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
Measuring everything in Real-Time
Search
Bastian Hofmann
August 25, 2012
Programming
4
970
Measuring everything in Real-Time
Talk from Froscon
Bastian Hofmann
August 25, 2012
Tweet
Share
More Decks by Bastian Hofmann
See All by Bastian Hofmann
Monitoring in Kubernetes with Prometheus and Grafana
bastianhofmann
0
350
Creating a fast Kubernetes Development Workflow
bastianhofmann
0
140
Highly available cross-region deployments with Kubernetes
bastianhofmann
1
160
From source to Kubernetes in 30 minutes
bastianhofmann
0
180
Introduction to Kubernetes
bastianhofmann
1
140
CI/CD with Kubernetes
bastianhofmann
0
220
Creating a fast Kubernetes Development Workflow
bastianhofmann
1
280
Deploying your first Micro-Service application to Kubernetes
bastianhofmann
2
190
Creating a fast Kubernetes Development Workflow
bastianhofmann
0
260
Other Decks in Programming
See All in Programming
AI Assistants for Your Angular Solutions
manfredsteyer
PRO
0
160
Codex の「自走力」を高める
yorifuji
0
1.3k
Java 21/25 Virtual Threads 소개
debop
0
300
Redox OS でのネームスペース管理と chroot の実現
isanethen
0
470
S3ストレージクラスの「見える」「ある」「使える」は全部違う ─ 体験から見た、仕様の深淵を覗く
ya_ma23
0
1.2k
ベクトル検索のフィルタを用いた機械学習モデルとの統合 / python-meetup-fukuoka-06-vector-attr
monochromegane
2
560
飯MCP
yusukebe
0
390
Fundamentals of Software Engineering In the Age of AI
therealdanvega
2
300
条件判定に名前、つけてますか? #phperkaigi #c
77web
2
850
PHPで TLSのプロトコルを実装してみる
higaki_program
0
530
Agentic AI: Evolution oder Revolution
mobilelarson
PRO
0
200
「接続」—パフォーマンスチューニングの最後の一手 〜点と点を結ぶ、その一瞬のために〜
kentaroutakeda
4
2.1k
Featured
See All Featured
Product Roadmaps are Hard
iamctodd
PRO
55
12k
svc-hook: hooking system calls on ARM64 by binary rewriting
retrage
2
180
Marketing to machines
jonoalderson
1
5.1k
Odyssey Design
rkendrick25
PRO
2
560
Distributed Sagas: A Protocol for Coordinating Microservices
caitiem20
333
22k
How to train your dragon (web standard)
notwaldorf
97
6.6k
Reflections from 52 weeks, 52 projects
jeffersonlam
356
21k
We Are The Robots
honzajavorek
0
200
SEO Brein meetup: CTRL+C is not how to scale international SEO
lindahogenes
1
2.5k
KATA
mclloyd
PRO
35
15k
[RailsConf 2023] Rails as a piece of cake
palkan
59
6.4k
VelocityConf: Rendering Performance Case Studies
addyosmani
333
24k
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