an engineer's "work."

    The $69 this time was expensive tuition, but I believe I gained the following value:

    1. Deep understanding of EFS pricing structure
    2. Improved emergency decision-making process
    3. Organization-wide knowledge sharing

    If I encounter the same situation again, I will choose Elastic Throughput without hesitation.

    And if this experience helps someone else, then the $69 was not wasted at all.


    The previous troubleshooting article:

    JenkinsがじわじわGitクローンできなくなっていった話 ― EFSメタデータIOPSとの闘い

    JenkinsがじわじわGitクローンできなくなっていった話 ― EFSメタデータIOPSとの闘い

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    SRE

    References

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