Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Sign up for free
Menu
Search
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Pricing
Search
Sign in
Sign up for free
GitHub Universe After Party Thailand 2023 - Fas...
Search
Sponsored
·
SiteGround - Reliable hosting with speed, security, and support you can count on.
→
Karn Wong
November 01, 2023
Technology
120
0
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
GitHub Universe After Party Thailand 2023 - Faster deployments with multi-stage build caching
Karn Wong
November 01, 2023
More Decks by Karn Wong
See All by Karn Wong
Python Developer Day 2026 - Demystifying Agent Sandbox
kahnwong
0
26
Global Azure 2026 - Securing VM Access On Azure
kahnwong
0
59
AgentCon Bangkok 2026 - How to Stay Sane in the Age of Agents
kahnwong
0
94
National Coding Day 2026 - Software Evolution: The Complete Lifecycle
kahnwong
0
90
Microsoft Ignite After Party 2025 - Azure Infrastructure for Cloud Native Solutions
kahnwong
0
65
AI Community Day Bangkok 2025 - In-Browser ML/LLM Inference Ecosystem
kahnwong
0
81
Data & AI Day 2025 - You Created a Pipeline, Now What?
kahnwong
0
140
Pycon Thailand 2025 - ML Model Serving Optimization with ONNX
kahnwong
0
80
MFEC x Google Cloud Thailand: Betagro Bootcamp - IaC Adoption
kahnwong
0
91
Other Decks in Technology
See All in Technology
Reactの設計論
uhyo
12
4k
コスト最適化の「めんどくさい」を AWS FinOps Agent でチョット楽にする
classmethod_kaz
0
280
Deploying a Full-Stack Bun-Native Framework on Cloudflare Workers
7nohe
0
120
PfEingのアプローチで働こう
rindrics
0
200
Claude Code本って、 読む必要あるの?
oikon48
1
270
DEFCON_CHV_CTF_Write-up.pdf
bata_24
0
110
Screen Lens - 今見てる画面を翻訳する
komagata
0
170
日経電子版を支えていく Kasane Design System/fec_fukuoka
nikkei_engineer_recruiting
0
280
作品が生態系になった ─ Mini Tokyo 3D から世界へ
nagix
0
140
AIとペアプロを始める。人とのペアプロをやめる。ペアプロの良さを改めて知る。もっと好きになった。 / Rediscovering Pair Programming
honyanya
1
310
WAF 運用改善の承認サイクル/SRE_BizReach_MIXI_1
visional_engineering_and_design
2
380
#jawssonic2026 あの時代が悪かった ~動かなかったSageMakerと共に迎えたイベント当日~
ktkn1129
0
140
Featured
See All Featured
Making Projects Easy
brettharned
120
6.7k
Breaking role norms: Why Content Design is so much more than writing copy - Taylor Woolridge
uxyall
1
400
CSS Pre-Processors: Stylus, Less & Sass
bermonpainter
360
30k
BBQ
matthewcrist
89
10k
Leveraging LLMs for student feedback in introductory data science courses - posit::conf(2025)
minecr
1
370
The Success of Rails: Ensuring Growth for the Next 100 Years
eileencodes
47
8.3k
ラッコキーワード サービス紹介資料
rakko
1
4.8M
Deep Space Network (abreviated)
tonyrice
0
290
How to optimise 3,500 product descriptions for ecommerce in one day using ChatGPT
katarinadahlin
PRO
2
3.8k
Paper Plane
katiecoart
PRO
2
53k
Building AI with AI
inesmontani
PRO
1
1.2k
Leo the Paperboy
mayatellez
8
2.2k
Transcript
Faster deployments with multi- stage build caching Here’s to incremental
deployments.
About me kahnwong Karnsiree Wong karnwong.me Head of Platform Engineering
@Baania Often known as DevSecMLFinDataOps Faster deployments -> Faster iterations I love automation
CI/CD workflow
Dockerfile FROM node:18 WORKDIR /opt/build COPY package.json . COPY yarn.lock
. RUN yarn install COPY . . RUN yarn build EXPOSE 3000 CMD [ "yarn", "start", "-H", "0.0.0.0" ]
GitHub Actions Buildx - name: Build and tag image uses:
docker/build-push-action@v5 with: context: . builder: ${{ steps.buildx.outputs.name }} file: Dockerfile push: true tags: ${{ steps.meta.outputs.tags }} provenance: false
But we can cache docker layers
GitHub Actions Buildx with cache - name: Build and tag
image uses: docker/build-push-action@v5 with: context: . builder: ${{ steps.buildx.outputs.name }} file: Dockerfile push: true cache-from: type=gha # add this cache-to: type=gha,mode=max # add this tags: ${{ steps.meta.outputs.tags }} provenance: false
Buildx Buildx with cache
How do we know that we’re using cache?
Check GitHub Actions caches from all workflows
What about image size?
Dockerfile with multi-stage build # --------------- builder --------------- # FROM
node:18 AS builder WORKDIR /opt/build COPY package.json . COPY yarn.lock . RUN yarn install COPY . . RUN yarn build # --------------- package --------------- # FROM node:18-alpine AS deploy WORKDIR /app COPY --from=builder /opt/build/.next ./.next COPY --from=builder /opt/build/node_modules ./node_modules COPY --from=builder /opt/build/public ./public COPY --from=builder /opt/build/next.config.js ./ COPY --from=builder /opt/build/package.json ./ EXPOSE 3000 CMD [ "yarn", "start", "-H", "0.0.0.0" ]
Why multi-stage build? yarn build creates a lot of temporary
files We don’t need those "temporary files" for yarn start ` ` ` `
Let’s guess the image size!
Normal build Multi-stage build
How much can we save? Build time 30s per build
(from 3m24s to 2m57s) Image storage (compressed) 300MB per image (from 450MB to 150MB)
Any questions?
Ready for cost reduction? If we deploy 150 times /
month
Cost breakdown Service No Cache With Cache GitHub Actions (Runtime)
3m24s * 150 = 510m 2m57s * 150 = 442.5m Service Normal Build Multi-Stage Build ECR (Storage) 450MB * 150 = 66GB 150MB * 150 = 22GB ECR (Cost) 150MB * 150 = 22GB 22GB * 0.10 USD = 2.2 USD In total, we can save 67.5 minutes and 4.4 USD per month.
I know you love pretty charts
GitHub Actions Cache can also be used with runtimes steps:
- uses: actions/checkout@v4 - uses: actions/setup-node@v4 with: node-version: 18 cache: 'yarn' - run: yarn install - run: yarn build
Let’s revisit CI/CD workflow again
Any questions?
Summary GitHub Actions cache can be used with docker image
build and setup actions Multi-stage build can drastically reduce image size (in turn, reducing image storage cost) These lead to faster CI/CD run time and faster deployments During PR review, automated checks can be done faster as well
Check out the slides and repo!