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
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
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Pricing
Search
Sign in
Sign up for free
Easing into continuous deployment
Search
Sponsored
·
Your Podcast. Everywhere. Effortlessly.
Share. Educate. Inspire. Entertain. You do you. We'll handle the rest.
→
Chris Keathley
July 28, 2017
Programming
480
2
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
Easing into continuous deployment
How we moved our team from static deployments into continuous deployment.
Chris Keathley
July 28, 2017
More Decks by Chris Keathley
See All by Chris Keathley
Solid code isn't flexible
keathley
5
1.2k
Building Adaptive Systems
keathley
44
3.2k
Contracts for building reliable systems
keathley
6
1.1k
Kafka, the hard parts
keathley
3
2.1k
Building Resilient Elixir Systems
keathley
7
2.6k
Consistent, Distributed Elixir
keathley
6
1.7k
Telling stories with data visualization
keathley
1
740
Leveling up your git skills
keathley
0
880
Generative Testing in Elixir
keathley
0
650
Other Decks in Programming
See All in Programming
Kiroで創り、AgentCoreで繋ぐ!AWSで実践する「AI-DLC」から「AIエージェント統合」までの最新地図
licux
4
680
AWS Step Functions 大規模並列の壁を越える / jaws-sonic-2026-niigata-step-functions
kasacchiful
PRO
1
460
AI に Inclusive UI を書かせよう — Design Rules Skill で Compose UI を作り直す
theoriatec2024
1
490
スマート反転とウェブアクセシビリティ
camiha
0
210
大喜利で理解するLLM as a Judge / Understanding LLM-as-a-Judge through Ogiri
rockname
0
100
JPUG勉強会 OSSデータベースの内部構造を理解しよう(第2回)
oga5
0
220
Go × SIMDで高速化するベクトル検索 ~ルーフラインモデルでSIMDが効く境界を探れ! ~
po3rin
1
860
速く作れる。その次は、速く確かめられる開発へ 〜AIネイティブ開発を支える、Shift Down〜 / Can build fast. Next, moving to development where we can verify fast.
rkaga
2
2.2k
速習iPhone Duo対応
yuukiw00w
1
240
How I Stole PSI from Android Studio - DroidKaigi2026
worker8
0
120
そのリトライ、死んだコネクションを使い回していませんか ── GoのHTTPクライアントとHTTP/2を実プロダクト障害から学び直す
myus4a
0
130
LL言語やWebフレームワークのPostgreSQL対応 〜DBの機能がユーザーに届くまで〜
kentaroutakeda
1
150
Featured
See All Featured
[RailsConf 2023] Rails as a piece of cake
palkan
59
7k
Claude Code どこまでも/ Claude Code Everywhere
nwiizo
67
58k
A Modern Web Designer's Workflow
chriscoyier
699
190k
Prompt Engineering for Job Search
mfonobong
0
450
Product Roadmaps are Hard
iamctodd
55
13k
Visualization
eitanlees
152
17k
Public Speaking Without Barfing On Your Shoes - THAT 2023
reverentgeek
1
560
AI Search: Where Are We & What Can We Do About It?
aleyda
0
7.9k
My Coaching Mixtape
mlcsv
0
310
brightonSEO & MeasureFest 2025 - Christian Goodrich - Winning strategies for Black Friday CRO & PPC
cargoodrich
3
840
Everyday Curiosity
cassininazir
0
320
Context Engineering - Making Every Token Count
addyosmani
9
1.1k
Transcript
Continuous Deployment Chris Keathley / @ChrisKeathley /
[email protected]
I work with a distributed team
I work with a distributed team
None
None
None
None
None
Warehouse
Warehouse API
Warehouse API Apps
The problem
Slow Iteration Cycle Deployment Deployment 2 weeks
Slow Iteration Cycle Deployment Deployment Deployment 2 weeks 2 weeks
Slow Iteration Cycle Deployment Deployment Deployment 3 weeks
Slow Iteration Cycle Deployment Deployment Deployment Hopefully someday
Large PRs
Unsure about state of the application
Unsure about state of the application
Unsure about state of the application
Unsure about state of the application
Unsure about state of the application
Rollbacks are a scam
None
None
Data Migration
Data Migration ?
Don’t do this
always Move forward
always Move forward
always Move forward
The goal should never be to roll back a deployment
The goal is to minimize the damage done by any
given deployment
There are bugs in your system
Solutions
We needed to deploy more often
So we did
Automated Deployment
What do you deploy?
Commit Sha
None
Jars
Artifacts
Git Tags
Containers
Your App
Your App Server
None
Master Branch How we merge our code PR
CI Github Registry Container Slack PR Notification
CI Kubernetes Deploy Auto-deploy Green builds of master
CI Kubernetes Deploy Auto-deploy Green builds of master Service A
Service B
CI Kubernetes Deploy Auto-deploy Green builds of master Service B
CI Kubernetes Deploy Auto-deploy Green builds of master Service B
Service A
CI Kubernetes Deploy Auto-deploy Green builds of master Service A
CI Kubernetes Deploy Auto-deploy Green builds of master Service A
Service B
Tests Metrics &
Integration Tests + Property Tests
Integration Tests TEst App DB Service
Modeling Users as FSMs logged_out logged_in login logout vote
Property Tests Add Todo Edit Todo Delete Todo
Property Tests Add Todo Edit Todo Delete Todo
Property Tests Add Todo Edit Todo Delete Todo
Property Tests Add Todo Edit Todo Delete Todo
Generate Commands
Generated Commands [{:add_todo, “Test Todo”, 1}, {:edit_todo, "Edited", 2}, {:delete_todo,
"", 1}, {:add_todo, “New Todo", 3}, {:delete_todo, "", 2} {:edit_todo, “Edited Todo”, 2}]
Generate Commands
Generate Commands
Generate Commands
Generate Commands
Generate Commands
Generated Commands [{:add_todo, “Test Todo”, 1}, {:edit_todo, "Edited", 2}, {:delete_todo,
"", 1}, {:add_todo, “New Todo", 3}, {:delete_todo, "", 2} {:edit_todo, “Edited Todo”, 2}]
Generated Commands [{:add_todo, “Test Todo”, 1}, {:delete_todo, "", 2}] [{:add_todo,
“Test Todo”, 1}, {:edit_todo, "Edited", 2}, {:delete_todo, "", 1}, {:add_todo, “New Todo", 3}, {:delete_todo, "", 2} {:edit_todo, “Edited Todo”, 2}]
Prometheus Service A Grafana Service B Service C
Prometheus Service A Grafana Service B Service C Slack
# Alert for any instance that have a 95th percentile
> 200ms. ALERT APIHighRequestLatency IF api_http_request_latencies_second{quantile="0.95"} > 0.2 FOR 5m ANNOTATIONS { summary = "High request latency on {{ $labels.instance }}", description = "{{ $labels.instance }} has a median request latency above 1s (current value: {{ $value }}s)", }
Track “Business” Metrics
None
Feature releases and flags
None
Features aren’t all or nothing
Features != Deployments
Deployment
Deployment Features
Deployment Features
User
User staff?(user) == true
User staff?(user) == false
User staff?(user) == false
defmodule MyApp.FeatureFlags do alias MyApp.User def foo_enabled?(%User{staff: is_staff}), do: is_staff
def foo_enabled?(_), do: false def bar_enabled?(%User{staff: is_staff}), do: is_staff def bar_enabled?(_), do: false end
Browser Feature Service
Feature Service Feature Service Feature Service
Feature Service Feature Service Feature Service
Feature Service Feature Service Feature Service
You have updates ready! Reset
None
With larger Traffic numbers you could use percentages
Alchemy
“Transmute lead code into gold in production”
Prior Art: https://github.com/github/scientist
Users_Controller DB User.all
DB User.all UserService.all
User.all UserService.all ==
def index(conn) do users = old_query() render(conn, "index.json", users: users)
end
def index(conn) do users = experiment("users-query") |> control(&old_query/0) |> candidate(&new_query/0)
|> run render(conn, "index.json", users: users) end
def index(conn) do users = experiment("users-query") |> control(&old_query/0) |> candidate(&new_query/0)
|> candidate(&fancy_query/0) |> run render(conn, "index.json", users: users) end
1) Shuffles test order 2) Runs Each test in parallel
3) exports the data Alchemy
DB User.all UserService.all Control Candidate Control UserController
None
1) Do the results match? 2) How long does each
test take to return? Measure
No more cutovers
DB User.all UserService.all
DB User.all UserService.all User service
Migrations
http://blog.datomic.com/2017/01/the-ten-rules-of-schema-growth.html
DB Schema App Application Coupling
Your application knows about your schema
Lets remove a column
Lets remove a column 1) all application code needs to
stop using that column
Lets remove a column 1) all application code needs to
stop using that column 2) Update all ETL processes
Lets remove a column 1) all application code needs to
stop using that column 2) Update all ETL processes 3) Update Reporting
Lets remove a column 1) all application code needs to
stop using that column 2) Update all ETL processes 3) Update Reporting 4) Remove the column
Lets remove a column 1) all application code needs to
stop using that column 2) Update all ETL processes 3) Update Reporting 4) Remove the column Split all of these up
Lets Add a column
Lets Add a column 1) Add the column
Lets Add a column 1) Add the column 2) Eventually
start using it
Prefer Additive Migrations
CI Kubernetes Deploy Auto-deploy Green builds of master
CI Kubernetes Deploy Auto-deploy Green builds of master Migration
CI Kubernetes Deploy Auto-deploy Green builds of master Migration DB
Chat-Ops
None
Chat is…
Chat is… Centralized
Chat is… Centralized Transparent
Chat is… Centralized Transparent Open
Try to do operational tasks in chat
None
defmodule Hedwig.Responders.Ping do use Hedwig.Responder @usage """ hedwig: ping -
Responds with 'pong' """ respond ~r/ping$/i, msg do reply msg, "pong" end end
None
Generate grafana graphs
None
Deploy
None
Team Building
Conclusion
These are tools at our disposal
Deploy more often, safely
Thanks Chris Keathley / @ChrisKeathley /
[email protected]