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Demi Ben-Ari
Co-Founder & CTO at
Panorays
Demi Ben-Ari, Co-Founder & CTO @ Panorays
● Google Developer Expert
● Co-Founder of Communities:
○ “Big Things” - Big Data, Data Science, DevOps
○ Google Developer Group Cloud
○ Ofek Alumni Association
In the Past:
● Sr. Data Engineer - Windward
● Team Leader & Sr. Java Software Engineer,
Missile defense and Alert System - “Ofek” – IAF
2
● A lot of (NOT) funny Jokes
● DevOps? WTF?
● Covering the world of cloud
● Process and Environment
● Monitoring pipeline solutions
■ Metrics, Datastores, Dashboards, Alerting
● Conclusions
4
6
A breach to even the
smallest supplier may
cause a cyber typhoon
in the industry.
77
~300 Employees
PNI Data Breach – Photo Services Affected – By Thomas George
BREACHED
- Supplier - Evaluator
DevOps
Development
Software Engineering
Front End
Backend
QA
UX
Operations
System Admin
Database Admin
Support
DevOps
Cross-functional teams
Operators automating
systems
Developers operating systems
Running environments
● —Development – Testing – Production
○ Don’t you need more?
Be as flexible as you can
○ Ease of creation and Deployment
○ Identical or Not?
● Virtual Machines vs Bare Metal
● Configuration
●
●
●
●
●
https://www.coscale.com/hs-fs/hubfs/Blog_Pictures/2016_06/monolithic_vs_microservices.jpg
●
●
●
●
■ What is your application like?
■ What are the distinct pieces?
■ What data and / or logic must remain together?
■ Can some parts be asynchronous?
●
●
○
○
○
●
●
●
●
●
●
Docker Environments
● Docker?
● Orchestration?
VS
● Wait, What about local mode?
○ Minikube vs Docker Engine
35
●
○
○
●
●
●
●
●
●
●
●
38
39
● Linux
○ Bash scripts
○ Crontab
● Automation via Jenkins
● —Continuous Deployment – with every GIT push
43
●
●
●
●
●
●
●
44
46
Product
Data
Infrastructure
Biz
47
OS CPU Memory Disk
Processes Java
Application
Server
Database
Web Server
Load
Balancer
Users - Other Applications
Monitorin
g System
UI
Many times...all of this was on a single physical server! 48
Service A
Queue
DB
Service B
DBCache
Cache DBService C
Web
Server
DB
Analytics Cluster
Master
Slave Slave Slave
Monitoring System???
49
50
Basic Concepts
● Monitoring
● White-box
○ internals
● Black-box
○ behavior
● Dashboard
● Alert
● Root cause
● Node and machine
● Deploy
○ Any change to a
service’s running
software or its
configuration.
● KPI - Key Performance
Indicator
Monitoring Stack - Let’s fill in the blanks
Alerting
Metrics Collection
Datastore
Dashboard
Data Monitoring
Log Monitoring
Situations & Problems
https://imgflip.com/i/1ap5kr
http://kingofwallpapers.com/otter/otter-004.jp
MongoDB + Spark
Worker 1
Worker 2
….
….
…
…
Worker N
Spark
Cluster
Master
Write
Read
MasterSharded
MongoDB
Replica Set
Cassandra + Spark
Worker 1
Worker 2
….
….
…
…
Worker N
Cassandra
Cluster
Spark
Cluster
Write
Read
Cassandra + Serving
Cassandra
Cluster
Write
Read
UI Client
UI Client
UI Client
UI Client
Web
ServiceWeb
ServiceWeb
ServiceWeb
Service
So...Solutions
Let’s Start!
Monitoring
Operation System
Monitoring Operation System Metrics
● What to measure:
○ CPU
○ Memory
○ Disk Space
● How to measure:
○
○
■ Nice and easy UI
■ Even the free account gives great tool
■ Alerting of thresholds
Some help
from “the Cloud”
AWS’s CloudWatch / GCP StackDriver
Report to Where?
● We chose:
●
● Can correlate System and
Application metrics in one
place :)
Connections
Connections…
http://www.mememaker.net/meme/connections-connections-everywhere2/
Drivers to Datastores
● Actions they usually do:
○ Open connection
○ Apply actions
■ Select, Insert, Update, Delete
○ Close connection
● Do you monitor each?
○ Hint:
● Creating a wrapper in any programming language and reporting the metrics
○ Count, execution times, errors…
○ Infrastructure code that will give great visibility
Logging?
Monitoring?
https://lh4.googleusercontent.com/DFVcH-E5XKj8cbhEtI0qabmf_wwVqWWvk0pK5H5rnC_kVxY2tXClKfzV-LvAH61YRLJUEvtO9amjWfjcY4Z57VBYCuQ9
5_hdAVEHgLAuepJiArH0wJERWuzzmgnPysCiIA
ELK - Elasticsearch + Logstash + Kibana
http://www.digitalgov.gov/2014/05/07/analyzing-search-data-in-real-time-to-drive-decisions/
http://www.funpic.hu/_files/pictures/original/86/71/27186.jpg
78
79
● http://redash.io/
● Open Source: https://github.com/getredash/redash
● Came out as one of many Open source tool by Everything.me
● Created and Maintained by Arik Fraimovich (You rock!)
● Written in Python
● Has an on-premise and hosted solution
80
81
82
● Syren - Open source
● Reporting to:
○ Email, Flowdock, HipChat, HTTP,
Hubot, IRCcat, PagerDuty,
Pushover, SLF4J, Slack,
SNMP, Twilio
Summary - Monitoring Stack
Alerting
Metrics Collection
Datastore
Dashboard
Data Monitoring
Log Monitoring
https://imgflip.com/i/18kvv1 84
https://cdn.meme.am/instances/500x/22605665.jpg
85
86
● Correlating Application and System metrics!!!!
● Ask the right monitoring questions -> answer with Dashboards
● KISS - simple is key, what’s hard, we tend not to do at all
● Alert about what you can actually react to
○ (And to the relevant person)
● Measure whatever you can
○ only way to know if you’re improving
● Monitor your business KPIs too
87
● DevOps requires Culture also
● Take responsibility
○ Production is everybody's responsibility
● Leverage the Cloud and the possibilities of being Flexible
Thanks
demi@panorays.com

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