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Operating PostgreSQL at Scale
With Kubernetes
JONATHAN S. KATZ
MARCH 7, 2019
SCALE17X
• Director of Communications, Crunchy Data

• Previously: Engineering leadership in
startups

• Longtime PostgreSQL community contributor

• Advocacy & various committees for
PGDG

• @postgresql + .org content

• Director, PgUS

• Conference organization + speaking

• @jkatz05
About Me
2
About Crunchy Data
3
Market Leading Data Security
• Crunchy Certified PostgreSQL is open source and Common Criteria EAL 2+ Certified, with
essential security enhancements for enterprise deployment

• Author of the DISA Secure Technology Implementation Guide for PostgreSQL and co-author
of CIS PostgreSQL Benchmark. Move ATO from weeks to days!
Cloud Ready Data Management
• Open source, Kubernetes-based solutions proven to scale to 1000s of database instances

• Cloud-agnostic technology provide flexibility on how to deploy databases to public
clouds, private clouds, or on-premise technology
Leader in Open Source Enterprise PostgreSQL
• Developer of essential open source tools for high availability, disaster recovery, and and
monitoring for PostgreSQL

• Leading contributor and sponsor of features that enhance stability, security, and performance
of PostgreSQL
• Containers + PostgreSQL

• Setting up PostgreSQL with Containers

• Operating PostgreSQL at Scale With Kubernetes

• Look Ahead: Trends in the Container World
Outline
4
• Containers provide several advantages to running PostgreSQL:

• Setup & distribution for developer environments

• Ease of packaging extensions & minor upgrades

• Separate out secondary applications (monitoring, administration)

• Automation and scale for provisioning and creating replicas, backups
Containers & PostgreSQL
5
• Containers also introduce several challenges:

• Administrator needs to understand and select appropriate storage
options

• Configuration for individual database specifications and user access

• Managing 100s - 1000s of containers requires appropriate
orchestration (more on that later)

• Still a database within the container; standard DBA tuning applies

• However, these are challenges you will find in most database environments
Containers & PostgreSQL
6
• We will use the Crunchy Container Suite

• PostgreSQL (+ PostGIS): our favorite database; option to add our favorite
geospatial extension

• pgpool + pgbouncer: connection pooling, load balancing

• pgBackRest: terabyte-scale disaster recovery management

• Monitoring: pgmonitor

• pgadmin4: UX-driven management

• Open source!

• Apache 2.0 license

• Support for Docker 1.12+, Kubernetes 1.5+

• Actively maintained and updated
Getting Started With Containers & PostgreSQL
7
https://github.com/CrunchyData/crunchy-containers
Getting Started With Containers & PostgreSQL
8
Demo: Creating & Working With Containerized PostgreSQL
9
mkdir postgres && cd postgres
docker volume create --driver local --name=pgvolume
docker network create --driver bridge pgnetwork
cat << EOF > pg-env.list
PG_MODE=primary
PG_PRIMARY_USER=postgres
PG_PRIMARY_PASSWORD=password
PG_DATABASE=whales
PG_USER=jkatz
PG_PASSWORD=password
PG_ROOT_PASSWORD=password
PG_PRIMARY_PORT=5432
PG_LOCALE=en_US.utf8
PGMONITOR_PASSWORD=monitorpassword
EOF
docker run --publish 5432:5432 
--volume=pgvolume:/pgdata 
--env-file=pg-env.list 
--name="postgres" 
--hostname="postgres" 
--network="pgnetwork" 
--detach 
crunchydata/crunchy-postgres:centos7-11.2-2.3.1
Demo: Adding in pgadmin4
10
docker volume create --driver local --name=pga4volume
cat << EOF > pgadmin4-env.list
PGADMIN_SETUP_EMAIL=jonathan.katz@crunchydata.com
PGADMIN_SETUP_PASSWORD=securepassword
SERVER_PORT=5050
EOF
docker run --publish 5050:5050 
--volume=pga4volume:/var/lib/pgadmin 
--env-file=pgadmin4-env.list 
--name="pgadmin4" 
--hostname="pgadmin4" 
--network="pgnetwork" 
--detach 
crunchydata/crunchy-pgadmin4:centos7-11.2-2.3.1
Demo: Adding Monitoring
11
cat << EOF > collect-env.list
DATA_SOURCE_NAME=postgresql://ccp_monitoring:monitorpassword@postgres:5432/postgres?sslmode=disable
EOF
docker run 
--env-file=collect-env.list 
--network=pgnetwork 
--name=collect 
--hostname=collect 
--detach crunchydata/crunchy-collect:centos7-11.2-2.3.1
mkdir prometheus
cat << EOF > prometheus-env.list
COLLECT_HOST=collect
SCRAPE_INTERVAL=5s
SCRAPE_TIMEOUT=5s
EOF
docker run 
--publish 9090:9090 
--env-file=prometheus-env.list 
--volume `pwd`/prometheus:/data 
--network=pgnetwork 
--name=prometheus 
--hostname=prometheus 
--detach crunchydata/crunchy-prometheus:centos7-11.2-2.3.1
mkdir grafana
cat << EOF > grafana-env.list
ADMIN_USER=jkatz
ADMIN_PASS=password
PROM_HOST=prometheus
PROM_PORT=9090
EOF
docker run 
--publish 3000:3000 
--env-file=grafana-env.list 
--volume `pwd`/grafana:/data 
--network=pgnetwork 
--name=grafana 
--hostname=grafana 
--detach crunchydata/crunchy-grafana:centos7-11.2-2.3.1
1. Set up the metric collector
2. Set up prometheus to store metrics 3. Set up grafana to visualize
Running PostgreSQL on Kubernetes.
At Scale.
• Value of Kubernetes increases
exponentially as number of
containers increases

• Running databases on Kubernetes
requires more specialized
knowledge than running non-
stateful applications

• What happens to your data after
a pod goes down?
When to Use Kubernetes with PostgreSQL
13
• PostgreSQL Operator GA: March, 2017

• Allows an administrator to run PostgreSQL-specific commands to manage
database clusters, including:

• Creating / Deleting a cluster (your own DBaaS)

• Scaling up / down replicas

• High-Availability

• Apply user policies to PostgreSQL instances

• Managing backup intervals and policies

• Define what container resources to use (RAM, CPU, etc.)

• Upgrade management

• Smart pod deployments to nodes

• REST API
Crunchy PostgreSQL Operator
14
https://github.com/CrunchyData/postgres-operator
• Utilizes Kubernetes Deployments:

• Flexibility in storage classes

• Flexibility in operating
environments

• Node affinity

• Resource (CPU, RAM)
configurations

• Flexibility in database version
runtimes
Crunchy PostgreSQL Operator: Architecture
15
• Automation: Complex, multi-step DBA tasks reduced to one-line commands

• Standardization: Many customizations, same workflow

• Ease-of-Use: Simple CLI

• Scale
• Provision & manage clusters quickly amongst thousands of instances

• Load balancing, disaster recovery, security policies, deployment
specifications

• Security: Sandboxed environments, RBAC, mass grant/revoke policies
Why Use An Operator With PostgreSQL?
16
Why Use An Operator With PostgreSQL?
17
Demo: Provisioning a Cluster
18
pgo create cluster --autofail --pgbackrest --metrics --replica-count 1 scale17x
pgo show cluster scale17x
Demo: Creating a User; Connectivity; Utilization
19
pgo create user jkatz scale17x 
--password password --managed --selector=name=scale17x
pgo test scale17x
pgo df scale17x
Demo: Running Some Tests; Utilization
20
# get the service forward command
# run some pgbench
pgbench -i -s 1 -h localhost -p 5434 userdb
pgbench -c 2 -j 1 -t 128 --progress=1 -h localhost -p 5434 userdb
pgbench -c 2 -j 1 -t 128 -S --progress=1 -h localhost -p 5434 userdb
# Coming in 4.0: pgo benchmark!
pgo df scale17x
Demo: Labels; Here is Where We Scale!
21
# labels
pgo label scale17x --label=project=current
pgo create cluster scale18x --labels project=future
pgo create cluster scale19x --labels project=future
pgo show cluster --selector=project=future
pgo create user jkatz --password password --managed --selector=project=future
pgo delete user jkatz --selector=project=future
Demo: High-Availability and Horizontal Scaling
22
# It's elastic!
pgo scale scale17x --replica-count=1
# Run some queries on the replica
# HA
pgo failover scale17x --query
pgo failover scale17x --autofail-replace-replica true --target <pod>
pgo test scale17x
Demo: Setting Backup Policies
23
# backup policy
pgo create schedule scale17x 
--schedule="0 0 * * *" 
--schedule-type=pgbackrest 
--pgbackrest-backup-type=full
pgo create schedule scale17x 
--schedule="0 6,12,18 * * *" 
--schedule-type=pgbackrest 
--pgbackrest-backup-type=diff
pgo show schedule scale17x
Demo: Disaster Strikes!
24
pgo backup scale17x --backup-type=pgbackrest
# log in, do some stuff
# oh no! restore
# can choose to do point-in-time-recovery
# pgo restore scale17x --backup-type=pgbackrest --pitr-target="2019-03-07 17:44:00" -
backup-opts="--type=time"
# or choose to back up up until the last archive
# pgo restore scale17x --backup-type=pgbackrest
PostgreSQL & Containers:
Looking Ahead
• Containers are no longer "new" - orchestration technologies have matured

• Debate with containers + databases: storage & management

• No different than virtual machines + databases

• Databases are still databases: need expertise to manage

• Stateful Sets vs. Deployments

• Federation v2 API opens up new possibilities for high-availability

• Database deployment automation flexibility

• Deploy your architecture to any number of clouds

• Monitoring: A new frontier
Containerized PostgreSQL: Looking Ahead
26
Conclusion
27
• PostgreSQL + Containers + Kubernetes gives you:

• Easy-to-setup development environments

• Your own production database-as-a-service

• Tools to automate management of over 1000s of
instances in short-order
Jonathan S. Katz
jonathan.katz@crunchydata.com
@jkatz05
Thank You!

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Operating PostgreSQL at Scale with Kubernetes

  • 1. Operating PostgreSQL at Scale With Kubernetes JONATHAN S. KATZ MARCH 7, 2019 SCALE17X
  • 2. • Director of Communications, Crunchy Data • Previously: Engineering leadership in startups • Longtime PostgreSQL community contributor • Advocacy & various committees for PGDG • @postgresql + .org content • Director, PgUS • Conference organization + speaking • @jkatz05 About Me 2
  • 3. About Crunchy Data 3 Market Leading Data Security • Crunchy Certified PostgreSQL is open source and Common Criteria EAL 2+ Certified, with essential security enhancements for enterprise deployment • Author of the DISA Secure Technology Implementation Guide for PostgreSQL and co-author of CIS PostgreSQL Benchmark. Move ATO from weeks to days! Cloud Ready Data Management • Open source, Kubernetes-based solutions proven to scale to 1000s of database instances • Cloud-agnostic technology provide flexibility on how to deploy databases to public clouds, private clouds, or on-premise technology Leader in Open Source Enterprise PostgreSQL • Developer of essential open source tools for high availability, disaster recovery, and and monitoring for PostgreSQL • Leading contributor and sponsor of features that enhance stability, security, and performance of PostgreSQL
  • 4. • Containers + PostgreSQL • Setting up PostgreSQL with Containers • Operating PostgreSQL at Scale With Kubernetes • Look Ahead: Trends in the Container World Outline 4
  • 5. • Containers provide several advantages to running PostgreSQL: • Setup & distribution for developer environments • Ease of packaging extensions & minor upgrades • Separate out secondary applications (monitoring, administration) • Automation and scale for provisioning and creating replicas, backups Containers & PostgreSQL 5
  • 6. • Containers also introduce several challenges: • Administrator needs to understand and select appropriate storage options • Configuration for individual database specifications and user access • Managing 100s - 1000s of containers requires appropriate orchestration (more on that later) • Still a database within the container; standard DBA tuning applies • However, these are challenges you will find in most database environments Containers & PostgreSQL 6
  • 7. • We will use the Crunchy Container Suite • PostgreSQL (+ PostGIS): our favorite database; option to add our favorite geospatial extension • pgpool + pgbouncer: connection pooling, load balancing • pgBackRest: terabyte-scale disaster recovery management • Monitoring: pgmonitor • pgadmin4: UX-driven management • Open source! • Apache 2.0 license • Support for Docker 1.12+, Kubernetes 1.5+ • Actively maintained and updated Getting Started With Containers & PostgreSQL 7 https://github.com/CrunchyData/crunchy-containers
  • 8. Getting Started With Containers & PostgreSQL 8
  • 9. Demo: Creating & Working With Containerized PostgreSQL 9 mkdir postgres && cd postgres docker volume create --driver local --name=pgvolume docker network create --driver bridge pgnetwork cat << EOF > pg-env.list PG_MODE=primary PG_PRIMARY_USER=postgres PG_PRIMARY_PASSWORD=password PG_DATABASE=whales PG_USER=jkatz PG_PASSWORD=password PG_ROOT_PASSWORD=password PG_PRIMARY_PORT=5432 PG_LOCALE=en_US.utf8 PGMONITOR_PASSWORD=monitorpassword EOF docker run --publish 5432:5432 --volume=pgvolume:/pgdata --env-file=pg-env.list --name="postgres" --hostname="postgres" --network="pgnetwork" --detach crunchydata/crunchy-postgres:centos7-11.2-2.3.1
  • 10. Demo: Adding in pgadmin4 10 docker volume create --driver local --name=pga4volume cat << EOF > pgadmin4-env.list [email protected] PGADMIN_SETUP_PASSWORD=securepassword SERVER_PORT=5050 EOF docker run --publish 5050:5050 --volume=pga4volume:/var/lib/pgadmin --env-file=pgadmin4-env.list --name="pgadmin4" --hostname="pgadmin4" --network="pgnetwork" --detach crunchydata/crunchy-pgadmin4:centos7-11.2-2.3.1
  • 11. Demo: Adding Monitoring 11 cat << EOF > collect-env.list DATA_SOURCE_NAME=postgresql://ccp_monitoring:monitorpassword@postgres:5432/postgres?sslmode=disable EOF docker run --env-file=collect-env.list --network=pgnetwork --name=collect --hostname=collect --detach crunchydata/crunchy-collect:centos7-11.2-2.3.1 mkdir prometheus cat << EOF > prometheus-env.list COLLECT_HOST=collect SCRAPE_INTERVAL=5s SCRAPE_TIMEOUT=5s EOF docker run --publish 9090:9090 --env-file=prometheus-env.list --volume `pwd`/prometheus:/data --network=pgnetwork --name=prometheus --hostname=prometheus --detach crunchydata/crunchy-prometheus:centos7-11.2-2.3.1 mkdir grafana cat << EOF > grafana-env.list ADMIN_USER=jkatz ADMIN_PASS=password PROM_HOST=prometheus PROM_PORT=9090 EOF docker run --publish 3000:3000 --env-file=grafana-env.list --volume `pwd`/grafana:/data --network=pgnetwork --name=grafana --hostname=grafana --detach crunchydata/crunchy-grafana:centos7-11.2-2.3.1 1. Set up the metric collector 2. Set up prometheus to store metrics 3. Set up grafana to visualize
  • 12. Running PostgreSQL on Kubernetes. At Scale.
  • 13. • Value of Kubernetes increases exponentially as number of containers increases • Running databases on Kubernetes requires more specialized knowledge than running non- stateful applications • What happens to your data after a pod goes down? When to Use Kubernetes with PostgreSQL 13
  • 14. • PostgreSQL Operator GA: March, 2017 • Allows an administrator to run PostgreSQL-specific commands to manage database clusters, including: • Creating / Deleting a cluster (your own DBaaS) • Scaling up / down replicas • High-Availability • Apply user policies to PostgreSQL instances • Managing backup intervals and policies • Define what container resources to use (RAM, CPU, etc.) • Upgrade management • Smart pod deployments to nodes • REST API Crunchy PostgreSQL Operator 14 https://github.com/CrunchyData/postgres-operator
  • 15. • Utilizes Kubernetes Deployments: • Flexibility in storage classes • Flexibility in operating environments • Node affinity • Resource (CPU, RAM) configurations • Flexibility in database version runtimes Crunchy PostgreSQL Operator: Architecture 15
  • 16. • Automation: Complex, multi-step DBA tasks reduced to one-line commands • Standardization: Many customizations, same workflow • Ease-of-Use: Simple CLI • Scale • Provision & manage clusters quickly amongst thousands of instances • Load balancing, disaster recovery, security policies, deployment specifications • Security: Sandboxed environments, RBAC, mass grant/revoke policies Why Use An Operator With PostgreSQL? 16
  • 17. Why Use An Operator With PostgreSQL? 17
  • 18. Demo: Provisioning a Cluster 18 pgo create cluster --autofail --pgbackrest --metrics --replica-count 1 scale17x pgo show cluster scale17x
  • 19. Demo: Creating a User; Connectivity; Utilization 19 pgo create user jkatz scale17x --password password --managed --selector=name=scale17x pgo test scale17x pgo df scale17x
  • 20. Demo: Running Some Tests; Utilization 20 # get the service forward command # run some pgbench pgbench -i -s 1 -h localhost -p 5434 userdb pgbench -c 2 -j 1 -t 128 --progress=1 -h localhost -p 5434 userdb pgbench -c 2 -j 1 -t 128 -S --progress=1 -h localhost -p 5434 userdb # Coming in 4.0: pgo benchmark! pgo df scale17x
  • 21. Demo: Labels; Here is Where We Scale! 21 # labels pgo label scale17x --label=project=current pgo create cluster scale18x --labels project=future pgo create cluster scale19x --labels project=future pgo show cluster --selector=project=future pgo create user jkatz --password password --managed --selector=project=future pgo delete user jkatz --selector=project=future
  • 22. Demo: High-Availability and Horizontal Scaling 22 # It's elastic! pgo scale scale17x --replica-count=1 # Run some queries on the replica # HA pgo failover scale17x --query pgo failover scale17x --autofail-replace-replica true --target <pod> pgo test scale17x
  • 23. Demo: Setting Backup Policies 23 # backup policy pgo create schedule scale17x --schedule="0 0 * * *" --schedule-type=pgbackrest --pgbackrest-backup-type=full pgo create schedule scale17x --schedule="0 6,12,18 * * *" --schedule-type=pgbackrest --pgbackrest-backup-type=diff pgo show schedule scale17x
  • 24. Demo: Disaster Strikes! 24 pgo backup scale17x --backup-type=pgbackrest # log in, do some stuff # oh no! restore # can choose to do point-in-time-recovery # pgo restore scale17x --backup-type=pgbackrest --pitr-target="2019-03-07 17:44:00" - backup-opts="--type=time" # or choose to back up up until the last archive # pgo restore scale17x --backup-type=pgbackrest
  • 26. • Containers are no longer "new" - orchestration technologies have matured • Debate with containers + databases: storage & management • No different than virtual machines + databases • Databases are still databases: need expertise to manage • Stateful Sets vs. Deployments • Federation v2 API opens up new possibilities for high-availability • Database deployment automation flexibility • Deploy your architecture to any number of clouds • Monitoring: A new frontier Containerized PostgreSQL: Looking Ahead 26
  • 27. Conclusion 27 • PostgreSQL + Containers + Kubernetes gives you: • Easy-to-setup development environments • Your own production database-as-a-service • Tools to automate management of over 1000s of instances in short-order