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
Measuring everything in Real-Time
Search
Bastian Hofmann
August 25, 2012
Programming
1k
4
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
Measuring everything in Real-Time
Talk from Froscon
Bastian Hofmann
August 25, 2012
More Decks by Bastian Hofmann
See All by Bastian Hofmann
Monitoring in Kubernetes with Prometheus and Grafana
bastianhofmann
0
380
Creating a fast Kubernetes Development Workflow
bastianhofmann
0
150
Highly available cross-region deployments with Kubernetes
bastianhofmann
1
180
From source to Kubernetes in 30 minutes
bastianhofmann
0
200
Introduction to Kubernetes
bastianhofmann
1
140
CI/CD with Kubernetes
bastianhofmann
0
250
Creating a fast Kubernetes Development Workflow
bastianhofmann
1
290
Deploying your first Micro-Service application to Kubernetes
bastianhofmann
2
220
Creating a fast Kubernetes Development Workflow
bastianhofmann
0
280
Other Decks in Programming
See All in Programming
{ Android | Kotlin } Gradle Plugin in 2026
ryunen344
1
320
The Past, Present, and Future of Enterprise Java
ivargrimstad
0
470
Augmenting AI with the Power of Jakarta EE
ivargrimstad
0
190
SREの越境 / SRE Collaboration
y0hgi
2
250
Webの地図
yosuke_furukawa
PRO
6
4.6k
Augmenting AI with the Power of Jakarta EE
ivargrimstad
0
220
動作中のプログラムの中身をリアルタイムに覗く / Realtime Debugger for CSharp with Roslyn
prota
1
570
Omarchy Tokyo やると聞いて UMPC 買ってセットアップしてきた
mtsmfm
0
150
アクセシビリティから考える情報設計
high_g_engineer
0
380
The Rails Doctrine Decade
koic
2
140
AIは賢い。でも実行環境は? CLIおじさんがAI時代に伝えたいこと ~ CLIおじさんがAI時代に伝えたいこと ~
curekoshimizu
1
250
技術的負債を組織課題として解く-増えすぎたマイクロサービスとの戦い-
reimaru
1
2k
Featured
See All Featured
Practical Orchestrator
shlominoach
192
12k
How to Grow Your eCommerce with AI & Automation
katarinadahlin
PRO
2
280
The Organizational Zoo: Understanding Human Behavior Agility Through Metaphoric Constructive Conversations (based on the works of Arthur Shelley, Ph.D)
kimpetersen
PRO
0
460
Jamie Indigo - Trashchat’s Guide to Black Boxes: Technical SEO Tactics for LLMs
techseoconnect
PRO
0
680
So, you think you're a good person
axbom
PRO
2
2.2k
Gemini Prompt Engineering: Practical Techniques for Tangible AI Outcomes
mfonobong
2
530
Designing for Timeless Needs
cassininazir
1
480
How to make the Groovebox
asonas
2
2.4k
Are puppies a ranking factor?
jonoalderson
2
3.9k
Public Speaking Without Barfing On Your Shoes - THAT 2023
reverentgeek
1
570
Prompt Engineering for Job Search
mfonobong
0
450
SEO in 2025: How to Prepare for the Future of Search
ipullrank
3
3.8k
Transcript
Measuring everything in Real-Time @BastianHofmann
Logging
Measuring
Testing
many roads
None
None
None
None
None
None
None
None
Questions? Ask!
http://speakerdeck.com/u/bastianhofmann
Logging
For when something goes wrong
server error log access log debug logs slow query log
...
Error Logs
$ tail -f error.log $ grep
ErrorLog /var/logs/apache/error.log
php.ini •error_reporting •display_errors •display_startup_errors •log_errors •error_log
callable set_exception_handler( callable $exception_handler );
callable set_error_handler( callable $error_handler [, int $error_types = E_ALL |
E_STRICT ] );
Log additional info
Error code
None
HTTP Response Codes http://www.w3.org/Protocols/rfc2616/rfc2616-sec6.html
None
Access Logs
192.168.56.1 - - [09/Jul/2012:19:18:19 +0200] "GET /rg_trunk/webroot/c/af10c/ images/template/rg_logo_default.png HTTP/ 1.1"
200 882 "http://devm/rg_trunk/webroot/ directory/publications/"
LogFormat "%h %l %u %t \"%r\" %>s %b" custom CustomLog
/var/logs/apache/access.log custom http://httpd.apache.org/docs/2.2/mod/ mod_log_config.html#logformat
http://de.php.net/apache_note string apache_note ( string $note_name [, string $note_value =
"" ] )
LogFormat "...\"%{referer}i\" \"%{user- agent}i\" %{server_ip}n ..." custom nginx?
Debug Logs
https://github.com/Seldaek/monolog/
<?php use Monolog\Logger; use Monolog\Handler\StreamHandler; // create a log channel
$log = new Logger('name'); $log->pushHandler( new StreamHandler( 'path/to/your.log', Logger::WARNING ) ); // add records to the log $log->addWarning('Foo'); $log->addError('Bar');
Handlers • Stream • Mail • FirePHP • ChromePHP •
Socket • Roating File • MongoDB • Syslog • Gelf • Null • Test • FingersCrossed
<?php use Monolog\Logger; use Monolog\Handler\StreamHandler; use Monolog\Processor\MemoryUsageProcessor; $log = new
Logger('name'); $handler = new StreamHandler( 'path/to/your.log', Logger::WARNING ); $log->pushHandler($handler); $log->pushProcessor( new MemoryUsageProcessor() );
Log in a structured way
JSON http://www.ietf.org/rfc/rfc4627.txt
<?php use Monolog\Logger; use Monolog\Handler\StreamHandler; use Monolog\Formatter\JsonFormatter; $log = new
Logger('name'); $handler = new StreamHandler( 'path/to/your.log', Logger::WARNING ); $handler->setFormatter(new JsonFormatter()); $log->pushHandler($handler);
http://getcomposer.org/ http://packagist.org/
Logs from other services
web server db memcached db http service user request log
log log log log
Correlation / Tracing ID
web server db memcached db http service create unique trace_id
for request user request trace_id trace_id trace_id trace_id log log log log log
X-Trace-Id: bbr8ehb984tbab894
None
None
None
Aggregate the logs in a central place
Make them easily full- text searchable
Make them aggregate- able
Always Log to file
Seriously...
Always Log to file
AND REMEMBER
Always Log to file
Directly to a database
webserver webserver webserver DB
Disadvantages
Database is down?
Database is slow?
Database is full?
Better solutions?
graylog2 http://graylog2.org/
Full text search
Structured Messages
Metrics & Alarms
Graylog2 UDP GELF Messages elasticsearch webserver webserver webserver
{ "version": "1.0", "host": "www1", "short_message": "Short message", "full_message": "Backtrace
here\n \nmore stuff", "timestamp": 1291899928.412, "level": 1, "facility": "payment-backend", "file": "/var/www/somefile.rb", "line": 356, "_user_id": 42, "_something_else": "foo" }
Disadvantages
Graylog/elasticsearch is down?
Graylog/elasticsearch is full?
Packet loss
Graylog2 elasticsearch webserver webserver webserver AMQP GELF GELF GELF GELF
None
Don't influence your application by logging
logstash http://logstash.net/
Graylog2 elasticsearch webserver webserver webserver AMQP log log log logstash
logstash logstash logstash GELF
Very rich plugin system
input filter output
file { type => "error" path => [ "/var/logs/php/*.log" ]
add_field => [ "severity", "error" ] } file { type => "access" path => [ "/var/logs/apache/*_access.log" ] add_field => [ "severity", "info" ] }
filter{ grok { match => ["@source", "\/%{USERNAME:facility}\.log$"] } grok {
type => "access" pattern => "^%{IP:OriginalIp} \s[a-zA-Z0-9_-]+\s[a-zA-Z0-9_-]+\s\[.*? \]\s\"%{DATA:Request}..." } }
output { amqp { host => "amqp.host" exchange_type => "fanout"
name => "logs" } }
input { amqp { host => 'amqp.host' port => '5672'
exchange => 'logs' name => 'logs' type => 'logs' exclusive => false } }
output { gelf { host => '127.0.0.1' } }
Measuring
For knowing what happens
Munin http://munin-monitoring.org/
Ganglia http://ganglia.sourceforge.net/
None
Graphite http://graphite.wikidot.com/
webserver webserver webserver graphite UDP
webserver webserver webserver graphite UDP statsd
StatsD https://github.com/etsy/statsd/
webserver webserver webserver statsd statsd statsd graphite aggregated UPD message
webserver webserver webserver statsd statsd statsd graphite aggregated UPD message
statsd
https://github.com/etsy/statsd/blob/master/examples/php- example.php StatsD::increment('key');
None
Technical Metrics
Business Metrics
Define your KPIs
Testing
For improving your app
Existing features
New features
A/B
BUY IT BUY IT $userId % 2 === 0 $userId
= 24 save that option A was clicked save that option A is shown conversion = option A clicked / option A shown
BUY IT BUY IT save random decision in session $userId
= 24 save that option A was clicked save that option A is shown conversion = option A clicked / option A shown
Save when experiment is shown
None
Save when a goal is reached
None
Conversion
Define your goals!
Disadvantages
Bad conversion during test
Only works for temporary tests
Inflexible: changing of tests not supported
There are better methods with better results
Bandit Algorithm http://untyped.com/untyping/2011/02/11/stop-ab-testing- and-make-out-like-a-bandit/
BUY IT BUY IT random decision $userId = 24 save
that option A was clicked save that option A is shown conversion = option A clicked / option A shown 1
BUY IT BUY IT 2 90% users best option rest
other options
Integrate it into your architecture
None
Be careful
https://github.com/bashofmann/ Try it out
Did you like this talk? h"p://twi"er.com/Bas2anHofmann h"p://profiles.google.com/bashofmann h"p://lanyrd.com/people/Bas2anHofmann h"p://speakerdeck.com/u/bas2anhofmann h"ps://github.com/bashofmann
[email protected]
http://programm.froscon.de/2012/ events/916.html