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
Instrumenting Application Stack in Dynamically ...
Search
Mike Fiedler
November 15, 2013
Technology
0
67
Instrumenting Application Stack in Dynamically Scaling Environment
DMG212 AWS re:Invent 2013
Mike Fiedler
November 15, 2013
Tweet
Share
More Decks by Mike Fiedler
See All by Mike Fiedler
Fixing AWS with AWS
miketheman
1
130
HOW DO YOU KNOW iT'S WORKiNG
miketheman
0
110
Giving (and Taking) Back
miketheman
0
60
Where Do We Go From Here?
miketheman
0
160
What's In This Cookbook?
miketheman
0
58
Treating Your Infrastructure Like Garbage
miketheman
2
1.7k
MongoDB - Operations Best Practices
miketheman
1
120
MongoDB in the Cloud - Amazon Web Services
miketheman
3
120
Other Decks in Technology
See All in Technology
クレジットカード決済基盤を支えるSRE - 厳格な監査とSRE運用の両立 (SRE Kaigi 2026)
capytan
6
2.8k
Cosmos World Foundation Model Platform for Physical AI
takmin
0
910
SRE Enabling戦記 - 急成長する組織にSREを浸透させる戦いの歴史
markie1009
0
120
~Everything as Codeを諦めない~ 後からCDK
mu7889yoon
3
390
データの整合性を保ちたいだけなんだ
shoheimitani
8
3.1k
AI駆動開発を事業のコアに置く
tasukuonizawa
1
200
SREチームをどう作り、どう育てるか ― Findy横断SREのマネジメント
rvirus0817
0
280
Azure Durable Functions で作った NL2SQL Agent の精度向上に取り組んだ話/jat08
thara0402
0
190
Context Engineeringが企業で不可欠になる理由
hirosatogamo
PRO
3
590
30万人の同時アクセスに耐えたい!新サービスの盤石なリリースを支える負荷試験 / SRE Kaigi 2026
genda
4
1.3k
茨城の思い出を振り返る ~CDKのセキュリティを添えて~ / 20260201 Mitsutoshi Matsuo
shift_evolve
PRO
1
300
Greatest Disaster Hits in Web Performance
guaca
0
260
Featured
See All Featured
How STYLIGHT went responsive
nonsquared
100
6k
Scaling GitHub
holman
464
140k
The State of eCommerce SEO: How to Win in Today's Products SERPs - #SEOweek
aleyda
2
9.5k
Typedesign – Prime Four
hannesfritz
42
2.9k
Imperfection Machines: The Place of Print at Facebook
scottboms
269
14k
Digital Ethics as a Driver of Design Innovation
axbom
PRO
1
180
Have SEOs Ruined the Internet? - User Awareness of SEO in 2025
akashhashmi
0
270
Organizational Design Perspectives: An Ontology of Organizational Design Elements
kimpetersen
PRO
1
190
Dominate Local Search Results - an insider guide to GBP, reviews, and Local SEO
greggifford
PRO
0
78
How to Build an AI Search Optimization Roadmap - Criteria and Steps to Take #SEOIRL
aleyda
1
1.9k
Primal Persuasion: How to Engage the Brain for Learning That Lasts
tmiket
0
250
Navigating Algorithm Shifts & AI Overviews - #SMXNext
aleyda
0
1.1k
Transcript
Instrumenting your Application Stack in a Dynamically Scaling Environment Mike
Fiedler, Datadog November 15, 2013
The Past • Server uptime • Intertwined applications • SPOFs
The Present • SOA • Scale or Fail • Data-driven
decisions
Modern application stack User LB Web Data
Failure is inevitable
Design to tolerate failure
Things that produce metrics business/service Services • applicatio n •
OS • instances API-based • S3, S*S • RDS, RedShift • etc Users • RUM
The Desire
CPU comparison (hypervisor)
CPU comparison (Agent)
My Stack • HAProxy • Apache HTTP • Bottle.py –
Custom python webapp • MongoDB • EC2 • Chef • Datadog • Users
Tracking Database operations
Moving up the stack…
Even higher…
Using metadata for more flavor
Replace an instance, keep the metrics
Enter…
Aggregating numbers
Comparing numbers
My App from bottle import route import pymongo import json
db = pymongo.Connection('mongodb://localhost').test @route('/insert/:name') def insert(name): doc = {'name': name} db.words.update(doc, {"$inc":{"count": 1}}, upsert=True) return json.dumps(doc, default=default)
Add 2 lines and you win! from bottle import route
import pymongo import json from statsd import statsd db = pymongo.Connection('mongodb://localhost').test @route('/insert/:name') @statsd.increment('fullstack.insert') def insert(name): doc = {'name': name} db.words.update(doc, {"$inc":{"count": 1}}, upsert=True) return json.dumps(doc, default=default)
Profit!
Correlation
Don’t be caught unaware
None
Questions Time!
We are sincerely eager to hear your feedback on this
presentation and on re:Invent. Please fill out an evaluation form when you have a chance.