SlideShare a Scribd company logo
1 of 153
/ Robert Treat
Managing Databases in a
{DEVOPS} Environment
Robert Treat
@robtreat2
robert@omniti.com
Who Am I?
OmniTI
Who Am I?
“we offer a full suite of operational, database, and development services.
whether you need help with an existing architecture,
are looking to build out a new service, or just need a second opinion,
we would love to help”
Who Am I?
Highly Scaled
Big Data
Heavy Transactions
What Is “DevOps” ?
putting your development in my ops
putting your ops in my development
mindmeld
not a talk about devops
per se
let’s focus on three things
configuration management
monitoring
software deployment
yes,
I just offended everyone with a
“kanban”
t-shirt
moving on
configuration management
some sysadmins get very excited about
systems automation
*yawns*
many DBA’s have like
ONE BOX
to manage
this makes
server automation
seem like a hassle
now you have two problems
even with one box,
there are many things to configure
database configs, cron jobs, packages,
monitoring, scripts, binaries, shell config,
pooler?
it’s a lot to configure
and it needs to be documented,
or at least reproducible
and it would be nice to know when
changes occur within your environment
these tools can help you with that
configuration management
“configuration” <--> “management”
even without automation
track changes
notification of changes
also consider
your
“one big database”
is probably more than just one database
webservers
data loading
script
load balancer
primary
replay
node B
writes
writes
reads
reads
writes
replay
node A
a1 a2 a3 b1 b2 b3
failover, reporting, staging, development,
read replicas, and more!
and then someone sets up a new service
now you have to configure everything
again on multiple machines
how long does it take you to stand up a
new copy of your database?
how confident are you that everything has
been configured correctly?
monitoring for devops
monitor everything!
system stuff
disk i/o, disk space, cpu,
network traffic, load
database stuff
transactions per second
transactions per second, connections,
index scans, seq scans, table size
transactions per second, connections,
index scans, seq scans, table size,
cache hit ratios
don’t get hung up on details
DBA’s
are sometimes finicky about
data quality
it is better to have useful metrics
than to have accurate metrics
metrics enable capacity planning
metrics let you know
what good looks like
metrics enable forensics
metrics enable debugging
why did my site break?
changes
configuration parameters
code pushes
traffic spikes
make it easy to correlate changes
expose this to everyone!
dba’s, devs, sa’s,
finance, marketing,
everyone!
deploying new code
Push, Baby, Push!
a bazillion deploys a day!
from idea to code in the blink of an eye
what’s the problem?
this doesn’t work well for databases
databases are fundamentally different
they have data
data is important
and hard to replace
you can always rewrite your code
you can’t get everyone to
give you their data again
cf.
furthermore
code is static
code is controlled
data is often dynamic
control is in the hands of users
this makes database administration
more difficult
we cannot eliminate change
we need to manage change
ideally, we want to enable change
back in the day
DBA’s lived in walled gardens
you send them requirements
they send you a schema
send them updated requirements
different schema
this goes back and forth
dev keeps pushing just to get it done
dba pushing to minimize change
in order to minimize risk
eventually something is agreed upon
but this takes a long time
forget you!
many shops bypass dba’s
where bypass means “don’t have”
but you still need someone
to make it work
you need balance
devs design schema
BLASPHEMY!
(devs) meet with project managers
(devs) digest requirements
(devs) understand the app
confer with dba’s if you have questions!
if you had a
{perl|php|ruby|python|javascript}
python
question, you would ask a senior dev
dba’s are your senior devs
wrt databases
have a style guide for schema design
schema changes become migrations
new stuff, changed stuff
all migrations must be reviewed
look for red flags
nulls, indexes, datatypes, constraints
what’s the impact?
locking, data rewrites,
other stuff that sucks
1000 Pushes A Day?
No
remember locking?
you have peak times
build schema change windows
around off-peak hours
once a week
once a day
just not during lunch
you can’t eliminate risk
minimize the unnecessary risk
and it’s worth pointing out
schema changes
should not
be married
to code changes
if your feature launches next week,
push the schema changes this week
add columns well in advance of
writing to them
stop writing to columns
well before dropping them
like development, it is easier to digest
small, incremental changes
devops has changed the way we think
dba’s are the original devops
it’s time we all got on the same team
thank you!
#pgdayphilly
PHOTOS:
http://www.flickr.com/photos/lintilla/3164475946/sizes/m/in/photostream/
http://www.flickr.com/photos/john/3807248802/in/photostream/
http://www.flickr.com/photos/fenng/176903905/in/photostream/
http://www.flickr.com/photos/winkydo/3003752549/sizes/m/in/photostream/
http://www.flickr.com/photos/winterofdiscontent/4101596626/sizes/m/in/photostream/
http://www.flickr.com/photos/zooboing/4361038612/sizes/m/in/photostream/
http://www.flickr.com/photos/blakespot/4011035061/sizes/m/in/photostream/
http://www.flickr.com/photos/ikhnaton2/533233247/sizes/m/in/photostream/
http://www.flickr.com/photos/stayinsussex/3801588698/sizes/m/in/photostream/
http://www.flickr.com/photos/35077238@N06/4373285723/
http://www.flickr.com/photos/95572727@N00/4247290972/

More Related Content

Viewers also liked

Connection Pooling in PostgreSQL using pgbouncer
Connection Pooling in PostgreSQL using pgbouncer Connection Pooling in PostgreSQL using pgbouncer
Connection Pooling in PostgreSQL using pgbouncer Sameer Kumar
 
Database Tools by Skype
Database Tools by SkypeDatabase Tools by Skype
Database Tools by Skypeelliando dias
 
Past, Present, and Pachyderm - All Things Open - 2013
Past, Present, and Pachyderm - All Things Open - 2013Past, Present, and Pachyderm - All Things Open - 2013
Past, Present, and Pachyderm - All Things Open - 2013Robert Treat
 
Meet Spilo, Zalando’s HIGH-AVAILABLE POSTGRESQL CLUSTER - Feike Steenbergen
Meet Spilo, Zalando’s HIGH-AVAILABLE POSTGRESQL CLUSTER - Feike SteenbergenMeet Spilo, Zalando’s HIGH-AVAILABLE POSTGRESQL CLUSTER - Feike Steenbergen
Meet Spilo, Zalando’s HIGH-AVAILABLE POSTGRESQL CLUSTER - Feike Steenbergendistributed matters
 
Demystifying PostgreSQL
Demystifying PostgreSQLDemystifying PostgreSQL
Demystifying PostgreSQLNOLOH LLC.
 
"Отказоустойчивый standby PostgreSQL (HAProxy + PgBouncer)" Виктор Ягофаров (...
"Отказоустойчивый standby PostgreSQL (HAProxy + PgBouncer)" Виктор Ягофаров (..."Отказоустойчивый standby PostgreSQL (HAProxy + PgBouncer)" Виктор Ягофаров (...
"Отказоустойчивый standby PostgreSQL (HAProxy + PgBouncer)" Виктор Ягофаров (...AvitoTech
 
Database Scalability Patterns
Database Scalability PatternsDatabase Scalability Patterns
Database Scalability PatternsRobert Treat
 
Scaling With Postgres
Scaling With PostgresScaling With Postgres
Scaling With PostgresRobert Treat
 
A Guide To PostgreSQL 9.0
A Guide To PostgreSQL 9.0A Guide To PostgreSQL 9.0
A Guide To PostgreSQL 9.0Robert Treat
 
Intro to pl/PHP Oscon2007
Intro to pl/PHP Oscon2007Intro to pl/PHP Oscon2007
Intro to pl/PHP Oscon2007Robert Treat
 
What Ops Can Learn From Design
What Ops Can Learn From DesignWhat Ops Can Learn From Design
What Ops Can Learn From DesignRobert Treat
 
Velocity 2010: Scalable Internet Architectures
Velocity 2010: Scalable Internet ArchitecturesVelocity 2010: Scalable Internet Architectures
Velocity 2010: Scalable Internet ArchitecturesTheo Schlossnagle
 
Continuous delivery for databases - Bristol DevOps Edition
Continuous delivery for databases - Bristol DevOps EditionContinuous delivery for databases - Bristol DevOps Edition
Continuous delivery for databases - Bristol DevOps EditionDevOpsGroup
 
Less Alarming Alerts - SRECon 2016
Less Alarming Alerts - SRECon 2016 Less Alarming Alerts - SRECon 2016
Less Alarming Alerts - SRECon 2016 Robert Treat
 
Maximising the value of the Cloud through DevOps
Maximising the value of the Cloud through DevOpsMaximising the value of the Cloud through DevOps
Maximising the value of the Cloud through DevOpsDevOpsGroup
 
Advanced WAL File Management With OmniPITR
Advanced WAL File Management With OmniPITRAdvanced WAL File Management With OmniPITR
Advanced WAL File Management With OmniPITRRobert Treat
 
Think_your_Postgres_backups_and_recovery_are_safe_lets_talk.pptx
Think_your_Postgres_backups_and_recovery_are_safe_lets_talk.pptxThink_your_Postgres_backups_and_recovery_are_safe_lets_talk.pptx
Think_your_Postgres_backups_and_recovery_are_safe_lets_talk.pptxPayal Singh
 
Out of the Box Replication in Postgres 9.4(PgCon)
Out of the Box Replication in Postgres 9.4(PgCon)Out of the Box Replication in Postgres 9.4(PgCon)
Out of the Box Replication in Postgres 9.4(PgCon)Denish Patel
 
The Essential PostgreSQL.conf
The Essential PostgreSQL.confThe Essential PostgreSQL.conf
The Essential PostgreSQL.confRobert Treat
 

Viewers also liked (20)

Connection Pooling in PostgreSQL using pgbouncer
Connection Pooling in PostgreSQL using pgbouncer Connection Pooling in PostgreSQL using pgbouncer
Connection Pooling in PostgreSQL using pgbouncer
 
Database Tools by Skype
Database Tools by SkypeDatabase Tools by Skype
Database Tools by Skype
 
Past, Present, and Pachyderm - All Things Open - 2013
Past, Present, and Pachyderm - All Things Open - 2013Past, Present, and Pachyderm - All Things Open - 2013
Past, Present, and Pachyderm - All Things Open - 2013
 
Meet Spilo, Zalando’s HIGH-AVAILABLE POSTGRESQL CLUSTER - Feike Steenbergen
Meet Spilo, Zalando’s HIGH-AVAILABLE POSTGRESQL CLUSTER - Feike SteenbergenMeet Spilo, Zalando’s HIGH-AVAILABLE POSTGRESQL CLUSTER - Feike Steenbergen
Meet Spilo, Zalando’s HIGH-AVAILABLE POSTGRESQL CLUSTER - Feike Steenbergen
 
Demystifying PostgreSQL
Demystifying PostgreSQLDemystifying PostgreSQL
Demystifying PostgreSQL
 
"Отказоустойчивый standby PostgreSQL (HAProxy + PgBouncer)" Виктор Ягофаров (...
"Отказоустойчивый standby PostgreSQL (HAProxy + PgBouncer)" Виктор Ягофаров (..."Отказоустойчивый standby PostgreSQL (HAProxy + PgBouncer)" Виктор Ягофаров (...
"Отказоустойчивый standby PostgreSQL (HAProxy + PgBouncer)" Виктор Ягофаров (...
 
Database Scalability Patterns
Database Scalability PatternsDatabase Scalability Patterns
Database Scalability Patterns
 
Scaling With Postgres
Scaling With PostgresScaling With Postgres
Scaling With Postgres
 
A Guide To PostgreSQL 9.0
A Guide To PostgreSQL 9.0A Guide To PostgreSQL 9.0
A Guide To PostgreSQL 9.0
 
Intro to pl/PHP Oscon2007
Intro to pl/PHP Oscon2007Intro to pl/PHP Oscon2007
Intro to pl/PHP Oscon2007
 
What Ops Can Learn From Design
What Ops Can Learn From DesignWhat Ops Can Learn From Design
What Ops Can Learn From Design
 
Database story by DevOps
Database story by DevOpsDatabase story by DevOps
Database story by DevOps
 
Velocity 2010: Scalable Internet Architectures
Velocity 2010: Scalable Internet ArchitecturesVelocity 2010: Scalable Internet Architectures
Velocity 2010: Scalable Internet Architectures
 
Continuous delivery for databases - Bristol DevOps Edition
Continuous delivery for databases - Bristol DevOps EditionContinuous delivery for databases - Bristol DevOps Edition
Continuous delivery for databases - Bristol DevOps Edition
 
Less Alarming Alerts - SRECon 2016
Less Alarming Alerts - SRECon 2016 Less Alarming Alerts - SRECon 2016
Less Alarming Alerts - SRECon 2016
 
Maximising the value of the Cloud through DevOps
Maximising the value of the Cloud through DevOpsMaximising the value of the Cloud through DevOps
Maximising the value of the Cloud through DevOps
 
Advanced WAL File Management With OmniPITR
Advanced WAL File Management With OmniPITRAdvanced WAL File Management With OmniPITR
Advanced WAL File Management With OmniPITR
 
Think_your_Postgres_backups_and_recovery_are_safe_lets_talk.pptx
Think_your_Postgres_backups_and_recovery_are_safe_lets_talk.pptxThink_your_Postgres_backups_and_recovery_are_safe_lets_talk.pptx
Think_your_Postgres_backups_and_recovery_are_safe_lets_talk.pptx
 
Out of the Box Replication in Postgres 9.4(PgCon)
Out of the Box Replication in Postgres 9.4(PgCon)Out of the Box Replication in Postgres 9.4(PgCon)
Out of the Box Replication in Postgres 9.4(PgCon)
 
The Essential PostgreSQL.conf
The Essential PostgreSQL.confThe Essential PostgreSQL.conf
The Essential PostgreSQL.conf
 

Similar to Managing Databases In A DevOps Environment 2016

Mvp4 croatia - Being a dba in a devops world
Mvp4 croatia - Being a dba in a devops worldMvp4 croatia - Being a dba in a devops world
Mvp4 croatia - Being a dba in a devops worldAlessandro Alpi
 
Pluk2011 deploy-mysql-like-a-devops-sysadmin
Pluk2011 deploy-mysql-like-a-devops-sysadminPluk2011 deploy-mysql-like-a-devops-sysadmin
Pluk2011 deploy-mysql-like-a-devops-sysadminFrederic Descamps
 
Webinar manage MySQL like a devops sysadmin
Webinar manage MySQL like a devops sysadminWebinar manage MySQL like a devops sysadmin
Webinar manage MySQL like a devops sysadminFrederic Descamps
 
DevOps With Chef and Azure
DevOps With Chef and AzureDevOps With Chef and Azure
DevOps With Chef and AzureMatt Stratton
 
Super Sizing Youtube with Python
Super Sizing Youtube with PythonSuper Sizing Youtube with Python
Super Sizing Youtube with Pythondidip
 
Clustered PHP - DC PHP 2009
Clustered PHP - DC PHP 2009Clustered PHP - DC PHP 2009
Clustered PHP - DC PHP 2009marcelesser
 
The Business Value of PaaS Automation - Kieron Sambrook-Smith - Presentation ...
The Business Value of PaaS Automation - Kieron Sambrook-Smith - Presentation ...The Business Value of PaaS Automation - Kieron Sambrook-Smith - Presentation ...
The Business Value of PaaS Automation - Kieron Sambrook-Smith - Presentation ...eZ Systems
 
Operations for databases: the agile/devops journey
Operations for databases: the agile/devops journeyOperations for databases: the agile/devops journey
Operations for databases: the agile/devops journeyEduardo Piairo
 
Dbops, DevOps & Ops, by Eduardo Piairo
Dbops, DevOps & Ops, by Eduardo PiairoDbops, DevOps & Ops, by Eduardo Piairo
Dbops, DevOps & Ops, by Eduardo PiairoAgile Connect®
 
All daydevops 2016 - Turning Human Capital into High Performance Organizati...
All daydevops   2016 - Turning Human Capital into High Performance Organizati...All daydevops   2016 - Turning Human Capital into High Performance Organizati...
All daydevops 2016 - Turning Human Capital into High Performance Organizati...John Willis
 
Common Database Challenges faced by DevOps team and how to solve them
Common Database Challenges faced by DevOps team and how to solve themCommon Database Challenges faced by DevOps team and how to solve them
Common Database Challenges faced by DevOps team and how to solve themMuhammad Imran Riaz
 
Challenges and best practices of database continuous delivery
Challenges and best practices of database continuous deliveryChallenges and best practices of database continuous delivery
Challenges and best practices of database continuous deliveryDBmaestro - Database DevOps
 

Similar to Managing Databases In A DevOps Environment 2016 (20)

Mvp4 croatia - Being a dba in a devops world
Mvp4 croatia - Being a dba in a devops worldMvp4 croatia - Being a dba in a devops world
Mvp4 croatia - Being a dba in a devops world
 
Pluk2011 deploy-mysql-like-a-devops-sysadmin
Pluk2011 deploy-mysql-like-a-devops-sysadminPluk2011 deploy-mysql-like-a-devops-sysadmin
Pluk2011 deploy-mysql-like-a-devops-sysadmin
 
Webinar manage MySQL like a devops sysadmin
Webinar manage MySQL like a devops sysadminWebinar manage MySQL like a devops sysadmin
Webinar manage MySQL like a devops sysadmin
 
Let's get along
Let's get alongLet's get along
Let's get along
 
Big data
Big dataBig data
Big data
 
Big data
Big dataBig data
Big data
 
DevOps With Chef and Azure
DevOps With Chef and AzureDevOps With Chef and Azure
DevOps With Chef and Azure
 
Os Solomon
Os SolomonOs Solomon
Os Solomon
 
Super Sizing Youtube with Python
Super Sizing Youtube with PythonSuper Sizing Youtube with Python
Super Sizing Youtube with Python
 
Clustered PHP - DC PHP 2009
Clustered PHP - DC PHP 2009Clustered PHP - DC PHP 2009
Clustered PHP - DC PHP 2009
 
Dev Ops without the Ops
Dev Ops without the OpsDev Ops without the Ops
Dev Ops without the Ops
 
Copy data management
Copy data managementCopy data management
Copy data management
 
The Business Value of PaaS Automation - Kieron Sambrook-Smith - Presentation ...
The Business Value of PaaS Automation - Kieron Sambrook-Smith - Presentation ...The Business Value of PaaS Automation - Kieron Sambrook-Smith - Presentation ...
The Business Value of PaaS Automation - Kieron Sambrook-Smith - Presentation ...
 
Operations for databases: the agile/devops journey
Operations for databases: the agile/devops journeyOperations for databases: the agile/devops journey
Operations for databases: the agile/devops journey
 
What DevOps Isn't
What DevOps Isn'tWhat DevOps Isn't
What DevOps Isn't
 
Dbops, DevOps & Ops, by Eduardo Piairo
Dbops, DevOps & Ops, by Eduardo PiairoDbops, DevOps & Ops, by Eduardo Piairo
Dbops, DevOps & Ops, by Eduardo Piairo
 
All daydevops 2016 - Turning Human Capital into High Performance Organizati...
All daydevops   2016 - Turning Human Capital into High Performance Organizati...All daydevops   2016 - Turning Human Capital into High Performance Organizati...
All daydevops 2016 - Turning Human Capital into High Performance Organizati...
 
Common Database Challenges faced by DevOps team and how to solve them
Common Database Challenges faced by DevOps team and how to solve themCommon Database Challenges faced by DevOps team and how to solve them
Common Database Challenges faced by DevOps team and how to solve them
 
Challenges and best practices of database continuous delivery
Challenges and best practices of database continuous deliveryChallenges and best practices of database continuous delivery
Challenges and best practices of database continuous delivery
 
DbOps, DevOps and Ops
DbOps, DevOps and OpsDbOps, DevOps and Ops
DbOps, DevOps and Ops
 

More from Robert Treat

Advanced Int->Bigint Conversions
Advanced Int->Bigint ConversionsAdvanced Int->Bigint Conversions
Advanced Int->Bigint ConversionsRobert Treat
 
Explaining Explain
Explaining ExplainExplaining Explain
Explaining ExplainRobert Treat
 
the-lost-art-of-plpgsql
the-lost-art-of-plpgsqlthe-lost-art-of-plpgsql
the-lost-art-of-plpgsqlRobert Treat
 
Managing Chaos In Production: Testing vs Monitoring
Managing Chaos In Production: Testing vs MonitoringManaging Chaos In Production: Testing vs Monitoring
Managing Chaos In Production: Testing vs MonitoringRobert Treat
 
Less Alarming Alerts!
Less Alarming Alerts!Less Alarming Alerts!
Less Alarming Alerts!Robert Treat
 
Big Bad "Upgraded" Postgres
Big Bad "Upgraded" PostgresBig Bad "Upgraded" Postgres
Big Bad "Upgraded" PostgresRobert Treat
 
Scaling with Postgres (Highload++ 2010)
Scaling with Postgres (Highload++ 2010)Scaling with Postgres (Highload++ 2010)
Scaling with Postgres (Highload++ 2010)Robert Treat
 
Intro to Postgres 9 Tutorial
Intro to Postgres 9 TutorialIntro to Postgres 9 Tutorial
Intro to Postgres 9 TutorialRobert Treat
 
Intro to Postgres 8.4 Tutorial
Intro to Postgres 8.4 TutorialIntro to Postgres 8.4 Tutorial
Intro to Postgres 8.4 TutorialRobert Treat
 
The Essential postgresql.conf
The Essential postgresql.confThe Essential postgresql.conf
The Essential postgresql.confRobert Treat
 
PostgreSQL Partitioning, PGCon 2007
PostgreSQL Partitioning, PGCon 2007PostgreSQL Partitioning, PGCon 2007
PostgreSQL Partitioning, PGCon 2007Robert Treat
 
Pro PostgreSQL, OSCon 2008
Pro PostgreSQL, OSCon 2008Pro PostgreSQL, OSCon 2008
Pro PostgreSQL, OSCon 2008Robert Treat
 
Database Anti Patterns
Database Anti PatternsDatabase Anti Patterns
Database Anti PatternsRobert Treat
 

More from Robert Treat (16)

Advanced Int->Bigint Conversions
Advanced Int->Bigint ConversionsAdvanced Int->Bigint Conversions
Advanced Int->Bigint Conversions
 
Explaining Explain
Explaining ExplainExplaining Explain
Explaining Explain
 
the-lost-art-of-plpgsql
the-lost-art-of-plpgsqlthe-lost-art-of-plpgsql
the-lost-art-of-plpgsql
 
Managing Chaos In Production: Testing vs Monitoring
Managing Chaos In Production: Testing vs MonitoringManaging Chaos In Production: Testing vs Monitoring
Managing Chaos In Production: Testing vs Monitoring
 
Less Alarming Alerts!
Less Alarming Alerts!Less Alarming Alerts!
Less Alarming Alerts!
 
Big Bad "Upgraded" Postgres
Big Bad "Upgraded" PostgresBig Bad "Upgraded" Postgres
Big Bad "Upgraded" Postgres
 
Pro Postgres 9
Pro Postgres 9Pro Postgres 9
Pro Postgres 9
 
Scaling with Postgres (Highload++ 2010)
Scaling with Postgres (Highload++ 2010)Scaling with Postgres (Highload++ 2010)
Scaling with Postgres (Highload++ 2010)
 
Intro to Postgres 9 Tutorial
Intro to Postgres 9 TutorialIntro to Postgres 9 Tutorial
Intro to Postgres 9 Tutorial
 
Check Please!
Check Please!Check Please!
Check Please!
 
Intro to Postgres 8.4 Tutorial
Intro to Postgres 8.4 TutorialIntro to Postgres 8.4 Tutorial
Intro to Postgres 8.4 Tutorial
 
The Essential postgresql.conf
The Essential postgresql.confThe Essential postgresql.conf
The Essential postgresql.conf
 
PostgreSQL Partitioning, PGCon 2007
PostgreSQL Partitioning, PGCon 2007PostgreSQL Partitioning, PGCon 2007
PostgreSQL Partitioning, PGCon 2007
 
Pro PostgreSQL, OSCon 2008
Pro PostgreSQL, OSCon 2008Pro PostgreSQL, OSCon 2008
Pro PostgreSQL, OSCon 2008
 
Database Anti Patterns
Database Anti PatternsDatabase Anti Patterns
Database Anti Patterns
 
Pro PostgreSQL
Pro PostgreSQLPro PostgreSQL
Pro PostgreSQL
 

Recently uploaded

WhatsApp 📞 8448380779 ✅Call Girls In Mamura Sector 66 ( Noida)
WhatsApp 📞 8448380779 ✅Call Girls In Mamura Sector 66 ( Noida)WhatsApp 📞 8448380779 ✅Call Girls In Mamura Sector 66 ( Noida)
WhatsApp 📞 8448380779 ✅Call Girls In Mamura Sector 66 ( Noida)Delhi Call girls
 
( Pune ) VIP Baner Call Girls 🎗️ 9352988975 Sizzling | Escorts | Girls Are Re...
( Pune ) VIP Baner Call Girls 🎗️ 9352988975 Sizzling | Escorts | Girls Are Re...( Pune ) VIP Baner Call Girls 🎗️ 9352988975 Sizzling | Escorts | Girls Are Re...
( Pune ) VIP Baner Call Girls 🎗️ 9352988975 Sizzling | Escorts | Girls Are Re...nilamkumrai
 
Real Men Wear Diapers T Shirts sweatshirt
Real Men Wear Diapers T Shirts sweatshirtReal Men Wear Diapers T Shirts sweatshirt
Real Men Wear Diapers T Shirts sweatshirtrahman018755
 
Pune Airport ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready...
Pune Airport ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready...Pune Airport ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready...
Pune Airport ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready...tanu pandey
 
VIP Model Call Girls Hadapsar ( Pune ) Call ON 9905417584 Starting High Prof...
VIP Model Call Girls Hadapsar ( Pune ) Call ON 9905417584 Starting  High Prof...VIP Model Call Girls Hadapsar ( Pune ) Call ON 9905417584 Starting  High Prof...
VIP Model Call Girls Hadapsar ( Pune ) Call ON 9905417584 Starting High Prof...singhpriety023
 
( Pune ) VIP Pimpri Chinchwad Call Girls 🎗️ 9352988975 Sizzling | Escorts | G...
( Pune ) VIP Pimpri Chinchwad Call Girls 🎗️ 9352988975 Sizzling | Escorts | G...( Pune ) VIP Pimpri Chinchwad Call Girls 🎗️ 9352988975 Sizzling | Escorts | G...
( Pune ) VIP Pimpri Chinchwad Call Girls 🎗️ 9352988975 Sizzling | Escorts | G...nilamkumrai
 
Busty Desi⚡Call Girls in Vasundhara Ghaziabad >༒8448380779 Escort Service
Busty Desi⚡Call Girls in Vasundhara Ghaziabad >༒8448380779 Escort ServiceBusty Desi⚡Call Girls in Vasundhara Ghaziabad >༒8448380779 Escort Service
Busty Desi⚡Call Girls in Vasundhara Ghaziabad >༒8448380779 Escort ServiceDelhi Call girls
 
VIP Call Girls Pollachi 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Pollachi 7001035870 Whatsapp Number, 24/07 BookingVIP Call Girls Pollachi 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Pollachi 7001035870 Whatsapp Number, 24/07 Bookingdharasingh5698
 
Shikrapur - Call Girls in Pune Neha 8005736733 | 100% Gennuine High Class Ind...
Shikrapur - Call Girls in Pune Neha 8005736733 | 100% Gennuine High Class Ind...Shikrapur - Call Girls in Pune Neha 8005736733 | 100% Gennuine High Class Ind...
Shikrapur - Call Girls in Pune Neha 8005736733 | 100% Gennuine High Class Ind...SUHANI PANDEY
 
VIP Call Girls Himatnagar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Himatnagar 7001035870 Whatsapp Number, 24/07 BookingVIP Call Girls Himatnagar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Himatnagar 7001035870 Whatsapp Number, 24/07 Bookingdharasingh5698
 
Yerawada ] Independent Escorts in Pune - Book 8005736733 Call Girls Available...
Yerawada ] Independent Escorts in Pune - Book 8005736733 Call Girls Available...Yerawada ] Independent Escorts in Pune - Book 8005736733 Call Girls Available...
Yerawada ] Independent Escorts in Pune - Book 8005736733 Call Girls Available...SUHANI PANDEY
 
20240509 QFM015 Engineering Leadership Reading List April 2024.pdf
20240509 QFM015 Engineering Leadership Reading List April 2024.pdf20240509 QFM015 Engineering Leadership Reading List April 2024.pdf
20240509 QFM015 Engineering Leadership Reading List April 2024.pdfMatthew Sinclair
 
Microsoft Azure Arc Customer Deck Microsoft
Microsoft Azure Arc Customer Deck MicrosoftMicrosoft Azure Arc Customer Deck Microsoft
Microsoft Azure Arc Customer Deck MicrosoftAanSulistiyo
 
VVIP Pune Call Girls Sinhagad WhatSapp Number 8005736733 With Elite Staff And...
VVIP Pune Call Girls Sinhagad WhatSapp Number 8005736733 With Elite Staff And...VVIP Pune Call Girls Sinhagad WhatSapp Number 8005736733 With Elite Staff And...
VVIP Pune Call Girls Sinhagad WhatSapp Number 8005736733 With Elite Staff And...SUHANI PANDEY
 
在线制作约克大学毕业证(yu毕业证)在读证明认证可查
在线制作约克大学毕业证(yu毕业证)在读证明认证可查在线制作约克大学毕业证(yu毕业证)在读证明认证可查
在线制作约克大学毕业证(yu毕业证)在读证明认证可查ydyuyu
 
💚😋 Bilaspur Escort Service Call Girls, 9352852248 ₹5000 To 25K With AC💚😋
💚😋 Bilaspur Escort Service Call Girls, 9352852248 ₹5000 To 25K With AC💚😋💚😋 Bilaspur Escort Service Call Girls, 9352852248 ₹5000 To 25K With AC💚😋
💚😋 Bilaspur Escort Service Call Girls, 9352852248 ₹5000 To 25K With AC💚😋nirzagarg
 
VIP Model Call Girls NIBM ( Pune ) Call ON 8005736733 Starting From 5K to 25K...
VIP Model Call Girls NIBM ( Pune ) Call ON 8005736733 Starting From 5K to 25K...VIP Model Call Girls NIBM ( Pune ) Call ON 8005736733 Starting From 5K to 25K...
VIP Model Call Girls NIBM ( Pune ) Call ON 8005736733 Starting From 5K to 25K...SUHANI PANDEY
 

Recently uploaded (20)

WhatsApp 📞 8448380779 ✅Call Girls In Mamura Sector 66 ( Noida)
WhatsApp 📞 8448380779 ✅Call Girls In Mamura Sector 66 ( Noida)WhatsApp 📞 8448380779 ✅Call Girls In Mamura Sector 66 ( Noida)
WhatsApp 📞 8448380779 ✅Call Girls In Mamura Sector 66 ( Noida)
 
( Pune ) VIP Baner Call Girls 🎗️ 9352988975 Sizzling | Escorts | Girls Are Re...
( Pune ) VIP Baner Call Girls 🎗️ 9352988975 Sizzling | Escorts | Girls Are Re...( Pune ) VIP Baner Call Girls 🎗️ 9352988975 Sizzling | Escorts | Girls Are Re...
( Pune ) VIP Baner Call Girls 🎗️ 9352988975 Sizzling | Escorts | Girls Are Re...
 
Real Men Wear Diapers T Shirts sweatshirt
Real Men Wear Diapers T Shirts sweatshirtReal Men Wear Diapers T Shirts sweatshirt
Real Men Wear Diapers T Shirts sweatshirt
 
6.High Profile Call Girls In Punjab +919053900678 Punjab Call GirlHigh Profil...
6.High Profile Call Girls In Punjab +919053900678 Punjab Call GirlHigh Profil...6.High Profile Call Girls In Punjab +919053900678 Punjab Call GirlHigh Profil...
6.High Profile Call Girls In Punjab +919053900678 Punjab Call GirlHigh Profil...
 
Pune Airport ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready...
Pune Airport ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready...Pune Airport ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready...
Pune Airport ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready...
 
VIP Model Call Girls Hadapsar ( Pune ) Call ON 9905417584 Starting High Prof...
VIP Model Call Girls Hadapsar ( Pune ) Call ON 9905417584 Starting  High Prof...VIP Model Call Girls Hadapsar ( Pune ) Call ON 9905417584 Starting  High Prof...
VIP Model Call Girls Hadapsar ( Pune ) Call ON 9905417584 Starting High Prof...
 
( Pune ) VIP Pimpri Chinchwad Call Girls 🎗️ 9352988975 Sizzling | Escorts | G...
( Pune ) VIP Pimpri Chinchwad Call Girls 🎗️ 9352988975 Sizzling | Escorts | G...( Pune ) VIP Pimpri Chinchwad Call Girls 🎗️ 9352988975 Sizzling | Escorts | G...
( Pune ) VIP Pimpri Chinchwad Call Girls 🎗️ 9352988975 Sizzling | Escorts | G...
 
Busty Desi⚡Call Girls in Vasundhara Ghaziabad >༒8448380779 Escort Service
Busty Desi⚡Call Girls in Vasundhara Ghaziabad >༒8448380779 Escort ServiceBusty Desi⚡Call Girls in Vasundhara Ghaziabad >༒8448380779 Escort Service
Busty Desi⚡Call Girls in Vasundhara Ghaziabad >༒8448380779 Escort Service
 
VIP Call Girls Pollachi 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Pollachi 7001035870 Whatsapp Number, 24/07 BookingVIP Call Girls Pollachi 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Pollachi 7001035870 Whatsapp Number, 24/07 Booking
 
Shikrapur - Call Girls in Pune Neha 8005736733 | 100% Gennuine High Class Ind...
Shikrapur - Call Girls in Pune Neha 8005736733 | 100% Gennuine High Class Ind...Shikrapur - Call Girls in Pune Neha 8005736733 | 100% Gennuine High Class Ind...
Shikrapur - Call Girls in Pune Neha 8005736733 | 100% Gennuine High Class Ind...
 
VIP Call Girls Himatnagar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Himatnagar 7001035870 Whatsapp Number, 24/07 BookingVIP Call Girls Himatnagar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Himatnagar 7001035870 Whatsapp Number, 24/07 Booking
 
Call Girls in Prashant Vihar, Delhi 💯 Call Us 🔝9953056974 🔝 Escort Service
Call Girls in Prashant Vihar, Delhi 💯 Call Us 🔝9953056974 🔝 Escort ServiceCall Girls in Prashant Vihar, Delhi 💯 Call Us 🔝9953056974 🔝 Escort Service
Call Girls in Prashant Vihar, Delhi 💯 Call Us 🔝9953056974 🔝 Escort Service
 
Yerawada ] Independent Escorts in Pune - Book 8005736733 Call Girls Available...
Yerawada ] Independent Escorts in Pune - Book 8005736733 Call Girls Available...Yerawada ] Independent Escorts in Pune - Book 8005736733 Call Girls Available...
Yerawada ] Independent Escorts in Pune - Book 8005736733 Call Girls Available...
 
20240509 QFM015 Engineering Leadership Reading List April 2024.pdf
20240509 QFM015 Engineering Leadership Reading List April 2024.pdf20240509 QFM015 Engineering Leadership Reading List April 2024.pdf
20240509 QFM015 Engineering Leadership Reading List April 2024.pdf
 
valsad Escorts Service ☎️ 6378878445 ( Sakshi Sinha ) High Profile Call Girls...
valsad Escorts Service ☎️ 6378878445 ( Sakshi Sinha ) High Profile Call Girls...valsad Escorts Service ☎️ 6378878445 ( Sakshi Sinha ) High Profile Call Girls...
valsad Escorts Service ☎️ 6378878445 ( Sakshi Sinha ) High Profile Call Girls...
 
Microsoft Azure Arc Customer Deck Microsoft
Microsoft Azure Arc Customer Deck MicrosoftMicrosoft Azure Arc Customer Deck Microsoft
Microsoft Azure Arc Customer Deck Microsoft
 
VVIP Pune Call Girls Sinhagad WhatSapp Number 8005736733 With Elite Staff And...
VVIP Pune Call Girls Sinhagad WhatSapp Number 8005736733 With Elite Staff And...VVIP Pune Call Girls Sinhagad WhatSapp Number 8005736733 With Elite Staff And...
VVIP Pune Call Girls Sinhagad WhatSapp Number 8005736733 With Elite Staff And...
 
在线制作约克大学毕业证(yu毕业证)在读证明认证可查
在线制作约克大学毕业证(yu毕业证)在读证明认证可查在线制作约克大学毕业证(yu毕业证)在读证明认证可查
在线制作约克大学毕业证(yu毕业证)在读证明认证可查
 
💚😋 Bilaspur Escort Service Call Girls, 9352852248 ₹5000 To 25K With AC💚😋
💚😋 Bilaspur Escort Service Call Girls, 9352852248 ₹5000 To 25K With AC💚😋💚😋 Bilaspur Escort Service Call Girls, 9352852248 ₹5000 To 25K With AC💚😋
💚😋 Bilaspur Escort Service Call Girls, 9352852248 ₹5000 To 25K With AC💚😋
 
VIP Model Call Girls NIBM ( Pune ) Call ON 8005736733 Starting From 5K to 25K...
VIP Model Call Girls NIBM ( Pune ) Call ON 8005736733 Starting From 5K to 25K...VIP Model Call Girls NIBM ( Pune ) Call ON 8005736733 Starting From 5K to 25K...
VIP Model Call Girls NIBM ( Pune ) Call ON 8005736733 Starting From 5K to 25K...
 

Managing Databases In A DevOps Environment 2016