SlideShare a Scribd company logo
1 of 81
Download to read offline
Virtualizing MongoDB: Cloud,
EC2, GCE or Dedicated?
David Mytton
MongoDB World - July 2014
blog.serverdensity.com
David Mytton
Server monitoring, cloud management,
dashboards and alerting
serverdensity.com
Server Density Architecture
Server Density Architecture
● ~100 servers - Ubuntu 12.04
Server Density Architecture
● ~100 servers - Ubuntu 12.04
● 50:50 virtual/dedicated
Server Density Architecture
● ~100 servers - Ubuntu 12.04
● 50:50 virtual/dedicated
● 30TB/m incoming data
Server Density Architecture
● ~100 servers - Ubuntu 12.04
● 50:50 virtual/dedicated
● 30TB/m incoming data
● Nginx, Python, MongoDB
Server Density Architecture
● ~100 servers - Ubuntu 12.04
● 50:50 virtual/dedicated
● 30TB/m incoming data
● Nginx, Python, MongoDB
● Softlayer > Google Cloud
Two choices for deployment
Two choices for deployment
● Virtualized
● Bare metal
Advantages of virtualization
● Easy to manage
Advantages of virtualization
● Easy to manage
● Fast boot
Advantages of virtualization
● Easy to manage
● Fast boot
● Easier to resize/migrate
Advantages of virtualization
● Easy to manage
● Fast boot
● Easier to resize/migrate
● Templating/snapshots
Advantages of virtualization
● Easy to manage
● Fast boot
● Easier to resize/migrate
● Templating/snapshots
● Containment
Disadvantages of virtualization
● Another layer
Disadvantages of virtualization
● Another layer
● Hypervisor overhead
Disadvantages of virtualization
● Another layer
● Hypervisor overhead
● Host contention
Disadvantages of virtualization
● Another layer
● Hypervisor overhead
● Host contention
● i/o performance
Advantages of bare metal
● Dedicated resources
Advantages of bare metal
● Dedicated resources
● Direct access to hardware
Advantages of bare metal
● Dedicated resources
● Direct access to hardware
● Customisable specs
Advantages of bare metal
● Dedicated resources
● Direct access to hardware
● Customisable specs
● Performance
Disadvantages of bare metal
● Build/deploy time
Disadvantages of bare metal
● Build/deploy time
● More difficult to resize
Disadvantages of bare metal
● Build/deploy time
● More difficult to resize
● Difficult to migrate/snapshot
Disadvantages of bare metal
● Build/deploy time
● More difficult to resize
● Capex/lifetime
● Difficult to migrate/snapshot
Why cloud?
● Flexible
Why cloud?
● Flexible
● Unlimited resources
Why cloud?
● Flexible
● Unlimited resources
● Cheap to get started
Why cloud?
● Flexible
● Unlimited resources
● Cheap to get started
● Other products
Why colo?
Why colo?
● Vastly cheaper
● Complete control
Performance problems?
Performance problems?
Easy answer: move to bare metal!
Optimising virtualization
● Dedicated CPUs
Optimising virtualization
● Dedicated CPUs
● High speed networking
Optimising virtualization
● Dedicated CPUs
● High speed networking
● Disk i/o (MB/s & IOPS)
Optimising EC2
Optimising EC2
● Newer, 64bit instance types
Optimising EC2
● Newer, 64bit instance types
● Use network / EBS optimised instances
Optimising EC2
● Newer, 64bit instance types
● Use network / EBS optimised instances
● High memory (CPU not important)
Optimising EC2
● Newer, 64bit instance types
● Use network / EBS optimised instances
● High memory (CPU not important)
● Local storage ephemeral
Optimising EC2
● Newer, 64bit instance types
● Use network / EBS optimised instances
● High memory (CPU not important)
● Local storage ephemeral
● Volumes for log, journal and data
Optimising EC2
● PIOPS EBS volumes
Optimising EC2
● PIOPS EBS volumes
● RAID for redundancy & performance
Optimising EC2
● PIOPS EBS volumes
● RAID for redundancy & performance
● blockdev --setra 32
Common EC2 Problems
Common EC2 Problems
● Networking
Common EC2 Problems
● Networking
● Older hardware
Common EC2 Problems
● Networking
● Older hardware
● Complex pricing (PIOPS)
Why EC2?
Why EC2?
● Most popular
Why EC2?
● Most popular
● Range of instance types
Why EC2?
● Most popular
● Range of instance types
● Many regions
Optimising GCE
● High memory instances
Optimising GCE
● High memory instances
● Volume size = IOPS available
Optimising GCE
● High memory instances
● Volume size = IOPS available
● VMs have limits too
Optimising GCE
● High memory instances
● Volume size = IOPS available
● VMs have limits too
● Single volume or wasted space
Optimising GCE
● High memory instances
● Volume size = IOPS available
● VMs have limits too
● Single volume or wasted space
● Network / RAID already handled
Common GCE problems
● Volume too small
Common GCE problems
● Volume too small
● RAIDing unnecessary
Common GCE problems
● Volume too small
● RAIDing unnecessary
● Hitting limits?
Why GCE?
● Best network performance
Why GCE?
● Best network performance
● Easy to size disks / pricing
Why GCE?
● Best network performance
● Easy to size disks / pricing
● Global snapshots
Why GCE?
● Best network performance
● Easy to size disks / pricing
● Global snapshots
● Live migrate
Networking performance
AWS
GCE
bit.ly/googlevsamazon
Tweak: separate disks
Tweak: separate disks
● Avoids i/o contention
Tweak: separate disks
● Optimise IOPS/size/price for
journal, dbpath, logs
● Avoids i/o contention
Tweak: separate disks
● Optimise IOPS/size/price for
journal, dbpath, logs
● --directoryperdb - even
separate out each database
● Avoids i/o contention
--directoryperdb warning
--directoryperdb warning
● Snapshotting more complex
--directoryperdb warning
● Snapshotting more complex
● Requires fsync lock +
snapshot all volumes
Summary
● VMs for flexibility
Summary
● VMs for flexibility
● … but need tweaks
Summary
● VMs for flexibility
● Bare metal/colo for price/performance
● … but need tweaks
Summary
● VMs for flexibility
● Bare metal/colo for price/performance
● … but ops overhead
● … but need tweaks
どもありがとうございます
@davidmytton
david@serverdensity.com
blog.serverdensity.com

More Related Content

What's hot

How We Made Scylla Maintenance Easier, Safer and Faster
How We Made Scylla Maintenance Easier, Safer and FasterHow We Made Scylla Maintenance Easier, Safer and Faster
How We Made Scylla Maintenance Easier, Safer and FasterScyllaDB
 
Host and Boast: Best Practices for Magento Hosting | Imagine 2013 Technolog…
Host and Boast: Best Practices for Magento Hosting | Imagine 2013 Technolog…Host and Boast: Best Practices for Magento Hosting | Imagine 2013 Technolog…
Host and Boast: Best Practices for Magento Hosting | Imagine 2013 Technolog…Atwix
 
Ceph QoS: How to support QoS in distributed storage system - Taewoong Kim
Ceph QoS: How to support QoS in distributed storage system - Taewoong KimCeph QoS: How to support QoS in distributed storage system - Taewoong Kim
Ceph QoS: How to support QoS in distributed storage system - Taewoong KimCeph Community
 
Silverstripe at scale - design & architecture for silverstripe applications
Silverstripe at scale - design & architecture for silverstripe applicationsSilverstripe at scale - design & architecture for silverstripe applications
Silverstripe at scale - design & architecture for silverstripe applicationsBrettTasker
 
Level Up: 5 Expert Tips for Optimizing WordPress Performance
Level Up: 5 Expert Tips for Optimizing WordPress PerformanceLevel Up: 5 Expert Tips for Optimizing WordPress Performance
Level Up: 5 Expert Tips for Optimizing WordPress PerformancePantheon
 
Cassandra Day Atlanta 2015: Recording the Web: High-Fidelity Storage and Play...
Cassandra Day Atlanta 2015: Recording the Web: High-Fidelity Storage and Play...Cassandra Day Atlanta 2015: Recording the Web: High-Fidelity Storage and Play...
Cassandra Day Atlanta 2015: Recording the Web: High-Fidelity Storage and Play...DataStax Academy
 
Cache hcm-topdev
Cache hcm-topdevCache hcm-topdev
Cache hcm-topdevThanh Chau
 
Scaling WordPress on DigitalOcean
Scaling WordPress on DigitalOceanScaling WordPress on DigitalOcean
Scaling WordPress on DigitalOceanServerGuy
 
2013 - Igor Sysoev - NGINx: origen, evolución y futuro - PHP Conference Argen...
2013 - Igor Sysoev - NGINx: origen, evolución y futuro - PHP Conference Argen...2013 - Igor Sysoev - NGINx: origen, evolución y futuro - PHP Conference Argen...
2013 - Igor Sysoev - NGINx: origen, evolución y futuro - PHP Conference Argen...PHP Conference Argentina
 
Cluster Fudge: Recipes for WordPress in the Cloud (WordCamp Austin 2014 Speaker)
Cluster Fudge: Recipes for WordPress in the Cloud (WordCamp Austin 2014 Speaker)Cluster Fudge: Recipes for WordPress in the Cloud (WordCamp Austin 2014 Speaker)
Cluster Fudge: Recipes for WordPress in the Cloud (WordCamp Austin 2014 Speaker)Grant Norwood
 
Extreme Javascript Minification
Extreme Javascript MinificationExtreme Javascript Minification
Extreme Javascript MinificationDavid Goemans
 
Microsoft Azure Media Services
Microsoft Azure Media ServicesMicrosoft Azure Media Services
Microsoft Azure Media ServicesPavel Revenkov
 
Shared Hosting Hepsia.Co plan and feature
Shared Hosting Hepsia.Co plan and featureShared Hosting Hepsia.Co plan and feature
Shared Hosting Hepsia.Co plan and featureAgus R
 
Data Scotland 2019: You can run SQL Server on AWS
Data Scotland 2019: You can run SQL Server on AWSData Scotland 2019: You can run SQL Server on AWS
Data Scotland 2019: You can run SQL Server on AWSJohn McCormack
 

What's hot (17)

How We Made Scylla Maintenance Easier, Safer and Faster
How We Made Scylla Maintenance Easier, Safer and FasterHow We Made Scylla Maintenance Easier, Safer and Faster
How We Made Scylla Maintenance Easier, Safer and Faster
 
Host and Boast: Best Practices for Magento Hosting | Imagine 2013 Technolog…
Host and Boast: Best Practices for Magento Hosting | Imagine 2013 Technolog…Host and Boast: Best Practices for Magento Hosting | Imagine 2013 Technolog…
Host and Boast: Best Practices for Magento Hosting | Imagine 2013 Technolog…
 
Ceph QoS: How to support QoS in distributed storage system - Taewoong Kim
Ceph QoS: How to support QoS in distributed storage system - Taewoong KimCeph QoS: How to support QoS in distributed storage system - Taewoong Kim
Ceph QoS: How to support QoS in distributed storage system - Taewoong Kim
 
WordCamp RVA
WordCamp RVAWordCamp RVA
WordCamp RVA
 
Cloud storage
Cloud storageCloud storage
Cloud storage
 
Silverstripe at scale - design & architecture for silverstripe applications
Silverstripe at scale - design & architecture for silverstripe applicationsSilverstripe at scale - design & architecture for silverstripe applications
Silverstripe at scale - design & architecture for silverstripe applications
 
Level Up: 5 Expert Tips for Optimizing WordPress Performance
Level Up: 5 Expert Tips for Optimizing WordPress PerformanceLevel Up: 5 Expert Tips for Optimizing WordPress Performance
Level Up: 5 Expert Tips for Optimizing WordPress Performance
 
Cassandra Day Atlanta 2015: Recording the Web: High-Fidelity Storage and Play...
Cassandra Day Atlanta 2015: Recording the Web: High-Fidelity Storage and Play...Cassandra Day Atlanta 2015: Recording the Web: High-Fidelity Storage and Play...
Cassandra Day Atlanta 2015: Recording the Web: High-Fidelity Storage and Play...
 
Cache hcm-topdev
Cache hcm-topdevCache hcm-topdev
Cache hcm-topdev
 
Scaling WordPress on DigitalOcean
Scaling WordPress on DigitalOceanScaling WordPress on DigitalOcean
Scaling WordPress on DigitalOcean
 
2013 - Igor Sysoev - NGINx: origen, evolución y futuro - PHP Conference Argen...
2013 - Igor Sysoev - NGINx: origen, evolución y futuro - PHP Conference Argen...2013 - Igor Sysoev - NGINx: origen, evolución y futuro - PHP Conference Argen...
2013 - Igor Sysoev - NGINx: origen, evolución y futuro - PHP Conference Argen...
 
Cluster Fudge: Recipes for WordPress in the Cloud (WordCamp Austin 2014 Speaker)
Cluster Fudge: Recipes for WordPress in the Cloud (WordCamp Austin 2014 Speaker)Cluster Fudge: Recipes for WordPress in the Cloud (WordCamp Austin 2014 Speaker)
Cluster Fudge: Recipes for WordPress in the Cloud (WordCamp Austin 2014 Speaker)
 
Extreme Javascript Minification
Extreme Javascript MinificationExtreme Javascript Minification
Extreme Javascript Minification
 
Microsoft Azure Media Services
Microsoft Azure Media ServicesMicrosoft Azure Media Services
Microsoft Azure Media Services
 
Treinamento AWS - 3a Parte
Treinamento AWS - 3a ParteTreinamento AWS - 3a Parte
Treinamento AWS - 3a Parte
 
Shared Hosting Hepsia.Co plan and feature
Shared Hosting Hepsia.Co plan and featureShared Hosting Hepsia.Co plan and feature
Shared Hosting Hepsia.Co plan and feature
 
Data Scotland 2019: You can run SQL Server on AWS
Data Scotland 2019: You can run SQL Server on AWSData Scotland 2019: You can run SQL Server on AWS
Data Scotland 2019: You can run SQL Server on AWS
 

Similar to Virtualizing MongoDB: Cloud, EC2, OpenStack, VMs...or Dedicated?

Experiences from DevOps production: Deployment, performance, failure.
Experiences from DevOps production: Deployment, performance, failure.Experiences from DevOps production: Deployment, performance, failure.
Experiences from DevOps production: Deployment, performance, failure.Server Density
 
MongoDB Days UK: Run MongoDB on Google Cloud Platform
MongoDB Days UK: Run MongoDB on Google Cloud PlatformMongoDB Days UK: Run MongoDB on Google Cloud Platform
MongoDB Days UK: Run MongoDB on Google Cloud PlatformMongoDB
 
20180825 jssug 09_migration_aws
20180825 jssug 09_migration_aws20180825 jssug 09_migration_aws
20180825 jssug 09_migration_awsKunihisa Abukawa
 
Presentation for IGDCloud meetup: The clouds arena AWS ver. others
Presentation for IGDCloud meetup: The clouds arena AWS ver. othersPresentation for IGDCloud meetup: The clouds arena AWS ver. others
Presentation for IGDCloud meetup: The clouds arena AWS ver. othersForthscale
 
Benchmarking your cloud performance with top 4 global public clouds
Benchmarking your cloud performance with top 4 global public cloudsBenchmarking your cloud performance with top 4 global public clouds
Benchmarking your cloud performance with top 4 global public cloudsdata://disrupted®
 
2016-JAN-28 -- High Performance Production Databases on Ceph
2016-JAN-28 -- High Performance Production Databases on Ceph2016-JAN-28 -- High Performance Production Databases on Ceph
2016-JAN-28 -- High Performance Production Databases on CephCeph Community
 
Taking Docker to Production: What You Need to Know and Decide
Taking Docker to Production: What You Need to Know and DecideTaking Docker to Production: What You Need to Know and Decide
Taking Docker to Production: What You Need to Know and DecideBret Fisher
 
Taking Docker to Production: What You Need to Know and Decide
Taking Docker to Production: What You Need to Know and DecideTaking Docker to Production: What You Need to Know and Decide
Taking Docker to Production: What You Need to Know and DecideDocker, Inc.
 
EVCache: Lowering Costs for a Low Latency Cache with RocksDB
EVCache: Lowering Costs for a Low Latency Cache with RocksDBEVCache: Lowering Costs for a Low Latency Cache with RocksDB
EVCache: Lowering Costs for a Low Latency Cache with RocksDBScott Mansfield
 
Talk on PHP Day Uruguay about Docker
Talk on PHP Day Uruguay about DockerTalk on PHP Day Uruguay about Docker
Talk on PHP Day Uruguay about DockerWellington Silva
 
Ceph Community Talk on High-Performance Solid Sate Ceph
Ceph Community Talk on High-Performance Solid Sate Ceph Ceph Community Talk on High-Performance Solid Sate Ceph
Ceph Community Talk on High-Performance Solid Sate Ceph Ceph Community
 
kranonit S06E01 Игорь Цинько: High load
kranonit S06E01 Игорь Цинько: High loadkranonit S06E01 Игорь Цинько: High load
kranonit S06E01 Игорь Цинько: High loadKrivoy Rog IT Community
 
Kaseya Connect 2013: Optimizing Your K Server - Best Practices in Kaseya Infr...
Kaseya Connect 2013: Optimizing Your K Server - Best Practices in Kaseya Infr...Kaseya Connect 2013: Optimizing Your K Server - Best Practices in Kaseya Infr...
Kaseya Connect 2013: Optimizing Your K Server - Best Practices in Kaseya Infr...Kaseya
 
Como creamos QuestDB Cloud, un SaaS basado en Kubernetes alrededor de QuestDB...
Como creamos QuestDB Cloud, un SaaS basado en Kubernetes alrededor de QuestDB...Como creamos QuestDB Cloud, un SaaS basado en Kubernetes alrededor de QuestDB...
Como creamos QuestDB Cloud, un SaaS basado en Kubernetes alrededor de QuestDB...javier ramirez
 
Red hat open stack and storage presentation
Red hat open stack and storage presentationRed hat open stack and storage presentation
Red hat open stack and storage presentationMayur Shetty
 
What makes me to migrate entire VPC JAWS PANKRATION 2021
What makes me to migrate entire VPC JAWS PANKRATION 2021What makes me to migrate entire VPC JAWS PANKRATION 2021
What makes me to migrate entire VPC JAWS PANKRATION 2021Naomi Yamasaki
 
MySQL Cluster (NDB) - Best Practices Percona Live 2017
MySQL Cluster (NDB) - Best Practices Percona Live 2017MySQL Cluster (NDB) - Best Practices Percona Live 2017
MySQL Cluster (NDB) - Best Practices Percona Live 2017Severalnines
 
OpenNebulaConf2018 - Is Hyperconverged Infrastructure what you need? - Boyan ...
OpenNebulaConf2018 - Is Hyperconverged Infrastructure what you need? - Boyan ...OpenNebulaConf2018 - Is Hyperconverged Infrastructure what you need? - Boyan ...
OpenNebulaConf2018 - Is Hyperconverged Infrastructure what you need? - Boyan ...OpenNebula Project
 

Similar to Virtualizing MongoDB: Cloud, EC2, OpenStack, VMs...or Dedicated? (20)

Experiences from DevOps production: Deployment, performance, failure.
Experiences from DevOps production: Deployment, performance, failure.Experiences from DevOps production: Deployment, performance, failure.
Experiences from DevOps production: Deployment, performance, failure.
 
MongoDB Days UK: Run MongoDB on Google Cloud Platform
MongoDB Days UK: Run MongoDB on Google Cloud PlatformMongoDB Days UK: Run MongoDB on Google Cloud Platform
MongoDB Days UK: Run MongoDB on Google Cloud Platform
 
20180825 jssug 09_migration_aws
20180825 jssug 09_migration_aws20180825 jssug 09_migration_aws
20180825 jssug 09_migration_aws
 
Presentation for IGDCloud meetup: The clouds arena AWS ver. others
Presentation for IGDCloud meetup: The clouds arena AWS ver. othersPresentation for IGDCloud meetup: The clouds arena AWS ver. others
Presentation for IGDCloud meetup: The clouds arena AWS ver. others
 
Benchmarking your cloud performance with top 4 global public clouds
Benchmarking your cloud performance with top 4 global public cloudsBenchmarking your cloud performance with top 4 global public clouds
Benchmarking your cloud performance with top 4 global public clouds
 
2016-JAN-28 -- High Performance Production Databases on Ceph
2016-JAN-28 -- High Performance Production Databases on Ceph2016-JAN-28 -- High Performance Production Databases on Ceph
2016-JAN-28 -- High Performance Production Databases on Ceph
 
Taking Docker to Production: What You Need to Know and Decide
Taking Docker to Production: What You Need to Know and DecideTaking Docker to Production: What You Need to Know and Decide
Taking Docker to Production: What You Need to Know and Decide
 
Taking Docker to Production: What You Need to Know and Decide
Taking Docker to Production: What You Need to Know and DecideTaking Docker to Production: What You Need to Know and Decide
Taking Docker to Production: What You Need to Know and Decide
 
EVCache: Lowering Costs for a Low Latency Cache with RocksDB
EVCache: Lowering Costs for a Low Latency Cache with RocksDBEVCache: Lowering Costs for a Low Latency Cache with RocksDB
EVCache: Lowering Costs for a Low Latency Cache with RocksDB
 
Talk on PHP Day Uruguay about Docker
Talk on PHP Day Uruguay about DockerTalk on PHP Day Uruguay about Docker
Talk on PHP Day Uruguay about Docker
 
Ceph Community Talk on High-Performance Solid Sate Ceph
Ceph Community Talk on High-Performance Solid Sate Ceph Ceph Community Talk on High-Performance Solid Sate Ceph
Ceph Community Talk on High-Performance Solid Sate Ceph
 
kranonit S06E01 Игорь Цинько: High load
kranonit S06E01 Игорь Цинько: High loadkranonit S06E01 Игорь Цинько: High load
kranonit S06E01 Игорь Цинько: High load
 
Kaseya Connect 2013: Optimizing Your K Server - Best Practices in Kaseya Infr...
Kaseya Connect 2013: Optimizing Your K Server - Best Practices in Kaseya Infr...Kaseya Connect 2013: Optimizing Your K Server - Best Practices in Kaseya Infr...
Kaseya Connect 2013: Optimizing Your K Server - Best Practices in Kaseya Infr...
 
Como creamos QuestDB Cloud, un SaaS basado en Kubernetes alrededor de QuestDB...
Como creamos QuestDB Cloud, un SaaS basado en Kubernetes alrededor de QuestDB...Como creamos QuestDB Cloud, un SaaS basado en Kubernetes alrededor de QuestDB...
Como creamos QuestDB Cloud, un SaaS basado en Kubernetes alrededor de QuestDB...
 
Red hat open stack and storage presentation
Red hat open stack and storage presentationRed hat open stack and storage presentation
Red hat open stack and storage presentation
 
Running MySQL in AWS
Running MySQL in AWSRunning MySQL in AWS
Running MySQL in AWS
 
What makes me to migrate entire VPC JAWS PANKRATION 2021
What makes me to migrate entire VPC JAWS PANKRATION 2021What makes me to migrate entire VPC JAWS PANKRATION 2021
What makes me to migrate entire VPC JAWS PANKRATION 2021
 
MySQL Cluster (NDB) - Best Practices Percona Live 2017
MySQL Cluster (NDB) - Best Practices Percona Live 2017MySQL Cluster (NDB) - Best Practices Percona Live 2017
MySQL Cluster (NDB) - Best Practices Percona Live 2017
 
Shootout at the PAAS Corral
Shootout at the PAAS CorralShootout at the PAAS Corral
Shootout at the PAAS Corral
 
OpenNebulaConf2018 - Is Hyperconverged Infrastructure what you need? - Boyan ...
OpenNebulaConf2018 - Is Hyperconverged Infrastructure what you need? - Boyan ...OpenNebulaConf2018 - Is Hyperconverged Infrastructure what you need? - Boyan ...
OpenNebulaConf2018 - Is Hyperconverged Infrastructure what you need? - Boyan ...
 

More from MongoDB

MongoDB SoCal 2020: Migrate Anything* to MongoDB Atlas
MongoDB SoCal 2020: Migrate Anything* to MongoDB AtlasMongoDB SoCal 2020: Migrate Anything* to MongoDB Atlas
MongoDB SoCal 2020: Migrate Anything* to MongoDB AtlasMongoDB
 
MongoDB SoCal 2020: Go on a Data Safari with MongoDB Charts!
MongoDB SoCal 2020: Go on a Data Safari with MongoDB Charts!MongoDB SoCal 2020: Go on a Data Safari with MongoDB Charts!
MongoDB SoCal 2020: Go on a Data Safari with MongoDB Charts!MongoDB
 
MongoDB SoCal 2020: Using MongoDB Services in Kubernetes: Any Platform, Devel...
MongoDB SoCal 2020: Using MongoDB Services in Kubernetes: Any Platform, Devel...MongoDB SoCal 2020: Using MongoDB Services in Kubernetes: Any Platform, Devel...
MongoDB SoCal 2020: Using MongoDB Services in Kubernetes: Any Platform, Devel...MongoDB
 
MongoDB SoCal 2020: A Complete Methodology of Data Modeling for MongoDB
MongoDB SoCal 2020: A Complete Methodology of Data Modeling for MongoDBMongoDB SoCal 2020: A Complete Methodology of Data Modeling for MongoDB
MongoDB SoCal 2020: A Complete Methodology of Data Modeling for MongoDBMongoDB
 
MongoDB SoCal 2020: From Pharmacist to Analyst: Leveraging MongoDB for Real-T...
MongoDB SoCal 2020: From Pharmacist to Analyst: Leveraging MongoDB for Real-T...MongoDB SoCal 2020: From Pharmacist to Analyst: Leveraging MongoDB for Real-T...
MongoDB SoCal 2020: From Pharmacist to Analyst: Leveraging MongoDB for Real-T...MongoDB
 
MongoDB SoCal 2020: Best Practices for Working with IoT and Time-series Data
MongoDB SoCal 2020: Best Practices for Working with IoT and Time-series DataMongoDB SoCal 2020: Best Practices for Working with IoT and Time-series Data
MongoDB SoCal 2020: Best Practices for Working with IoT and Time-series DataMongoDB
 
MongoDB SoCal 2020: MongoDB Atlas Jump Start
 MongoDB SoCal 2020: MongoDB Atlas Jump Start MongoDB SoCal 2020: MongoDB Atlas Jump Start
MongoDB SoCal 2020: MongoDB Atlas Jump StartMongoDB
 
MongoDB .local San Francisco 2020: Powering the new age data demands [Infosys]
MongoDB .local San Francisco 2020: Powering the new age data demands [Infosys]MongoDB .local San Francisco 2020: Powering the new age data demands [Infosys]
MongoDB .local San Francisco 2020: Powering the new age data demands [Infosys]MongoDB
 
MongoDB .local San Francisco 2020: Using Client Side Encryption in MongoDB 4.2
MongoDB .local San Francisco 2020: Using Client Side Encryption in MongoDB 4.2MongoDB .local San Francisco 2020: Using Client Side Encryption in MongoDB 4.2
MongoDB .local San Francisco 2020: Using Client Side Encryption in MongoDB 4.2MongoDB
 
MongoDB .local San Francisco 2020: Using MongoDB Services in Kubernetes: any ...
MongoDB .local San Francisco 2020: Using MongoDB Services in Kubernetes: any ...MongoDB .local San Francisco 2020: Using MongoDB Services in Kubernetes: any ...
MongoDB .local San Francisco 2020: Using MongoDB Services in Kubernetes: any ...MongoDB
 
MongoDB .local San Francisco 2020: Go on a Data Safari with MongoDB Charts!
MongoDB .local San Francisco 2020: Go on a Data Safari with MongoDB Charts!MongoDB .local San Francisco 2020: Go on a Data Safari with MongoDB Charts!
MongoDB .local San Francisco 2020: Go on a Data Safari with MongoDB Charts!MongoDB
 
MongoDB .local San Francisco 2020: From SQL to NoSQL -- Changing Your Mindset
MongoDB .local San Francisco 2020: From SQL to NoSQL -- Changing Your MindsetMongoDB .local San Francisco 2020: From SQL to NoSQL -- Changing Your Mindset
MongoDB .local San Francisco 2020: From SQL to NoSQL -- Changing Your MindsetMongoDB
 
MongoDB .local San Francisco 2020: MongoDB Atlas Jumpstart
MongoDB .local San Francisco 2020: MongoDB Atlas JumpstartMongoDB .local San Francisco 2020: MongoDB Atlas Jumpstart
MongoDB .local San Francisco 2020: MongoDB Atlas JumpstartMongoDB
 
MongoDB .local San Francisco 2020: Tips and Tricks++ for Querying and Indexin...
MongoDB .local San Francisco 2020: Tips and Tricks++ for Querying and Indexin...MongoDB .local San Francisco 2020: Tips and Tricks++ for Querying and Indexin...
MongoDB .local San Francisco 2020: Tips and Tricks++ for Querying and Indexin...MongoDB
 
MongoDB .local San Francisco 2020: Aggregation Pipeline Power++
MongoDB .local San Francisco 2020: Aggregation Pipeline Power++MongoDB .local San Francisco 2020: Aggregation Pipeline Power++
MongoDB .local San Francisco 2020: Aggregation Pipeline Power++MongoDB
 
MongoDB .local San Francisco 2020: A Complete Methodology of Data Modeling fo...
MongoDB .local San Francisco 2020: A Complete Methodology of Data Modeling fo...MongoDB .local San Francisco 2020: A Complete Methodology of Data Modeling fo...
MongoDB .local San Francisco 2020: A Complete Methodology of Data Modeling fo...MongoDB
 
MongoDB .local San Francisco 2020: MongoDB Atlas Data Lake Technical Deep Dive
MongoDB .local San Francisco 2020: MongoDB Atlas Data Lake Technical Deep DiveMongoDB .local San Francisco 2020: MongoDB Atlas Data Lake Technical Deep Dive
MongoDB .local San Francisco 2020: MongoDB Atlas Data Lake Technical Deep DiveMongoDB
 
MongoDB .local San Francisco 2020: Developing Alexa Skills with MongoDB & Golang
MongoDB .local San Francisco 2020: Developing Alexa Skills with MongoDB & GolangMongoDB .local San Francisco 2020: Developing Alexa Skills with MongoDB & Golang
MongoDB .local San Francisco 2020: Developing Alexa Skills with MongoDB & GolangMongoDB
 
MongoDB .local Paris 2020: Realm : l'ingrédient secret pour de meilleures app...
MongoDB .local Paris 2020: Realm : l'ingrédient secret pour de meilleures app...MongoDB .local Paris 2020: Realm : l'ingrédient secret pour de meilleures app...
MongoDB .local Paris 2020: Realm : l'ingrédient secret pour de meilleures app...MongoDB
 
MongoDB .local Paris 2020: Upply @MongoDB : Upply : Quand le Machine Learning...
MongoDB .local Paris 2020: Upply @MongoDB : Upply : Quand le Machine Learning...MongoDB .local Paris 2020: Upply @MongoDB : Upply : Quand le Machine Learning...
MongoDB .local Paris 2020: Upply @MongoDB : Upply : Quand le Machine Learning...MongoDB
 

More from MongoDB (20)

MongoDB SoCal 2020: Migrate Anything* to MongoDB Atlas
MongoDB SoCal 2020: Migrate Anything* to MongoDB AtlasMongoDB SoCal 2020: Migrate Anything* to MongoDB Atlas
MongoDB SoCal 2020: Migrate Anything* to MongoDB Atlas
 
MongoDB SoCal 2020: Go on a Data Safari with MongoDB Charts!
MongoDB SoCal 2020: Go on a Data Safari with MongoDB Charts!MongoDB SoCal 2020: Go on a Data Safari with MongoDB Charts!
MongoDB SoCal 2020: Go on a Data Safari with MongoDB Charts!
 
MongoDB SoCal 2020: Using MongoDB Services in Kubernetes: Any Platform, Devel...
MongoDB SoCal 2020: Using MongoDB Services in Kubernetes: Any Platform, Devel...MongoDB SoCal 2020: Using MongoDB Services in Kubernetes: Any Platform, Devel...
MongoDB SoCal 2020: Using MongoDB Services in Kubernetes: Any Platform, Devel...
 
MongoDB SoCal 2020: A Complete Methodology of Data Modeling for MongoDB
MongoDB SoCal 2020: A Complete Methodology of Data Modeling for MongoDBMongoDB SoCal 2020: A Complete Methodology of Data Modeling for MongoDB
MongoDB SoCal 2020: A Complete Methodology of Data Modeling for MongoDB
 
MongoDB SoCal 2020: From Pharmacist to Analyst: Leveraging MongoDB for Real-T...
MongoDB SoCal 2020: From Pharmacist to Analyst: Leveraging MongoDB for Real-T...MongoDB SoCal 2020: From Pharmacist to Analyst: Leveraging MongoDB for Real-T...
MongoDB SoCal 2020: From Pharmacist to Analyst: Leveraging MongoDB for Real-T...
 
MongoDB SoCal 2020: Best Practices for Working with IoT and Time-series Data
MongoDB SoCal 2020: Best Practices for Working with IoT and Time-series DataMongoDB SoCal 2020: Best Practices for Working with IoT and Time-series Data
MongoDB SoCal 2020: Best Practices for Working with IoT and Time-series Data
 
MongoDB SoCal 2020: MongoDB Atlas Jump Start
 MongoDB SoCal 2020: MongoDB Atlas Jump Start MongoDB SoCal 2020: MongoDB Atlas Jump Start
MongoDB SoCal 2020: MongoDB Atlas Jump Start
 
MongoDB .local San Francisco 2020: Powering the new age data demands [Infosys]
MongoDB .local San Francisco 2020: Powering the new age data demands [Infosys]MongoDB .local San Francisco 2020: Powering the new age data demands [Infosys]
MongoDB .local San Francisco 2020: Powering the new age data demands [Infosys]
 
MongoDB .local San Francisco 2020: Using Client Side Encryption in MongoDB 4.2
MongoDB .local San Francisco 2020: Using Client Side Encryption in MongoDB 4.2MongoDB .local San Francisco 2020: Using Client Side Encryption in MongoDB 4.2
MongoDB .local San Francisco 2020: Using Client Side Encryption in MongoDB 4.2
 
MongoDB .local San Francisco 2020: Using MongoDB Services in Kubernetes: any ...
MongoDB .local San Francisco 2020: Using MongoDB Services in Kubernetes: any ...MongoDB .local San Francisco 2020: Using MongoDB Services in Kubernetes: any ...
MongoDB .local San Francisco 2020: Using MongoDB Services in Kubernetes: any ...
 
MongoDB .local San Francisco 2020: Go on a Data Safari with MongoDB Charts!
MongoDB .local San Francisco 2020: Go on a Data Safari with MongoDB Charts!MongoDB .local San Francisco 2020: Go on a Data Safari with MongoDB Charts!
MongoDB .local San Francisco 2020: Go on a Data Safari with MongoDB Charts!
 
MongoDB .local San Francisco 2020: From SQL to NoSQL -- Changing Your Mindset
MongoDB .local San Francisco 2020: From SQL to NoSQL -- Changing Your MindsetMongoDB .local San Francisco 2020: From SQL to NoSQL -- Changing Your Mindset
MongoDB .local San Francisco 2020: From SQL to NoSQL -- Changing Your Mindset
 
MongoDB .local San Francisco 2020: MongoDB Atlas Jumpstart
MongoDB .local San Francisco 2020: MongoDB Atlas JumpstartMongoDB .local San Francisco 2020: MongoDB Atlas Jumpstart
MongoDB .local San Francisco 2020: MongoDB Atlas Jumpstart
 
MongoDB .local San Francisco 2020: Tips and Tricks++ for Querying and Indexin...
MongoDB .local San Francisco 2020: Tips and Tricks++ for Querying and Indexin...MongoDB .local San Francisco 2020: Tips and Tricks++ for Querying and Indexin...
MongoDB .local San Francisco 2020: Tips and Tricks++ for Querying and Indexin...
 
MongoDB .local San Francisco 2020: Aggregation Pipeline Power++
MongoDB .local San Francisco 2020: Aggregation Pipeline Power++MongoDB .local San Francisco 2020: Aggregation Pipeline Power++
MongoDB .local San Francisco 2020: Aggregation Pipeline Power++
 
MongoDB .local San Francisco 2020: A Complete Methodology of Data Modeling fo...
MongoDB .local San Francisco 2020: A Complete Methodology of Data Modeling fo...MongoDB .local San Francisco 2020: A Complete Methodology of Data Modeling fo...
MongoDB .local San Francisco 2020: A Complete Methodology of Data Modeling fo...
 
MongoDB .local San Francisco 2020: MongoDB Atlas Data Lake Technical Deep Dive
MongoDB .local San Francisco 2020: MongoDB Atlas Data Lake Technical Deep DiveMongoDB .local San Francisco 2020: MongoDB Atlas Data Lake Technical Deep Dive
MongoDB .local San Francisco 2020: MongoDB Atlas Data Lake Technical Deep Dive
 
MongoDB .local San Francisco 2020: Developing Alexa Skills with MongoDB & Golang
MongoDB .local San Francisco 2020: Developing Alexa Skills with MongoDB & GolangMongoDB .local San Francisco 2020: Developing Alexa Skills with MongoDB & Golang
MongoDB .local San Francisco 2020: Developing Alexa Skills with MongoDB & Golang
 
MongoDB .local Paris 2020: Realm : l'ingrédient secret pour de meilleures app...
MongoDB .local Paris 2020: Realm : l'ingrédient secret pour de meilleures app...MongoDB .local Paris 2020: Realm : l'ingrédient secret pour de meilleures app...
MongoDB .local Paris 2020: Realm : l'ingrédient secret pour de meilleures app...
 
MongoDB .local Paris 2020: Upply @MongoDB : Upply : Quand le Machine Learning...
MongoDB .local Paris 2020: Upply @MongoDB : Upply : Quand le Machine Learning...MongoDB .local Paris 2020: Upply @MongoDB : Upply : Quand le Machine Learning...
MongoDB .local Paris 2020: Upply @MongoDB : Upply : Quand le Machine Learning...
 

Recently uploaded

Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubKalema Edgar
 
Story boards and shot lists for my a level piece
Story boards and shot lists for my a level pieceStory boards and shot lists for my a level piece
Story boards and shot lists for my a level piececharlottematthew16
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsSergiu Bodiu
 
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Wonjun Hwang
 
Training state-of-the-art general text embedding
Training state-of-the-art general text embeddingTraining state-of-the-art general text embedding
Training state-of-the-art general text embeddingZilliz
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationRidwan Fadjar
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 3652toLead Limited
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Enterprise Knowledge
 
Vector Databases 101 - An introduction to the world of Vector Databases
Vector Databases 101 - An introduction to the world of Vector DatabasesVector Databases 101 - An introduction to the world of Vector Databases
Vector Databases 101 - An introduction to the world of Vector DatabasesZilliz
 
Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Manik S Magar
 
What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024Stephanie Beckett
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsMiki Katsuragi
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenHervé Boutemy
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...Fwdays
 
My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024The Digital Insurer
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsMark Billinghurst
 
SAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxSAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxNavinnSomaal
 
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr LapshynFwdays
 

Recently uploaded (20)

Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding Club
 
DMCC Future of Trade Web3 - Special Edition
DMCC Future of Trade Web3 - Special EditionDMCC Future of Trade Web3 - Special Edition
DMCC Future of Trade Web3 - Special Edition
 
Story boards and shot lists for my a level piece
Story boards and shot lists for my a level pieceStory boards and shot lists for my a level piece
Story boards and shot lists for my a level piece
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platforms
 
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
 
Training state-of-the-art general text embedding
Training state-of-the-art general text embeddingTraining state-of-the-art general text embedding
Training state-of-the-art general text embedding
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 Presentation
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024
 
Vector Databases 101 - An introduction to the world of Vector Databases
Vector Databases 101 - An introduction to the world of Vector DatabasesVector Databases 101 - An introduction to the world of Vector Databases
Vector Databases 101 - An introduction to the world of Vector Databases
 
Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!
 
What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering Tips
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache Maven
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
 
My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR Systems
 
SAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxSAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptx
 
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
 

Virtualizing MongoDB: Cloud, EC2, OpenStack, VMs...or Dedicated?