SlideShare une entreprise Scribd logo
1  sur  67
Télécharger pour lire hors ligne
Auto Scaling
with
Ruby, AWS, Jenkins
and Redis
hello!
I am
JeDDie
A software engineer. A Rails Girls volunteer.
Auto Scaling
with
Ruby, AWS, Jenkins
and Redis
1.
Auto Scaling?
Scalability.
“Methods of adding more resources for a particular
application fall into two broad categories:
horizontal and vertical scaling.
http://en.wikipedia.org/wiki/Scalability
Michael, Maged; Moreira, Jose E.; Shiloach, Doron; Wisniewski, Robert W. (March 26, 2007).
"2007 IEEE International Parallel and Distributed Processing Symposium"
Scale Vertically
▸ Scale up and down
about SCALABILITY
Scale Horizontally
▸ Scale out
scale up
scale down
1
4
Okay,
and WHY?
needs auto scaling
about
our office
❤ Taiwan
Place your screenshot here
Content Matters
When the live show
attracts people, they
will become audience
right away.
柯P:一個更好的台北
2014-11-29
158,157 clicks
10,400 ccu
2.
Amazon Web Services
What we need for auto scaling.
AWS
require “aws”
auto_scaling =
ec2 + cli + elb +
elasti_cache
3.
Amazon EC2
Elastic Compute Cloud
Amazon EC2
▸ Amazon Elastic Compute Cloud
○ “A web service that provides resizable compute
capacity in the cloud”
○ “Designed to make web-scale cloud computing
easier for developers”
■ Scale up/down; start, stop, terminate...etc.
EASY management with a great UI.
AMI
▸ Amazon Machine Images
○ “A template for the root volume for the instance
(for example, an operating system, an
application server, and applications)”
A script of an instance.
4.
AWS CLI
Command Line Interface
AWS CLI
▸ AWS Command Line Interface
○ “A unified tool to manage your AWS services”
■ AWS CLI and AWS EC2 CLI
■ Github
● aws/aws-sdk-ruby
● aws/aws-cli
○ Access key
■ AWS Identity and Access Management (IAM)
API.
Process of Launching Instance
Launch instance
using image
Allocate IP
Associate IP
with instance
`ec2-run-instances #{AMI_ID} #{REGION}
#{GROUP} #{SUBNET} #{INSTANCE_TYPE}
#{BLOCK_DEVICE_MAPPING}`
Launch an Instance Using an Image.
launch
instance
Image
ID
security
group
small?
large?
additional
store volume
ec2-run-instances
ec2-run-instances ami-1a2b3c4d -s subnet-1a2b3c4d -t
c1.medium
OUTPUT>
RESERVATION r-1a2b3c4d 111122223333
INSTANCE i-1a2b3c4d ami-1a2b3c4d pending
c1.medium YYYY-MM-DDTHH:MM:SS+0000 10.0.0.146 …
from Amazon doc
`ec2-allocate-address -d vpc #{REGION}`
Allocate an Elastic IP for use.
virtual private cloud
ec2-allocate-address
ec2-allocate-address -d vpc
OUTPUT>
ADDRESS 198.51.100.1 vpc eipalloc-5723d13e
from Amazon doc
`ec2-associate-address
#{ALLOCATION_ID} #{INSTANCE_ID} #{REGION}`
Associates an Elastic IP with an Instance.
bind IP and
instance
elastic ip
ec2-associate-address
ec2-associate-address -a eipalloc-5723d13e -i i-
4fd2431a
OUTPUT>
ADDRESS i-43a4412a eipalloc-5723d13e
eipassoc-fc5ca095
from Amazon doc
Do all
in One Step
?
Do All in One
▸ Pros
○ Simple flow
▸ Cons
○ Legacy > 5 mins
Facts that matter
Break Things Down
▸ Pros
○ Flexible to handle
▸ Cons
○ Different entries by
time
It takes 5 minutes to run an instance up
process
launch + IP
go online
process
Process of Terminating Instance
Disassociate IP
from instance
Release IP
Terminate
instance
`ec2-disassociate-address #
{ASSOCIATION_ID} #{REGION}`
Disassociates Elastic IP from Instance.
the link
ec2-disassociate-address -a eipassoc-048c746d
OUTPUT>
ADDRESS eipassoc-048c746d
example from Amazon doc
`ec2-release-address #{ASSOCIATION_ID} #
{REGION}`
Release Elastic IP.
ec2-release-address -a eipassoc-048c746d
OUTPUT>
ADDRESS eipassoc-048c746d
example from Amazon doc
`ec2-terminate-instances #{INSTANCE_ID}
#{REGION}`
Shutdown Instance.
PROMPT> ec2-terminate-instances i-1a2b3c4d
OUTPUT>
INSTANCE i-1a2b3c4d running shutting-down
example from Amazon doc
5.
AWS ELB
Elastic Load Balancing
AWS ELB
▸ Elastic Load Balancing
○ “Automatically distributes incoming application
traffic across multiple Amazon EC2 instances in
the cloud.”
Traffic-monitoring UI and the metrics.
Icon made by Freepik from www.flaticon.com is licensed under CC BY 3.0
`elb-register-instances-with-lb #
{LOAD_BALANCER} #{INSTANCE_ID} #{REGION}
#{CREDENTIAL_FILE}`
Make Load Balancer Know Instance.
elb-register-instance-with-lb
aws elb register-instances-with-load-balancer --load-
balancer-name my-test-loadbalancer --instances i-
4e05f721
OUTPUT>
{
"Instances": [
{"InstanceId": "i-315b7e51"},
{"InstanceId": "i-4e05f721"}
]
}
from Amazon doc
`elb-deregister-instances-with-lb #
{LOAD_BALANCER} #{INSTANCE_ID} #{REGION}
#{CREDENTIAL_FILE}`
Cut Instance out from Load Balancer.
aws elb register-instances-with-load-balancer --load-balancer-name
my-test-loadbalancer --instances i-4e05f721
OUTPUT>
{"Instances": [{"InstanceId": "i-315b7e51"}]}
from Amazon doc
`aws elb describe-instance-health #
{LOAD_BALANCER} #{REGION}`
Returns the current state of the instances
registered with the specified load balancer.
describe-instance-health
aws elb describe-instance-health --load-balancer-name
MyHTTPSLoadBalancer
OUTPUT>
{
"InstanceStates": [
{"InstanceId": "i-cb439ec2", "ReasonCode": "N/A",
"State": "InService", "Description": "N/A"}
]
}
from Amazon doc
`mon-get-stats #{METRIC} #{NAMESPACE}
#{STATISTICS} #{REGION} #{DIMENSIONS}
#{CREDENTIAL_FILE}`
Get time-series data for one or more statistics
of a given Metric.
get time-series
data
requestCount,
HTTPCode_Backend_2XX, ...
aws/elb
sum
lb name
mon-get-stats
mon-get-stats RequestCount --statistics "Sum" --
namespace "AWS/ELB"
OUTPUT>
2015-01-29 12:01:00 687.0 Count
2015-01-29 12:02:00 753.0 Count
2015-01-29 12:03:00 836.0 Count
from Amazon doc
Elements
ELB
monitor
traffic
EC2
launch or
terminate
instance
ElastiCache
track
instance status
6.
Amazon ElastiCache
Redis
Amazon ElastiCache
▸ Amazon ElastiCache
○ “makes it easy to deploy, operate, and scale an
in-memory cache in the cloud”
Redis, a key-value database.
Redis
“Redis is an open source, BSD
licensed, advanced key-value
cache and store. ”
- http://redis.io
Different data structures:
strings, hashes, lists, sets, ...
Icon made by Carlos Prioglio from www.iconfinder.com is licensed under CC BY-NC-SA 3.0
7.
Auto Scaling!
Automation.
Auto Scaling
Icons made by Freepik from www.flaticon.com is licensed under CC BY 3.0
Let’s auto scale!
Icon made by SimpleIcon from www.flaticon.com is licensed under CC BY 3.0
A Robot’s Day
Its name is Bee!
Icon made by Freepik from www.flaticon.com is licensed under CC BY 3.0
Monitor Traffic
▸ CLI
○ elb-register-instances-with-lb
○ mon-get-stats
Decide a Threshold
▸ Observe what has happened
time
request
The Basic Process
▸ Basic actions
○ ec2-run-instances
○ ec2-allocate-address
○ ec2-associate-address
○ elb-register
○ elb-deregister
○ ec2-disassociate-address
○ ec2-release-address
○ ec2-terminate-instances
Watch for Status
▸ Now what should be done?
○ Add/remove instance
■ Number of online-servers
■ Traffic and threshold
○ Register/deregister instance with load balancer
○ Update instance status
■ pending / Initializing / running / stop / problem
○ White List
○ Limitation
■ Time
■ Scaling
Icon made by Freepik from www.flaticon.com is licensed under CC BY 3.0
Track Things Down
▸ Online instances
▸ Waken instances
▸ Problem instances
Redis data type: List.
i-abcde01
i-bcdef02
i-cdefg03
Track Things Down
▸ Instance information
▸ The timestamp of the last instance
initialized
Redis data type: String.
i-abcde01: "{id: i-abcde01,
status: initializing,
private_ip: 192.168.0.1,
public_ip: 54.12.23.34,
created_at: 2015/01/20 14:03:00}"
Release
8.
Deployment
Let’s meet other robots!
http://capistranorb.
com/
Icon made by Charles Lowell and Frontside from jenkins-ci.org is licensed under CC BY-SA 3.0
Always put the NEWEST service online.
Icon made by OCHA , icon made by Freepik, icon made by Sarfraz Shoukat from www.flaticon.com is licensed under CC BY 3.0
Icon made by Charles Lowell and Frontside from jenkins-ci.org is licensed under CC BY-SA 3.0
with Jenkins
Auto Scaling + Deployment
New pre and post processes.
Original
Deployment
Get
servers’
IP
Build Image
Get
servers’
IP
`aws ec2 describe-instances #{REGION} --filters
"Name=instance-state-name,Values=running"
"Name=instance.group-name,Values=FrontEnd"
"Name=tag-value,Values=FrontEnd Production*"
"Name=ip-address,Values=*"`
RESERVATION r-1a2b3c4d 111122223333
INSTANCE i-1a2b3c4d ami-1a2b3c4d running my-key-pair 0 m1.small YYYY-MM-DDTHH:MM:
SS+0000 us-west-2b windows monitoring-disabled 50.112.172.209 10.0.0.167 vpc-1a2b3c4d
subnet-1a2b3c4d ebs hvm xen ABCDE1234567890123sg-1a2b3c4d default false
BLOCKDEVICE /dev/sdb vol-1a2b3c4d YYYY-MM-DDTHH:MM:SS.SSSZtrue
NIC eni-1a2b3c4dsubnet-1a2b3c4d vpc-1a2b3c4d111122223333in-use10.0.1.167 true
NICATTACHMENT eni-attach-1a2b3c4d 0 attached YYYY-MM-DDTHH:MM:SS+0000true
GROUP sg-1a2b3c4d my-security-group
PRIVATEIPADDRESS 10.0.1.167
PRIVATEIPADDRESS 10.0.1.12
TAG instance i-1a2b3c4d Name Windows
from Amazon doc
Build Image
`ec2-create-image #{INSTANCE_ID} #{NAME}
#{DESCRIPTION} --no-reboot #{REGION}`
ec2-create-image i-10a64379 --name "Standard Web Server"
--description "Standard web server AMI"
OUTPUT>
IMAGE ami-4fa54026
from Amazon doc
Do we solve it? NOT yet!
Good communication matters!
icons made by Freepik from www.flaticon.com is licensed under CC BY 3.0
Happy Auto Scaling!
Icon made by Freepik from www.flaticon.com is licensed under CC BY 3.0
Join us!
https://livehouse.in/recruit
Thanks!
any
questions
?
You can find me at
jeddie@livehouse.in
Credits
Special thanks to all the people who made and released
these awesome resources for free:
▸ Busy Icons by Olly Holovchenko
▸ Presentation template by SlidesCarnival
▸ Photographs by Unsplash
▸ Paper backgrounds by SubtlePatterns
▸ Other icons are from
▸ http://www.freepik.com
▸ http://www.flaticon.com
▸ https://livehouse.in
▸ http://jenkins-ci.org

Contenu connexe

Tendances

Building a CICD Pipeline for Containers - DevDay Austin 2017
Building a CICD Pipeline for Containers - DevDay Austin 2017Building a CICD Pipeline for Containers - DevDay Austin 2017
Building a CICD Pipeline for Containers - DevDay Austin 2017
Amazon Web Services
 
Overview of Amazon Web Services
Overview of Amazon Web ServicesOverview of Amazon Web Services
Overview of Amazon Web Services
Harish Ganesan
 
(AWS) Auto Scaling : Evening Session by Amazon and IntelliGrape Software
(AWS) Auto Scaling : Evening Session by Amazon and IntelliGrape Software(AWS) Auto Scaling : Evening Session by Amazon and IntelliGrape Software
(AWS) Auto Scaling : Evening Session by Amazon and IntelliGrape Software
TO THE NEW | Technology
 
Designing Fault Tolerant Applications on AWS - Janakiram MSV
Designing Fault Tolerant Applications on AWS - Janakiram MSVDesigning Fault Tolerant Applications on AWS - Janakiram MSV
Designing Fault Tolerant Applications on AWS - Janakiram MSV
Amazon Web Services
 

Tendances (20)

Auto Scaling Groups
Auto Scaling GroupsAuto Scaling Groups
Auto Scaling Groups
 
From Monolith to Microservices
From Monolith to MicroservicesFrom Monolith to Microservices
From Monolith to Microservices
 
Building a CICD Pipeline for Containers - DevDay Austin 2017
Building a CICD Pipeline for Containers - DevDay Austin 2017Building a CICD Pipeline for Containers - DevDay Austin 2017
Building a CICD Pipeline for Containers - DevDay Austin 2017
 
SRV410 Deep Dive on AWS Batch
SRV410 Deep Dive on AWS BatchSRV410 Deep Dive on AWS Batch
SRV410 Deep Dive on AWS Batch
 
Amazon Elastic Container Service (ECS)
Amazon Elastic Container Service (ECS)Amazon Elastic Container Service (ECS)
Amazon Elastic Container Service (ECS)
 
Aws Autoscaling
Aws AutoscalingAws Autoscaling
Aws Autoscaling
 
Building a CICD Pipeline for Deploying to Containers
Building a CICD Pipeline for Deploying to ContainersBuilding a CICD Pipeline for Deploying to Containers
Building a CICD Pipeline for Deploying to Containers
 
Automating Management of Amazon EC2 Instances with Auto Scaling - March 2017 ...
Automating Management of Amazon EC2 Instances with Auto Scaling - March 2017 ...Automating Management of Amazon EC2 Instances with Auto Scaling - March 2017 ...
Automating Management of Amazon EC2 Instances with Auto Scaling - March 2017 ...
 
Application Deployment on AWS - Startup Talks June 2015
Application Deployment on AWS - Startup Talks June 2015Application Deployment on AWS - Startup Talks June 2015
Application Deployment on AWS - Startup Talks June 2015
 
使用 Blox 實現容器任務調度與資源編排
使用 Blox 實現容器任務調度與資源編排使用 Blox 實現容器任務調度與資源編排
使用 Blox 實現容器任務調度與資源編排
 
AWS re:Invent 2016: Lessons Learned from a Year of Using Spot Fleet (CMP205)
AWS re:Invent 2016: Lessons Learned from a Year of Using Spot Fleet (CMP205)AWS re:Invent 2016: Lessons Learned from a Year of Using Spot Fleet (CMP205)
AWS re:Invent 2016: Lessons Learned from a Year of Using Spot Fleet (CMP205)
 
Workshop: Building Containerized Swift Applications on Amazon ECS
Workshop: Building Containerized Swift Applications on Amazon ECSWorkshop: Building Containerized Swift Applications on Amazon ECS
Workshop: Building Containerized Swift Applications on Amazon ECS
 
Amazon ECS
Amazon ECSAmazon ECS
Amazon ECS
 
AWS CodeDeploy
AWS CodeDeployAWS CodeDeploy
AWS CodeDeploy
 
Announcing AWS Batch - Run Batch Jobs At Scale - December 2016 Monthly Webina...
Announcing AWS Batch - Run Batch Jobs At Scale - December 2016 Monthly Webina...Announcing AWS Batch - Run Batch Jobs At Scale - December 2016 Monthly Webina...
Announcing AWS Batch - Run Batch Jobs At Scale - December 2016 Monthly Webina...
 
Overview of Amazon Web Services
Overview of Amazon Web ServicesOverview of Amazon Web Services
Overview of Amazon Web Services
 
Day 5 - AWS Autoscaling Master Class - The New Capacity Plan
Day 5 - AWS Autoscaling Master Class - The New Capacity PlanDay 5 - AWS Autoscaling Master Class - The New Capacity Plan
Day 5 - AWS Autoscaling Master Class - The New Capacity Plan
 
(AWS) Auto Scaling : Evening Session by Amazon and IntelliGrape Software
(AWS) Auto Scaling : Evening Session by Amazon and IntelliGrape Software(AWS) Auto Scaling : Evening Session by Amazon and IntelliGrape Software
(AWS) Auto Scaling : Evening Session by Amazon and IntelliGrape Software
 
Designing Fault Tolerant Applications on AWS - Janakiram MSV
Designing Fault Tolerant Applications on AWS - Janakiram MSVDesigning Fault Tolerant Applications on AWS - Janakiram MSV
Designing Fault Tolerant Applications on AWS - Janakiram MSV
 
Running Containerised Applications at Scale on AWS
Running Containerised Applications at Scale on AWSRunning Containerised Applications at Scale on AWS
Running Containerised Applications at Scale on AWS
 

Similaire à Auto scaling with Ruby, AWS, Jenkins and Redis

AWS Cloud Kata 2014 | Jakarta - Startup Best Practices
AWS Cloud Kata 2014 | Jakarta - Startup Best PracticesAWS Cloud Kata 2014 | Jakarta - Startup Best Practices
AWS Cloud Kata 2014 | Jakarta - Startup Best Practices
Amazon Web Services
 
AWS Startup Webinar | Developing on AWS
AWS Startup Webinar | Developing on AWSAWS Startup Webinar | Developing on AWS
AWS Startup Webinar | Developing on AWS
Amazon Web Services
 

Similaire à Auto scaling with Ruby, AWS, Jenkins and Redis (20)

20141021 AWS Cloud Taekwon - Startup Best Practices on AWS
20141021 AWS Cloud Taekwon - Startup Best Practices on AWS20141021 AWS Cloud Taekwon - Startup Best Practices on AWS
20141021 AWS Cloud Taekwon - Startup Best Practices on AWS
 
Scaling drupal horizontally and in cloud
Scaling drupal horizontally and in cloudScaling drupal horizontally and in cloud
Scaling drupal horizontally and in cloud
 
AWS Cloud Kata 2014 | Jakarta - Startup Best Practices
AWS Cloud Kata 2014 | Jakarta - Startup Best PracticesAWS Cloud Kata 2014 | Jakarta - Startup Best Practices
AWS Cloud Kata 2014 | Jakarta - Startup Best Practices
 
How to build a Citrix infrastructure on AWS
How to build a Citrix infrastructure on AWSHow to build a Citrix infrastructure on AWS
How to build a Citrix infrastructure on AWS
 
'DOCKER' & CLOUD: ENABLERS For DEVOPS
'DOCKER' & CLOUD:  ENABLERS For DEVOPS'DOCKER' & CLOUD:  ENABLERS For DEVOPS
'DOCKER' & CLOUD: ENABLERS For DEVOPS
 
Docker and Cloud - Enables for DevOps - by ACA-IT
Docker and Cloud - Enables for DevOps - by ACA-ITDocker and Cloud - Enables for DevOps - by ACA-IT
Docker and Cloud - Enables for DevOps - by ACA-IT
 
DevOps with Kubernetes and Helm - OSCON 2018
DevOps with Kubernetes and Helm - OSCON 2018DevOps with Kubernetes and Helm - OSCON 2018
DevOps with Kubernetes and Helm - OSCON 2018
 
Just one-shade-of-openstack
Just one-shade-of-openstackJust one-shade-of-openstack
Just one-shade-of-openstack
 
Deploying your web application with AWS ElasticBeanstalk
Deploying your web application with AWS ElasticBeanstalkDeploying your web application with AWS ElasticBeanstalk
Deploying your web application with AWS ElasticBeanstalk
 
AWS Webcast - Build Agile Applications in AWS Cloud for Government
AWS Webcast - Build Agile Applications in AWS Cloud for GovernmentAWS Webcast - Build Agile Applications in AWS Cloud for Government
AWS Webcast - Build Agile Applications in AWS Cloud for Government
 
Fighting Against Chaotically Separated Values with Embulk
Fighting Against Chaotically Separated Values with EmbulkFighting Against Chaotically Separated Values with Embulk
Fighting Against Chaotically Separated Values with Embulk
 
(ARC402) Deployment Automation: From Developers' Keyboards to End Users' Scre...
(ARC402) Deployment Automation: From Developers' Keyboards to End Users' Scre...(ARC402) Deployment Automation: From Developers' Keyboards to End Users' Scre...
(ARC402) Deployment Automation: From Developers' Keyboards to End Users' Scre...
 
AWS Webcast - Build Agile Applications in AWS Cloud for Government
AWS Webcast - Build Agile Applications in AWS Cloud for GovernmentAWS Webcast - Build Agile Applications in AWS Cloud for Government
AWS Webcast - Build Agile Applications in AWS Cloud for Government
 
AWS Startup Webinar | Developing on AWS
AWS Startup Webinar | Developing on AWSAWS Startup Webinar | Developing on AWS
AWS Startup Webinar | Developing on AWS
 
Cloud Computing in PHP With the Amazon Web Services
Cloud Computing in PHP With the Amazon Web ServicesCloud Computing in PHP With the Amazon Web Services
Cloud Computing in PHP With the Amazon Web Services
 
Amazon ECS (March 2016)
Amazon ECS (March 2016)Amazon ECS (March 2016)
Amazon ECS (March 2016)
 
AutoScaling and Drupal
AutoScaling and DrupalAutoScaling and Drupal
AutoScaling and Drupal
 
StrongLoop Overview
StrongLoop OverviewStrongLoop Overview
StrongLoop Overview
 
Application Development on Metapod
Application Development on MetapodApplication Development on Metapod
Application Development on Metapod
 
CMP209_Getting started with Docker on AWS
CMP209_Getting started with Docker on AWSCMP209_Getting started with Docker on AWS
CMP209_Getting started with Docker on AWS
 

Dernier

result management system report for college project
result management system report for college projectresult management system report for college project
result management system report for college project
Tonystark477637
 
AKTU Computer Networks notes --- Unit 3.pdf
AKTU Computer Networks notes ---  Unit 3.pdfAKTU Computer Networks notes ---  Unit 3.pdf
AKTU Computer Networks notes --- Unit 3.pdf
ankushspencer015
 

Dernier (20)

Water Industry Process Automation & Control Monthly - April 2024
Water Industry Process Automation & Control Monthly - April 2024Water Industry Process Automation & Control Monthly - April 2024
Water Industry Process Automation & Control Monthly - April 2024
 
Porous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingPorous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writing
 
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINEMANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
 
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCollege Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
 
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur EscortsCall Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
 
UNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular ConduitsUNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular Conduits
 
KubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghlyKubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghly
 
result management system report for college project
result management system report for college projectresult management system report for college project
result management system report for college project
 
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
 
AKTU Computer Networks notes --- Unit 3.pdf
AKTU Computer Networks notes ---  Unit 3.pdfAKTU Computer Networks notes ---  Unit 3.pdf
AKTU Computer Networks notes --- Unit 3.pdf
 
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur EscortsRussian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
 
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park  6297143586 Call Hot Ind...Booking open Available Pune Call Girls Koregaon Park  6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...
 
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
 
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordCCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
 
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
 
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
 
Online banking management system project.pdf
Online banking management system project.pdfOnline banking management system project.pdf
Online banking management system project.pdf
 
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
 
Introduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptxIntroduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptx
 

Auto scaling with Ruby, AWS, Jenkins and Redis