Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Scale Agnostic Python
Search
Sponsored
·
Ship Features Fearlessly
Turn features on and off without deploys. Used by thousands of Ruby developers.
→
Sean T Allen
August 17, 2017
Programming
300
0
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
Scale Agnostic Python
Presented to the NYC Python meetup August 17, 2017
Sean T Allen
August 17, 2017
More Decks by Sean T Allen
See All by Sean T Allen
On Deny Capabilities for Safe, Fast Actors
seantallen
1
180
Data corrupting architectures we know and love - VelocityConf San Jose 2019
seantallen
1
170
Data corrupting architectures we know and love
seantallen
0
170
Scale-Independent Python
seantallen
2
290
Pat Helland and Me: How to Build Stateful Distributed Applications That Can Scale Almost Infinitely - Velocity NY October 2018
seantallen
0
140
Adventures in Cgo Preformance
seantallen
0
740
Pat Helland and me: A talk about “Life Beyond Distributed Transactions: An Apostate’s Opinion”
seantallen
0
770
Pat Helland and me: How to build stateful distributed applications that can scale almost infinitely - Salesforce July 2018
seantallen
0
210
Pony: How I learned to stop worrying and embrace an unproven technology - OSCON 2018
seantallen
0
590
Other Decks in Programming
See All in Programming
【やさしく解説 設計編・中級 #1】一つの車に、運転手は一人 ~ある倉庫システムの事例から~
panda728
PRO
0
210
プロポーザルを書いてもらう
pvcresin
0
290
生成AI導入の「期待外れ」を乗り越える ー 開発フロー改革が目指す、真の組織変革
starfish719
0
4.1k
PostgreSQL 18で考えるUUID主キー
kazuhiro1982
0
460
AIが無かった頃の素敵な出会いの話
codmoninc
1
390
「寝てても仕事が進む」Claude Codeで組む第二の脳
tomoyafujita2016
0
310
freee が目指す データ マネジメント戦略 AI-Ready 時代を支える 攻めのガバナンスとは
freee
PRO
0
300
ITヒヤリハットを整理してみた ~ライフサイクルと原因から考える再発防止策~
koukimiura
1
140
【SRE NEXT 2026 Lunch Session】一人目専任SREの立ち上げを加速する ― AIと進めたオンボーディングで2分を0.04秒にした話
pkshadeck
PRO
0
3.6k
ルールを書いて終わらせないハーネスエンジニアリング
yug1224
4
1.9k
属人化した知識を、 AIが辿れる地図にする
pkshadeck
PRO
1
150
関東Kaggler会_NVIDIA_Nemotron_コンペ_振り返り
rick_ds
0
490
Featured
See All Featured
Principles of Awesome APIs and How to Build Them.
keavy
128
18k
Design and Strategy: How to Deal with People Who Don’t "Get" Design
morganepeng
133
19k
Measuring & Analyzing Core Web Vitals
bluesmoon
9
950
Building an army of robots
kneath
306
46k
The #1 spot is gone: here's how to win anyway
tamaranovitovic
3
1.1k
Building Better People: How to give real-time feedback that sticks.
wjessup
370
20k
The Cost Of JavaScript in 2023
addyosmani
55
10k
Keith and Marios Guide to Fast Websites
keithpitt
413
23k
Helping Users Find Their Own Way: Creating Modern Search Experiences
danielanewman
31
3.3k
Agile that works and the tools we love
rasmusluckow
331
22k
CoffeeScript is Beautiful & I Never Want to Write Plain JavaScript Again
sstephenson
162
16k
Game over? The fight for quality and originality in the time of robots
wayneb77
1
240
Transcript
SCALE AGNOSTIC PYTHON HOW TO SCALE YOUR PYTHON APPLICATION WITHOUT
ANY CODE CHANGES*
SEAN T. ALLEN VP OF ENGINEERING AT SENDENCE AUTHOR OF
“STORM APPLIED” @SEANTALLEN
SCALE AGNOSTIC COMPUTING
THE PROBLEM THE LITTLE APPLICATION THAT COULD… UNTIL IT COULDN’T.
Scaling an application from “little data” to “a little more
data” to “big data” is hard.
OPTIONS
Rewrite the application Rewrite to scale across multiple processes Example:
“multiprocessing” Python library
Run more versions Smart loader to load data in. Perhaps
via a job queue like Celery.
Go scale agnostic Write you application against a scale agnostic
API that runs on a scale aware platform
SENDENCE WALLAROO SCALE AGNOSTIC COMPUTING FOR PYTHON
Sendence Wallaroo Simple Scale Agnostic API Managed in-memory state Guaranteed
Message Processing
“We handle the hard infrastructure plumbing so you don’t have
to.” – The Wallaroo Team
LEARN MORE… sendence.com Sendence Engineering on Twitter: @SendenceEng Pat Helland’s
“Life Beyond Distributed Transactions”