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
Building Data Driven Organizations
Search
Abe Stanway
September 13, 2014
Programming
1
210
Building Data Driven Organizations
Given at IT Weekend 2014 in Kiev
Abe Stanway
September 13, 2014
Tweet
Share
More Decks by Abe Stanway
See All by Abe Stanway
MOM! My algorithms SUCK
astanway
15
2.7k
A Deep Dive into Monitoring with Skyline
astanway
6
1.8k
Bring the Noise: Continuously Deploying Under a Hailstorm of Metrics
astanway
34
7.9k
Data Visualization in the Trenches
astanway
5
700
Gifs as Language
astanway
2
800
Your API is a Product
astanway
3
960
Zen and the Art of Writing Commit Logs
astanway
3
810
Other Decks in Programming
See All in Programming
MCP調べてみました! / Exploring MCP
uhzz
2
2.3k
Unlock the Potential of Swift Code Generation
rockname
0
270
一緒に働きたくなるプログラマの思想 #QiitaConference
mu_zaru
71
17k
[NG India] Event-Based State Management with NgRx SignalStore
markostanimirovic
1
170
AIコーディングエージェントを 「使いこなす」ための実践知と現在地 in ログラス / How to Use AI Coding Agent in Loglass
rkaga
4
700
On-the-fly Suggestions of Rewriting Method Deprecations
ohbarye
1
3.4k
カオスに立ち向かう小規模チームの装備の選択〜フルスタックTSという装備の強み _ 弱み〜/Choosing equipment for a small team facing chaos ~ Strengths and weaknesses of full-stack TS~
bitkey
1
100
Golangci-lint v2爆誕: 君たちはどうすべきか
logica0419
1
160
趣味全開のAITuber開発
kokushin
0
200
プロフェッショナルとしての成長「問題の深掘り」が導く真のスキルアップ / issue-analysis-and-skill-up
minodriven
8
1.7k
Ruby's Line Breaks
yui_knk
2
1.3k
実践Webフロントパフォーマンスチューニング
cp20
21
4.4k
Featured
See All Featured
Refactoring Trust on Your Teams (GOTO; Chicago 2020)
rmw
34
2.9k
The Power of CSS Pseudo Elements
geoffreycrofte
75
5.8k
How To Stay Up To Date on Web Technology
chriscoyier
790
250k
Building Better People: How to give real-time feedback that sticks.
wjessup
367
19k
The MySQL Ecosystem @ GitHub 2015
samlambert
251
12k
GraphQLとの向き合い方2022年版
quramy
46
14k
Building Flexible Design Systems
yeseniaperezcruz
329
38k
A Modern Web Designer's Workflow
chriscoyier
693
190k
Evolution of real-time – Irina Nazarova, EuRuKo, 2024
irinanazarova
8
670
Product Roadmaps are Hard
iamctodd
PRO
52
11k
Unsuck your backbone
ammeep
670
57k
How to Ace a Technical Interview
jacobian
276
23k
Transcript
@AbeStanway BUILDING A DATA DRIVEN ORGANIZATION
1. why 2. how
1. why 2. how
“DATA IS THE NEW GOLD”
Predict the future!
Retain Customers!
Grow the business!
Recommend content!
Drive Engagement!
unclear paths to $$$
IN IT, It’s clear.
Data are Dollars
. IT Working = +$$$ IT Not Working = -$$$
. .
How do you know if your IT is working right
now?
How do you know if you are earning money right
now?
KPIs. What are they?
Etsy: Literally a Money per second Graph
Planet Labs: Literally an Images per day graph
What are the Kpis for kips?
$ per second items bought per second page requests per
second database queries per second memcache hits per second fread() per second
If you do not have the data about your infrastructure,
it is already broken. LEsson:
None
Test driven development -> data driven development
Without data, you are flying blind
How do you know you’re hitting your goals?
How do you know if You’re making the right ones
in the first place?
How do you know if you’re still in business?
How do you even know what planet you live on?
Assumptions are death
You need data, yo.
1. why 2. how
1. collect 2. analyze 3. ??? 4. Profit!
1. collect 2. analyze 3. ACT 4. Profit!
data that cannot be acted upon should not be analyzed.
None
You are running a business, not an art museum
You are Trying to Win the market, not a fields
medal
This can be disappointing
Data SCientist?
Data Scientist? Realist.
Find a way to Align your employees intellectual curiosity With
your Real business needs. LEssoN:
Train your organization
you need a data culture.
“It’s not shipped until it’s monitored”
“If you are not looking at Dashboards, you are not
doing your job”
Building instrumentation and watching dashboards are hard And Time consuming
App code -> statsD -> Graphite -> Dashboards -> Insights
by hand by hand by hand by hand by hand
Developers just want to code
Let’s automate
Which is easier to automate? Insights or data collection?
Insights are sexy and fun
Collection is hard And unsexy
Collection is hard And Boring
Collection is hard And unsexy
We’re on track to have excellent automated insights
anomaly detection
App code -> statsD -> Graphite -> Dashboards -> Insights
by hand by hand by hand AUTOMATIC! AUTOMATIC!
(…if only we had the data)
How do we automate data collection?
currently have ganglia, New relic, collectD, etc
NOT WHAT WE NEED
they provide data about your raw machines, not your CUSTOM
DEVELOPED TECHNOLOGY And Application level logic
Healthy servers don’t make you money. Healthy services do.
enter LARIMAR
Full disclosure: this is my new PROJECT ! we’re going
to talk about it because i’m pretty excited and the beta is opening up soon.
LARIMAR uses raw machine metrics to infer App level architecture
and inform developers about problems
A service: cpu resources disk io PCAP data ports Used
syscalls
A service: cpu resources disk io PCAP data ports Used
syscalls service fingerprint MACHINE LEARNING
A service: cpu resources disk io PCAP data ports Used
syscalls ABNORMAL BEHAVIOR MACHINE LEARNING
a system: service service service service service MACHINE LEARNING graphical
system fingerprint
a system: service service service service service MACHINE LEARNING Abnormal,
holistic system behavior
Larimar automates both analysis And Relevant data collection
so your developers can focus on coding and acting on
insights
No configuration!
App code -> statsD -> Graphite -> Dashboards -> Insights
by hand AUTOMATIC! AUTOMATIC! AUTOMATIC! AUTOMATIC!
1. collect 2. analyze 3. ACT 4. Profit!
organizational shifts are still needed to inspire ACTION on Data
but ACTION is easier to inspire when there is lots
of data and lots of insight everywhere
Create a culture where your developers create these kinds of
tools
When a data driven mindset is the default, tools will
build themselves.
Thanks! @abestanway ! ! larimar.io @larimarhq