SlideShare a Scribd company logo
Spilothe high-available PostgreSQL cluster
Feike Steenbergen
Zalando SE
• 15 EU countries
• 3 fulfilment
centers
• 15+ million
active customers
• 2.2 billion €
revenue 2014
Zalando
150 000+ products
We are growing!
Meet Spilo, Zalando’s HIGH-AVAILABLE POSTGRESQL CLUSTER - Feike Steenbergen
Our databases
• > 150 production Postgresql
databases
• > 13.5 TB data
• > 5 TB biggest DB
• 400-1000+ write tps
• > 2 DB failures/month
Zalando never sleeps
Infrastructure bottleneck
ACID Team
create
alter
deploy
migrate
failover
upgrade
80+ teams
Radical
Agility
Purpose
Autonomy
Mastery
Cloud
• 2013: ZCloud
• 2014: project Pequod
• 2015: Let’s just use AWS…
Amazon abbreviations
• AWS - amazon web services
• EC2 - elastic compute cloud
• ELB - elastic load balancer
• RDS - relational DB service
• CF - Cloud Formation
• ASG - Auto Scaling Group
AWS
• One account per team
• Microservices
• REST/OAuth2
• Deployment with Docker
Autonomous teams on AWS
REST
INTERNET
Autonomous teams
• Team decides which product to build
• … and which technologies to use
• REST/OAuth2 mandatory
• Team is responsible for its
infrastructure
• Developers should take care of
infrastructure
• ..including production
databases
• On AWS!
Databases?
Isn’t it dangerous?
DBAs running with scissors, by Gavin M. Roy: https://www.flickr.com/photos/gavinmroy/4638958958
ACID team
provides
PostgreSQL
trainings
What about failover?
• Detect the master failure
• Elect a new master
• Redirect clients
Autofailover tasks
Autofailover issues
• Discarded writes
• Split-brain
• False positives
RDS?
• Support for PostgreSQL
• Automatic failover
• Most extensions
• Automatic backups
RDS?
• Vendor lock
• No superuser
• No untrusted languages
• No logical decoding plugins
• Costs
Spilo
(სპილო)
Spilo does
• Rapid deployment of
PostgreSQL on AWS EC2
instances
• Streaming replication with auto-
failover
Spilo on AWS
Spilo
MASTER
Spilo
REPLICA
Spilo
REPLICA
Master connection
Application DB request
ETCD cluster status
update
Failover
Spilo
REPLICA
Spilo
REPLICA
Master connection
Application DB request
ETCD cluster status
update
Failover
Spilo
MASTER
Spilo
REPLICA
Master connection
Application DB request
ETCD cluster status
update
NEW
SPILO
STARTS…
Failover
Spilo
MASTER
Spilo
REPLICA
Master connection
Application DB request
ETCD cluster status
update
Spilo
REPLICA
What is Spilo?
c
Patroni
MASTER
c
Patroni
REPLICA
c
Patroni
REPLICA
Auto-scaling group Auto-scaling group
Demo: Deploying Spilo
• We use stups
• First we define a template
• We create a Cloud Formation
Stack from this template
Patroni (პატრონი)
• Handles new replicas and failover
• Based on ideas and code of the
Compose Governor
• Open-source
• Runs everywhere
Compose Governor idea
● Use etcd for failover decision
● Run etcd on every node
● Run 1 node with HAProxy + etcd
Distributed configuration systems
• Fault tolerant
• Reliably store small amounts of
strongly-consistent data between
distributed nodes
• Good for storing the PostgreSQL
cluster state
Distributed consensus
LEADER
CLIENT CLIENT CLIENT
write request
Distributed consensus
LEADER
CLIENT CLIENT CLIENT
write request
LEADER
Cluster state in etcd
$ export ETCD=172.17.0.2:4001
$ etcdctl -C $ETCD ls /service/ --recursive
/service/dm
/service/dm/optime
/service/dm/optime/leader
/service/dm/members
/service/dm/members/postgresql_172_17_0_3
/service/dm/members/postgresql_172_17_0_4
/service/dm/members/postgresql_172_17_0_5
/service/dm/initialize
/service/dm/leader
Leader key
• Points to the member key
• Has a TTL, autoexpires
• Acts as an exclusive lock
• Only the leader can become the
master
Leader TTL
$ http http://$ETCD/v2/keys/service/dm/leader
...
{
"action": "get",
"node": {
"createdIndex": 8,
"expiration": "2015-11-20T09:56:43.59367
"key": "/service/dm/leader",
"modifiedIndex": 85,
"ttl": 22,
"value": "postgresql_172_17_0_3"
}
}
Member key
$ etcdctl -C $ETCD get /service/dm/members/postgresql_172_17_0_5
{
"conn_url": "postgres://un:pw@172.17.0.5:5432/po
"api_url": "http://172.17.0.5:8008/patroni",
"tags": {},
"state": "running",
"role": "replica",
"xlog_location": 67109176
}
Patroni
Patroni
MASTER REPLICA
MASTER LB
PostgreSQL connection
API HealthCheck (master)
Connection and API URL
Patroni
Patroni
MASTER REPLICA
MASTER LB
PostgreSQL connection
API HealthCheck (master)
Connection and API URL
Patroni
Patroni
MASTER REPLICA
MASTER LB
PostgreSQL connection
API HealthCheck (master)
Connection and API URL
Patroni
Patroni
MASTER REPLICA
MASTER LB
PostgreSQL connection
API HealthCheck (master)
Connection and API URL
Connection and API URL
Patroni
Patroni
MASTER REPLICA
MASTER LB REPLICA LB
API HealthCheck (slave)
PostgreSQL connection
API HealthCheck (master)
Initialize key
$ etcdctl -C $ETCD get /service/dm/initialize
6219169399948550171
• PostgreSQL cluster system ID
• Created by the first node that joins
the cluster
• Nodes with different system ID are
not allowed to join
Patroni modules
ETCD ZOOKEEPER
ABSTRACT DCS PostgreSQL REST API
High availability
Asynchronous executor
Callbacks
Demo time!
https://asciinema.org/a/2ttvu50yehjo2712s1w43udio
• Robust exception handling
• Run long-running tasks (i.e.
base backup in a separate
thread)
• ETCD + Zookeeper
• Rest API
Patroni improvements
Patroni improvements
• Configurable replica imaging
• Support for pg_rewind
• patronictl
• packaged:
pip install patroni
Patroni improvements
• Manual failover
• Initialize from external cluster
• Attach to already running
PostgreSQL nodes
• Tags (i.e. nofailover)
• Spilo:
github.com/zalando/spilo
spilo.readthedocs.org
• Patroni:
github.com/zalando/patroni
patroni.readthedocs.org
• Stups:
github.com/zalando-stups/
stups.io
• Feedback: @ekief
Thank you!
Ad

More Related Content

What's hot (20)

Apache Flink Training: DataStream API Part 1 Basic
 Apache Flink Training: DataStream API Part 1 Basic Apache Flink Training: DataStream API Part 1 Basic
Apache Flink Training: DataStream API Part 1 Basic
Flink Forward
 
Patroni: Kubernetes-native PostgreSQL companion
Patroni: Kubernetes-native PostgreSQL companionPatroni: Kubernetes-native PostgreSQL companion
Patroni: Kubernetes-native PostgreSQL companion
Alexander Kukushkin
 
Fluentd vs. Logstash for OpenStack Log Management
Fluentd vs. Logstash for OpenStack Log ManagementFluentd vs. Logstash for OpenStack Log Management
Fluentd vs. Logstash for OpenStack Log Management
NTT Communications Technology Development
 
What is new in PostgreSQL 14?
What is new in PostgreSQL 14?What is new in PostgreSQL 14?
What is new in PostgreSQL 14?
Mydbops
 
Running Apache Spark on Kubernetes: Best Practices and Pitfalls
Running Apache Spark on Kubernetes: Best Practices and PitfallsRunning Apache Spark on Kubernetes: Best Practices and Pitfalls
Running Apache Spark on Kubernetes: Best Practices and Pitfalls
Databricks
 
HA環境構築のベスト・プラクティス
HA環境構築のベスト・プラクティスHA環境構築のベスト・プラクティス
HA環境構築のベスト・プラクティス
EnterpriseDB
 
PostgreSQL on EXT4, XFS, BTRFS and ZFS
PostgreSQL on EXT4, XFS, BTRFS and ZFSPostgreSQL on EXT4, XFS, BTRFS and ZFS
PostgreSQL on EXT4, XFS, BTRFS and ZFS
Tomas Vondra
 
cassandra調査レポート
cassandra調査レポートcassandra調査レポート
cassandra調査レポート
Akihiro Kuwano
 
Survey of some free Tools to enhance your SQL Tuning and Performance Diagnost...
Survey of some free Tools to enhance your SQL Tuning and Performance Diagnost...Survey of some free Tools to enhance your SQL Tuning and Performance Diagnost...
Survey of some free Tools to enhance your SQL Tuning and Performance Diagnost...
Carlos Sierra
 
Prometheus design and philosophy
Prometheus design and philosophy   Prometheus design and philosophy
Prometheus design and philosophy
Docker, Inc.
 
Apache Spark on Kubernetes Anirudh Ramanathan and Tim Chen
Apache Spark on Kubernetes Anirudh Ramanathan and Tim ChenApache Spark on Kubernetes Anirudh Ramanathan and Tim Chen
Apache Spark on Kubernetes Anirudh Ramanathan and Tim Chen
Databricks
 
[오픈소스컨설팅] 쿠버네티스와 쿠버네티스 on 오픈스택 비교 및 구축 방법
[오픈소스컨설팅] 쿠버네티스와 쿠버네티스 on 오픈스택 비교  및 구축 방법[오픈소스컨설팅] 쿠버네티스와 쿠버네티스 on 오픈스택 비교  및 구축 방법
[오픈소스컨설팅] 쿠버네티스와 쿠버네티스 on 오픈스택 비교 및 구축 방법
Open Source Consulting
 
AlloyDBを触ってみた!(第33回PostgreSQLアンカンファレンス@オンライン 発表資料)
AlloyDBを触ってみた!(第33回PostgreSQLアンカンファレンス@オンライン 発表資料)AlloyDBを触ってみた!(第33回PostgreSQLアンカンファレンス@オンライン 発表資料)
AlloyDBを触ってみた!(第33回PostgreSQLアンカンファレンス@オンライン 発表資料)
NTT DATA Technology & Innovation
 
Introducing KRaft: Kafka Without Zookeeper With Colin McCabe | Current 2022
Introducing KRaft: Kafka Without Zookeeper With Colin McCabe | Current 2022Introducing KRaft: Kafka Without Zookeeper With Colin McCabe | Current 2022
Introducing KRaft: Kafka Without Zookeeper With Colin McCabe | Current 2022
HostedbyConfluent
 
Understanding my database through SQL*Plus using the free tool eDB360
Understanding my database through SQL*Plus using the free tool eDB360Understanding my database through SQL*Plus using the free tool eDB360
Understanding my database through SQL*Plus using the free tool eDB360
Carlos Sierra
 
EDB Postgres DBA Best Practices
EDB Postgres DBA Best PracticesEDB Postgres DBA Best Practices
EDB Postgres DBA Best Practices
EDB
 
PostgreSQLの関数属性を知ろう
PostgreSQLの関数属性を知ろうPostgreSQLの関数属性を知ろう
PostgreSQLの関数属性を知ろう
kasaharatt
 
Elk - An introduction
Elk - An introductionElk - An introduction
Elk - An introduction
Hossein Shemshadi
 
State of the Trino Project
State of the Trino ProjectState of the Trino Project
State of the Trino Project
Martin Traverso
 
Deploying PostgreSQL on Kubernetes
Deploying PostgreSQL on KubernetesDeploying PostgreSQL on Kubernetes
Deploying PostgreSQL on Kubernetes
Jimmy Angelakos
 
Apache Flink Training: DataStream API Part 1 Basic
 Apache Flink Training: DataStream API Part 1 Basic Apache Flink Training: DataStream API Part 1 Basic
Apache Flink Training: DataStream API Part 1 Basic
Flink Forward
 
Patroni: Kubernetes-native PostgreSQL companion
Patroni: Kubernetes-native PostgreSQL companionPatroni: Kubernetes-native PostgreSQL companion
Patroni: Kubernetes-native PostgreSQL companion
Alexander Kukushkin
 
What is new in PostgreSQL 14?
What is new in PostgreSQL 14?What is new in PostgreSQL 14?
What is new in PostgreSQL 14?
Mydbops
 
Running Apache Spark on Kubernetes: Best Practices and Pitfalls
Running Apache Spark on Kubernetes: Best Practices and PitfallsRunning Apache Spark on Kubernetes: Best Practices and Pitfalls
Running Apache Spark on Kubernetes: Best Practices and Pitfalls
Databricks
 
HA環境構築のベスト・プラクティス
HA環境構築のベスト・プラクティスHA環境構築のベスト・プラクティス
HA環境構築のベスト・プラクティス
EnterpriseDB
 
PostgreSQL on EXT4, XFS, BTRFS and ZFS
PostgreSQL on EXT4, XFS, BTRFS and ZFSPostgreSQL on EXT4, XFS, BTRFS and ZFS
PostgreSQL on EXT4, XFS, BTRFS and ZFS
Tomas Vondra
 
cassandra調査レポート
cassandra調査レポートcassandra調査レポート
cassandra調査レポート
Akihiro Kuwano
 
Survey of some free Tools to enhance your SQL Tuning and Performance Diagnost...
Survey of some free Tools to enhance your SQL Tuning and Performance Diagnost...Survey of some free Tools to enhance your SQL Tuning and Performance Diagnost...
Survey of some free Tools to enhance your SQL Tuning and Performance Diagnost...
Carlos Sierra
 
Prometheus design and philosophy
Prometheus design and philosophy   Prometheus design and philosophy
Prometheus design and philosophy
Docker, Inc.
 
Apache Spark on Kubernetes Anirudh Ramanathan and Tim Chen
Apache Spark on Kubernetes Anirudh Ramanathan and Tim ChenApache Spark on Kubernetes Anirudh Ramanathan and Tim Chen
Apache Spark on Kubernetes Anirudh Ramanathan and Tim Chen
Databricks
 
[오픈소스컨설팅] 쿠버네티스와 쿠버네티스 on 오픈스택 비교 및 구축 방법
[오픈소스컨설팅] 쿠버네티스와 쿠버네티스 on 오픈스택 비교  및 구축 방법[오픈소스컨설팅] 쿠버네티스와 쿠버네티스 on 오픈스택 비교  및 구축 방법
[오픈소스컨설팅] 쿠버네티스와 쿠버네티스 on 오픈스택 비교 및 구축 방법
Open Source Consulting
 
AlloyDBを触ってみた!(第33回PostgreSQLアンカンファレンス@オンライン 発表資料)
AlloyDBを触ってみた!(第33回PostgreSQLアンカンファレンス@オンライン 発表資料)AlloyDBを触ってみた!(第33回PostgreSQLアンカンファレンス@オンライン 発表資料)
AlloyDBを触ってみた!(第33回PostgreSQLアンカンファレンス@オンライン 発表資料)
NTT DATA Technology & Innovation
 
Introducing KRaft: Kafka Without Zookeeper With Colin McCabe | Current 2022
Introducing KRaft: Kafka Without Zookeeper With Colin McCabe | Current 2022Introducing KRaft: Kafka Without Zookeeper With Colin McCabe | Current 2022
Introducing KRaft: Kafka Without Zookeeper With Colin McCabe | Current 2022
HostedbyConfluent
 
Understanding my database through SQL*Plus using the free tool eDB360
Understanding my database through SQL*Plus using the free tool eDB360Understanding my database through SQL*Plus using the free tool eDB360
Understanding my database through SQL*Plus using the free tool eDB360
Carlos Sierra
 
EDB Postgres DBA Best Practices
EDB Postgres DBA Best PracticesEDB Postgres DBA Best Practices
EDB Postgres DBA Best Practices
EDB
 
PostgreSQLの関数属性を知ろう
PostgreSQLの関数属性を知ろうPostgreSQLの関数属性を知ろう
PostgreSQLの関数属性を知ろう
kasaharatt
 
State of the Trino Project
State of the Trino ProjectState of the Trino Project
State of the Trino Project
Martin Traverso
 
Deploying PostgreSQL on Kubernetes
Deploying PostgreSQL on KubernetesDeploying PostgreSQL on Kubernetes
Deploying PostgreSQL on Kubernetes
Jimmy Angelakos
 

Viewers also liked (7)

"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
 
Spilo, отказоустойчивый PostgreSQL кластер / Oleksii Kliukin (Zalando SE)
Spilo, отказоустойчивый PostgreSQL кластер / Oleksii Kliukin (Zalando SE)Spilo, отказоустойчивый PostgreSQL кластер / Oleksii Kliukin (Zalando SE)
Spilo, отказоустойчивый PostgreSQL кластер / Oleksii Kliukin (Zalando SE)
Ontico
 
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 Skype
elliando dias
 
Demystifying PostgreSQL
Demystifying PostgreSQLDemystifying PostgreSQL
Demystifying PostgreSQL
NOLOH LLC.
 
plProxy, pgBouncer, pgBalancer
plProxy, pgBouncer, pgBalancerplProxy, pgBouncer, pgBalancer
plProxy, pgBouncer, pgBalancer
elliando dias
 
Managing Databases In A DevOps Environment 2016
Managing Databases In A DevOps Environment 2016Managing Databases In A DevOps Environment 2016
Managing Databases In A DevOps Environment 2016
Robert Treat
 
"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
 
Spilo, отказоустойчивый PostgreSQL кластер / Oleksii Kliukin (Zalando SE)
Spilo, отказоустойчивый PostgreSQL кластер / Oleksii Kliukin (Zalando SE)Spilo, отказоустойчивый PostgreSQL кластер / Oleksii Kliukin (Zalando SE)
Spilo, отказоустойчивый PostgreSQL кластер / Oleksii Kliukin (Zalando SE)
Ontico
 
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 Skype
elliando dias
 
Demystifying PostgreSQL
Demystifying PostgreSQLDemystifying PostgreSQL
Demystifying PostgreSQL
NOLOH LLC.
 
plProxy, pgBouncer, pgBalancer
plProxy, pgBouncer, pgBalancerplProxy, pgBouncer, pgBalancer
plProxy, pgBouncer, pgBalancer
elliando dias
 
Managing Databases In A DevOps Environment 2016
Managing Databases In A DevOps Environment 2016Managing Databases In A DevOps Environment 2016
Managing Databases In A DevOps Environment 2016
Robert Treat
 
Ad

Similar to Meet Spilo, Zalando’s HIGH-AVAILABLE POSTGRESQL CLUSTER - Feike Steenbergen (20)

Truemotion Adventures in Containerization
Truemotion Adventures in ContainerizationTruemotion Adventures in Containerization
Truemotion Adventures in Containerization
Ryan Hunter
 
Whd master deck_final
Whd master deck_final Whd master deck_final
Whd master deck_final
Juergen Domnik
 
CON5451_Brydon-OOW2014_Brydon_CON5451 (1).pptx
CON5451_Brydon-OOW2014_Brydon_CON5451 (1).pptxCON5451_Brydon-OOW2014_Brydon_CON5451 (1).pptx
CON5451_Brydon-OOW2014_Brydon_CON5451 (1).pptx
SergioBruno21
 
IBM Internet-of-Things architecture and capabilities
IBM Internet-of-Things architecture and capabilitiesIBM Internet-of-Things architecture and capabilities
IBM Internet-of-Things architecture and capabilities
IBM_Info_Management
 
Introduction to HPC & Supercomputing in AI
Introduction to HPC & Supercomputing in AIIntroduction to HPC & Supercomputing in AI
Introduction to HPC & Supercomputing in AI
Tyrone Systems
 
IBM IoT Architecture and Capabilities at the Edge and Cloud
IBM IoT Architecture and Capabilities at the Edge and Cloud IBM IoT Architecture and Capabilities at the Edge and Cloud
IBM IoT Architecture and Capabilities at the Edge and Cloud
Pradeep Natarajan
 
iland Internet Solutions: Leveraging Cassandra for real-time multi-datacenter...
iland Internet Solutions: Leveraging Cassandra for real-time multi-datacenter...iland Internet Solutions: Leveraging Cassandra for real-time multi-datacenter...
iland Internet Solutions: Leveraging Cassandra for real-time multi-datacenter...
DataStax Academy
 
Leveraging Cassandra for real-time multi-datacenter public cloud analytics
Leveraging Cassandra for real-time multi-datacenter public cloud analyticsLeveraging Cassandra for real-time multi-datacenter public cloud analytics
Leveraging Cassandra for real-time multi-datacenter public cloud analytics
Julien Anguenot
 
How Docker Accelerates Continuous Development at ironSource: Containers #101 ...
How Docker Accelerates Continuous Development at ironSource: Containers #101 ...How Docker Accelerates Continuous Development at ironSource: Containers #101 ...
How Docker Accelerates Continuous Development at ironSource: Containers #101 ...
Brittany Ingram
 
DevEx | there’s no place like k3s
DevEx | there’s no place like k3sDevEx | there’s no place like k3s
DevEx | there’s no place like k3s
Haggai Philip Zagury
 
Running Production CDC Ingestion Pipelines With Balaji Varadarajan and Pritam...
Running Production CDC Ingestion Pipelines With Balaji Varadarajan and Pritam...Running Production CDC Ingestion Pipelines With Balaji Varadarajan and Pritam...
Running Production CDC Ingestion Pipelines With Balaji Varadarajan and Pritam...
HostedbyConfluent
 
SD Times - Docker v2
SD Times - Docker v2SD Times - Docker v2
SD Times - Docker v2
Alvin Richards
 
Using Databases and Containers From Development to Deployment
Using Databases and Containers  From Development to DeploymentUsing Databases and Containers  From Development to Deployment
Using Databases and Containers From Development to Deployment
Aerospike, Inc.
 
Containerized MySQL OpenWorld talk
Containerized MySQL OpenWorld talkContainerized MySQL OpenWorld talk
Containerized MySQL OpenWorld talk
Patrick Galbraith
 
Redis everywhere - PHP London
Redis everywhere - PHP LondonRedis everywhere - PHP London
Redis everywhere - PHP London
Ricard Clau
 
Apache Thrift, a brief introduction
Apache Thrift, a brief introductionApache Thrift, a brief introduction
Apache Thrift, a brief introduction
Randy Abernethy
 
stackconf 2020 | Replace your Docker based Containers with Cri-o Kata Contain...
stackconf 2020 | Replace your Docker based Containers with Cri-o Kata Contain...stackconf 2020 | Replace your Docker based Containers with Cri-o Kata Contain...
stackconf 2020 | Replace your Docker based Containers with Cri-o Kata Contain...
NETWAYS
 
Brk2051 sql server on linux and docker
Brk2051 sql server on linux and dockerBrk2051 sql server on linux and docker
Brk2051 sql server on linux and docker
Bob Ward
 
Azure + DataStax Enterprise Powers Office 365 Per User Store
Azure + DataStax Enterprise Powers Office 365 Per User StoreAzure + DataStax Enterprise Powers Office 365 Per User Store
Azure + DataStax Enterprise Powers Office 365 Per User Store
DataStax Academy
 
Delivering big content at NBC News with RavenDB
Delivering big content at NBC News with RavenDBDelivering big content at NBC News with RavenDB
Delivering big content at NBC News with RavenDB
John Bennett
 
Truemotion Adventures in Containerization
Truemotion Adventures in ContainerizationTruemotion Adventures in Containerization
Truemotion Adventures in Containerization
Ryan Hunter
 
Whd master deck_final
Whd master deck_final Whd master deck_final
Whd master deck_final
Juergen Domnik
 
CON5451_Brydon-OOW2014_Brydon_CON5451 (1).pptx
CON5451_Brydon-OOW2014_Brydon_CON5451 (1).pptxCON5451_Brydon-OOW2014_Brydon_CON5451 (1).pptx
CON5451_Brydon-OOW2014_Brydon_CON5451 (1).pptx
SergioBruno21
 
IBM Internet-of-Things architecture and capabilities
IBM Internet-of-Things architecture and capabilitiesIBM Internet-of-Things architecture and capabilities
IBM Internet-of-Things architecture and capabilities
IBM_Info_Management
 
Introduction to HPC & Supercomputing in AI
Introduction to HPC & Supercomputing in AIIntroduction to HPC & Supercomputing in AI
Introduction to HPC & Supercomputing in AI
Tyrone Systems
 
IBM IoT Architecture and Capabilities at the Edge and Cloud
IBM IoT Architecture and Capabilities at the Edge and Cloud IBM IoT Architecture and Capabilities at the Edge and Cloud
IBM IoT Architecture and Capabilities at the Edge and Cloud
Pradeep Natarajan
 
iland Internet Solutions: Leveraging Cassandra for real-time multi-datacenter...
iland Internet Solutions: Leveraging Cassandra for real-time multi-datacenter...iland Internet Solutions: Leveraging Cassandra for real-time multi-datacenter...
iland Internet Solutions: Leveraging Cassandra for real-time multi-datacenter...
DataStax Academy
 
Leveraging Cassandra for real-time multi-datacenter public cloud analytics
Leveraging Cassandra for real-time multi-datacenter public cloud analyticsLeveraging Cassandra for real-time multi-datacenter public cloud analytics
Leveraging Cassandra for real-time multi-datacenter public cloud analytics
Julien Anguenot
 
How Docker Accelerates Continuous Development at ironSource: Containers #101 ...
How Docker Accelerates Continuous Development at ironSource: Containers #101 ...How Docker Accelerates Continuous Development at ironSource: Containers #101 ...
How Docker Accelerates Continuous Development at ironSource: Containers #101 ...
Brittany Ingram
 
DevEx | there’s no place like k3s
DevEx | there’s no place like k3sDevEx | there’s no place like k3s
DevEx | there’s no place like k3s
Haggai Philip Zagury
 
Running Production CDC Ingestion Pipelines With Balaji Varadarajan and Pritam...
Running Production CDC Ingestion Pipelines With Balaji Varadarajan and Pritam...Running Production CDC Ingestion Pipelines With Balaji Varadarajan and Pritam...
Running Production CDC Ingestion Pipelines With Balaji Varadarajan and Pritam...
HostedbyConfluent
 
Using Databases and Containers From Development to Deployment
Using Databases and Containers  From Development to DeploymentUsing Databases and Containers  From Development to Deployment
Using Databases and Containers From Development to Deployment
Aerospike, Inc.
 
Containerized MySQL OpenWorld talk
Containerized MySQL OpenWorld talkContainerized MySQL OpenWorld talk
Containerized MySQL OpenWorld talk
Patrick Galbraith
 
Redis everywhere - PHP London
Redis everywhere - PHP LondonRedis everywhere - PHP London
Redis everywhere - PHP London
Ricard Clau
 
Apache Thrift, a brief introduction
Apache Thrift, a brief introductionApache Thrift, a brief introduction
Apache Thrift, a brief introduction
Randy Abernethy
 
stackconf 2020 | Replace your Docker based Containers with Cri-o Kata Contain...
stackconf 2020 | Replace your Docker based Containers with Cri-o Kata Contain...stackconf 2020 | Replace your Docker based Containers with Cri-o Kata Contain...
stackconf 2020 | Replace your Docker based Containers with Cri-o Kata Contain...
NETWAYS
 
Brk2051 sql server on linux and docker
Brk2051 sql server on linux and dockerBrk2051 sql server on linux and docker
Brk2051 sql server on linux and docker
Bob Ward
 
Azure + DataStax Enterprise Powers Office 365 Per User Store
Azure + DataStax Enterprise Powers Office 365 Per User StoreAzure + DataStax Enterprise Powers Office 365 Per User Store
Azure + DataStax Enterprise Powers Office 365 Per User Store
DataStax Academy
 
Delivering big content at NBC News with RavenDB
Delivering big content at NBC News with RavenDBDelivering big content at NBC News with RavenDB
Delivering big content at NBC News with RavenDB
John Bennett
 
Ad

More from distributed matters (17)

Cloud Apps - Running Fully Distributed on Mobile Devices - Dominik Rüttimann
Cloud Apps - Running Fully Distributed on Mobile Devices - Dominik RüttimannCloud Apps - Running Fully Distributed on Mobile Devices - Dominik Rüttimann
Cloud Apps - Running Fully Distributed on Mobile Devices - Dominik Rüttimann
distributed matters
 
What and Why and How: Apache Drill ! - Tugdual Grall
What and Why and How: Apache Drill ! - Tugdual GrallWhat and Why and How: Apache Drill ! - Tugdual Grall
What and Why and How: Apache Drill ! - Tugdual Grall
distributed matters
 
NoSQL in Financial Industry - Pierre Bittner
NoSQL in Financial Industry - Pierre BittnerNoSQL in Financial Industry - Pierre Bittner
NoSQL in Financial Industry - Pierre Bittner
distributed matters
 
Functional Operations - Susan Potter
Functional Operations - Susan PotterFunctional Operations - Susan Potter
Functional Operations - Susan Potter
distributed matters
 
Joins in a distributed world - Lucian Precup
Joins in a distributed world - Lucian Precup Joins in a distributed world - Lucian Precup
Joins in a distributed world - Lucian Precup
distributed matters
 
NoSQL meets Microservices - Michael Hackstein
NoSQL meets Microservices -  Michael HacksteinNoSQL meets Microservices -  Michael Hackstein
NoSQL meets Microservices - Michael Hackstein
distributed matters
 
Actors evolved- Rotem Hermon
Actors evolved- Rotem HermonActors evolved- Rotem Hermon
Actors evolved- Rotem Hermon
distributed matters
 
Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015
Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015
Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015
distributed matters
 
Replication and Synchronization Algorithms for Distributed Databases - Lena W...
Replication and Synchronization Algorithms for Distributed Databases - Lena W...Replication and Synchronization Algorithms for Distributed Databases - Lena W...
Replication and Synchronization Algorithms for Distributed Databases - Lena W...
distributed matters
 
Conflict resolution with guns - Mark Nadal
Conflict resolution with guns - Mark NadalConflict resolution with guns - Mark Nadal
Conflict resolution with guns - Mark Nadal
distributed matters
 
A tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp Krenn
A tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp KrennA tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp Krenn
A tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp Krenn
distributed matters
 
NoSQL's biggest lie: SQL never went away - Martin Esmann
NoSQL's biggest lie: SQL never went away - Martin EsmannNoSQL's biggest lie: SQL never went away - Martin Esmann
NoSQL's biggest lie: SQL never went away - Martin Esmann
distributed matters
 
NoSQL meets Microservices - Michael Hackstein
NoSQL meets Microservices - Michael HacksteinNoSQL meets Microservices - Michael Hackstein
NoSQL meets Microservices - Michael Hackstein
distributed matters
 
No Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil Calcado
No Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil CalcadoNo Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil Calcado
No Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil Calcado
distributed matters
 
Disque: a detailed overview of the distributed implementation - Salvatore San...
Disque: a detailed overview of the distributed implementation - Salvatore San...Disque: a detailed overview of the distributed implementation - Salvatore San...
Disque: a detailed overview of the distributed implementation - Salvatore San...
distributed matters
 
Microservices - stress-free and without increased heart-attack risk - Uwe Fri...
Microservices - stress-free and without increased heart-attack risk - Uwe Fri...Microservices - stress-free and without increased heart-attack risk - Uwe Fri...
Microservices - stress-free and without increased heart-attack risk - Uwe Fri...
distributed matters
 
Microservices with Netflix OSS & Spring Cloud - Arnaud Cogoluègnes
 Microservices with Netflix OSS & Spring Cloud - Arnaud Cogoluègnes Microservices with Netflix OSS & Spring Cloud - Arnaud Cogoluègnes
Microservices with Netflix OSS & Spring Cloud - Arnaud Cogoluègnes
distributed matters
 
Cloud Apps - Running Fully Distributed on Mobile Devices - Dominik Rüttimann
Cloud Apps - Running Fully Distributed on Mobile Devices - Dominik RüttimannCloud Apps - Running Fully Distributed on Mobile Devices - Dominik Rüttimann
Cloud Apps - Running Fully Distributed on Mobile Devices - Dominik Rüttimann
distributed matters
 
What and Why and How: Apache Drill ! - Tugdual Grall
What and Why and How: Apache Drill ! - Tugdual GrallWhat and Why and How: Apache Drill ! - Tugdual Grall
What and Why and How: Apache Drill ! - Tugdual Grall
distributed matters
 
NoSQL in Financial Industry - Pierre Bittner
NoSQL in Financial Industry - Pierre BittnerNoSQL in Financial Industry - Pierre Bittner
NoSQL in Financial Industry - Pierre Bittner
distributed matters
 
Functional Operations - Susan Potter
Functional Operations - Susan PotterFunctional Operations - Susan Potter
Functional Operations - Susan Potter
distributed matters
 
Joins in a distributed world - Lucian Precup
Joins in a distributed world - Lucian Precup Joins in a distributed world - Lucian Precup
Joins in a distributed world - Lucian Precup
distributed matters
 
NoSQL meets Microservices - Michael Hackstein
NoSQL meets Microservices -  Michael HacksteinNoSQL meets Microservices -  Michael Hackstein
NoSQL meets Microservices - Michael Hackstein
distributed matters
 
Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015
Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015
Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015
distributed matters
 
Replication and Synchronization Algorithms for Distributed Databases - Lena W...
Replication and Synchronization Algorithms for Distributed Databases - Lena W...Replication and Synchronization Algorithms for Distributed Databases - Lena W...
Replication and Synchronization Algorithms for Distributed Databases - Lena W...
distributed matters
 
Conflict resolution with guns - Mark Nadal
Conflict resolution with guns - Mark NadalConflict resolution with guns - Mark Nadal
Conflict resolution with guns - Mark Nadal
distributed matters
 
A tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp Krenn
A tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp KrennA tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp Krenn
A tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp Krenn
distributed matters
 
NoSQL's biggest lie: SQL never went away - Martin Esmann
NoSQL's biggest lie: SQL never went away - Martin EsmannNoSQL's biggest lie: SQL never went away - Martin Esmann
NoSQL's biggest lie: SQL never went away - Martin Esmann
distributed matters
 
NoSQL meets Microservices - Michael Hackstein
NoSQL meets Microservices - Michael HacksteinNoSQL meets Microservices - Michael Hackstein
NoSQL meets Microservices - Michael Hackstein
distributed matters
 
No Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil Calcado
No Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil CalcadoNo Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil Calcado
No Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil Calcado
distributed matters
 
Disque: a detailed overview of the distributed implementation - Salvatore San...
Disque: a detailed overview of the distributed implementation - Salvatore San...Disque: a detailed overview of the distributed implementation - Salvatore San...
Disque: a detailed overview of the distributed implementation - Salvatore San...
distributed matters
 
Microservices - stress-free and without increased heart-attack risk - Uwe Fri...
Microservices - stress-free and without increased heart-attack risk - Uwe Fri...Microservices - stress-free and without increased heart-attack risk - Uwe Fri...
Microservices - stress-free and without increased heart-attack risk - Uwe Fri...
distributed matters
 
Microservices with Netflix OSS & Spring Cloud - Arnaud Cogoluègnes
 Microservices with Netflix OSS & Spring Cloud - Arnaud Cogoluègnes Microservices with Netflix OSS & Spring Cloud - Arnaud Cogoluègnes
Microservices with Netflix OSS & Spring Cloud - Arnaud Cogoluègnes
distributed matters
 

Recently uploaded (20)

Classification_in_Machinee_Learning.pptx
Classification_in_Machinee_Learning.pptxClassification_in_Machinee_Learning.pptx
Classification_in_Machinee_Learning.pptx
wencyjorda88
 
FPET_Implementation_2_MA to 360 Engage Direct.pptx
FPET_Implementation_2_MA to 360 Engage Direct.pptxFPET_Implementation_2_MA to 360 Engage Direct.pptx
FPET_Implementation_2_MA to 360 Engage Direct.pptx
ssuser4ef83d
 
Simple_AI_Explanation_English somplr.pptx
Simple_AI_Explanation_English somplr.pptxSimple_AI_Explanation_English somplr.pptx
Simple_AI_Explanation_English somplr.pptx
ssuser2aa19f
 
Geometry maths presentation for begginers
Geometry maths presentation for begginersGeometry maths presentation for begginers
Geometry maths presentation for begginers
zrjacob283
 
EDU533 DEMO.pptxccccvbnjjkoo jhgggggbbbb
EDU533 DEMO.pptxccccvbnjjkoo jhgggggbbbbEDU533 DEMO.pptxccccvbnjjkoo jhgggggbbbb
EDU533 DEMO.pptxccccvbnjjkoo jhgggggbbbb
JessaMaeEvangelista2
 
Day 1 - Lab 1 Reconnaissance Scanning with NMAP, Vulnerability Assessment wit...
Day 1 - Lab 1 Reconnaissance Scanning with NMAP, Vulnerability Assessment wit...Day 1 - Lab 1 Reconnaissance Scanning with NMAP, Vulnerability Assessment wit...
Day 1 - Lab 1 Reconnaissance Scanning with NMAP, Vulnerability Assessment wit...
Abodahab
 
04302025_CCC TUG_DataVista: The Design Story
04302025_CCC TUG_DataVista: The Design Story04302025_CCC TUG_DataVista: The Design Story
04302025_CCC TUG_DataVista: The Design Story
ccctableauusergroup
 
Medical Dataset including visualizations
Medical Dataset including visualizationsMedical Dataset including visualizations
Medical Dataset including visualizations
vishrut8750588758
 
Ppt. Nikhil.pptxnshwuudgcudisisshvehsjks
Ppt. Nikhil.pptxnshwuudgcudisisshvehsjksPpt. Nikhil.pptxnshwuudgcudisisshvehsjks
Ppt. Nikhil.pptxnshwuudgcudisisshvehsjks
panchariyasahil
 
C++_OOPs_DSA1_Presentation_Template.pptx
C++_OOPs_DSA1_Presentation_Template.pptxC++_OOPs_DSA1_Presentation_Template.pptx
C++_OOPs_DSA1_Presentation_Template.pptx
aquibnoor22079
 
Secure_File_Storage_Hybrid_Cryptography.pptx..
Secure_File_Storage_Hybrid_Cryptography.pptx..Secure_File_Storage_Hybrid_Cryptography.pptx..
Secure_File_Storage_Hybrid_Cryptography.pptx..
yuvarajreddy2002
 
Principles of information security Chapter 5.ppt
Principles of information security Chapter 5.pptPrinciples of information security Chapter 5.ppt
Principles of information security Chapter 5.ppt
EstherBaguma
 
VKS-Python Basics for Beginners and advance.pptx
VKS-Python Basics for Beginners and advance.pptxVKS-Python Basics for Beginners and advance.pptx
VKS-Python Basics for Beginners and advance.pptx
Vinod Srivastava
 
Deloitte Analytics - Applying Process Mining in an audit context
Deloitte Analytics - Applying Process Mining in an audit contextDeloitte Analytics - Applying Process Mining in an audit context
Deloitte Analytics - Applying Process Mining in an audit context
Process mining Evangelist
 
Developing Security Orchestration, Automation, and Response Applications
Developing Security Orchestration, Automation, and Response ApplicationsDeveloping Security Orchestration, Automation, and Response Applications
Developing Security Orchestration, Automation, and Response Applications
VICTOR MAESTRE RAMIREZ
 
IAS-slides2-ia-aaaaaaaaaaain-business.pdf
IAS-slides2-ia-aaaaaaaaaaain-business.pdfIAS-slides2-ia-aaaaaaaaaaain-business.pdf
IAS-slides2-ia-aaaaaaaaaaain-business.pdf
mcgardenlevi9
 
chapter3 Central Tendency statistics.ppt
chapter3 Central Tendency statistics.pptchapter3 Central Tendency statistics.ppt
chapter3 Central Tendency statistics.ppt
justinebandajbn
 
DPR_Expert_Recruitment_notice_Revised.pdf
DPR_Expert_Recruitment_notice_Revised.pdfDPR_Expert_Recruitment_notice_Revised.pdf
DPR_Expert_Recruitment_notice_Revised.pdf
inmishra17121973
 
md-presentHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHation.pptx
md-presentHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHation.pptxmd-presentHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHation.pptx
md-presentHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHation.pptx
fatimalazaar2004
 
AI Competitor Analysis: How to Monitor and Outperform Your Competitors
AI Competitor Analysis: How to Monitor and Outperform Your CompetitorsAI Competitor Analysis: How to Monitor and Outperform Your Competitors
AI Competitor Analysis: How to Monitor and Outperform Your Competitors
Contify
 
Classification_in_Machinee_Learning.pptx
Classification_in_Machinee_Learning.pptxClassification_in_Machinee_Learning.pptx
Classification_in_Machinee_Learning.pptx
wencyjorda88
 
FPET_Implementation_2_MA to 360 Engage Direct.pptx
FPET_Implementation_2_MA to 360 Engage Direct.pptxFPET_Implementation_2_MA to 360 Engage Direct.pptx
FPET_Implementation_2_MA to 360 Engage Direct.pptx
ssuser4ef83d
 
Simple_AI_Explanation_English somplr.pptx
Simple_AI_Explanation_English somplr.pptxSimple_AI_Explanation_English somplr.pptx
Simple_AI_Explanation_English somplr.pptx
ssuser2aa19f
 
Geometry maths presentation for begginers
Geometry maths presentation for begginersGeometry maths presentation for begginers
Geometry maths presentation for begginers
zrjacob283
 
EDU533 DEMO.pptxccccvbnjjkoo jhgggggbbbb
EDU533 DEMO.pptxccccvbnjjkoo jhgggggbbbbEDU533 DEMO.pptxccccvbnjjkoo jhgggggbbbb
EDU533 DEMO.pptxccccvbnjjkoo jhgggggbbbb
JessaMaeEvangelista2
 
Day 1 - Lab 1 Reconnaissance Scanning with NMAP, Vulnerability Assessment wit...
Day 1 - Lab 1 Reconnaissance Scanning with NMAP, Vulnerability Assessment wit...Day 1 - Lab 1 Reconnaissance Scanning with NMAP, Vulnerability Assessment wit...
Day 1 - Lab 1 Reconnaissance Scanning with NMAP, Vulnerability Assessment wit...
Abodahab
 
04302025_CCC TUG_DataVista: The Design Story
04302025_CCC TUG_DataVista: The Design Story04302025_CCC TUG_DataVista: The Design Story
04302025_CCC TUG_DataVista: The Design Story
ccctableauusergroup
 
Medical Dataset including visualizations
Medical Dataset including visualizationsMedical Dataset including visualizations
Medical Dataset including visualizations
vishrut8750588758
 
Ppt. Nikhil.pptxnshwuudgcudisisshvehsjks
Ppt. Nikhil.pptxnshwuudgcudisisshvehsjksPpt. Nikhil.pptxnshwuudgcudisisshvehsjks
Ppt. Nikhil.pptxnshwuudgcudisisshvehsjks
panchariyasahil
 
C++_OOPs_DSA1_Presentation_Template.pptx
C++_OOPs_DSA1_Presentation_Template.pptxC++_OOPs_DSA1_Presentation_Template.pptx
C++_OOPs_DSA1_Presentation_Template.pptx
aquibnoor22079
 
Secure_File_Storage_Hybrid_Cryptography.pptx..
Secure_File_Storage_Hybrid_Cryptography.pptx..Secure_File_Storage_Hybrid_Cryptography.pptx..
Secure_File_Storage_Hybrid_Cryptography.pptx..
yuvarajreddy2002
 
Principles of information security Chapter 5.ppt
Principles of information security Chapter 5.pptPrinciples of information security Chapter 5.ppt
Principles of information security Chapter 5.ppt
EstherBaguma
 
VKS-Python Basics for Beginners and advance.pptx
VKS-Python Basics for Beginners and advance.pptxVKS-Python Basics for Beginners and advance.pptx
VKS-Python Basics for Beginners and advance.pptx
Vinod Srivastava
 
Deloitte Analytics - Applying Process Mining in an audit context
Deloitte Analytics - Applying Process Mining in an audit contextDeloitte Analytics - Applying Process Mining in an audit context
Deloitte Analytics - Applying Process Mining in an audit context
Process mining Evangelist
 
Developing Security Orchestration, Automation, and Response Applications
Developing Security Orchestration, Automation, and Response ApplicationsDeveloping Security Orchestration, Automation, and Response Applications
Developing Security Orchestration, Automation, and Response Applications
VICTOR MAESTRE RAMIREZ
 
IAS-slides2-ia-aaaaaaaaaaain-business.pdf
IAS-slides2-ia-aaaaaaaaaaain-business.pdfIAS-slides2-ia-aaaaaaaaaaain-business.pdf
IAS-slides2-ia-aaaaaaaaaaain-business.pdf
mcgardenlevi9
 
chapter3 Central Tendency statistics.ppt
chapter3 Central Tendency statistics.pptchapter3 Central Tendency statistics.ppt
chapter3 Central Tendency statistics.ppt
justinebandajbn
 
DPR_Expert_Recruitment_notice_Revised.pdf
DPR_Expert_Recruitment_notice_Revised.pdfDPR_Expert_Recruitment_notice_Revised.pdf
DPR_Expert_Recruitment_notice_Revised.pdf
inmishra17121973
 
md-presentHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHation.pptx
md-presentHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHation.pptxmd-presentHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHation.pptx
md-presentHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHation.pptx
fatimalazaar2004
 
AI Competitor Analysis: How to Monitor and Outperform Your Competitors
AI Competitor Analysis: How to Monitor and Outperform Your CompetitorsAI Competitor Analysis: How to Monitor and Outperform Your Competitors
AI Competitor Analysis: How to Monitor and Outperform Your Competitors
Contify
 

Meet Spilo, Zalando’s HIGH-AVAILABLE POSTGRESQL CLUSTER - Feike Steenbergen