Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
How to Scale Postgres - Automation, Tuning & Sh...
Search
Lukas Fittl
June 23, 2020
Technology
0
650
How to Scale Postgres - Automation, Tuning & Sharding
Talk at Postgres Vision 2020
Lukas Fittl
June 23, 2020
Tweet
Share
More Decks by Lukas Fittl
See All by Lukas Fittl
What's Missing for Postgres Monitoring
lfittl
0
250
A Map For Monitoring PostgreSQL
lfittl
2
380
Monitoring Postgres at Scale
lfittl
1
440
Monitoring PostgreSQL at Scale
lfittl
4
270
Postgres Performance for App Developers
lfittl
2
310
GraphQL ❤ PostgreSQL -- P.S. aka BeatQL
lfittl
1
600
Hacking PostgreSQL to Gain SQL Parsing Superpowers
lfittl
1
590
PostgreSQL at a Web Startup
lfittl
3
600
Advanced pg_stat_statements: Filtering, Regression Testing & more
lfittl
4
780
Other Decks in Technology
See All in Technology
入社したばかりでもできる、 アクセシビリティ改善の第一歩
unachang113
2
350
ZOZOTOWNカート決済リプレイス ── モジュラモノリスという過渡期戦略
zozotech
PRO
0
520
生成AI時代に若手エンジニアが最初に覚えるべき内容と、その学習法
starfish719
2
600
プロダクト負債と歩む持続可能なサービスを育てるための挑戦
sansantech
PRO
1
860
AWS re:Invent 2025 で頻出の 生成 AI サービスをおさらい
komakichi
2
210
Bedrock のコスト監視設計
fohte
2
220
機密情報の漏洩を防げ! Webフロントエンド開発で意識すべき漏洩パターンとその対策
mizdra
PRO
15
6.2k
2025年 面白の現在地 / Where Omoshiro Stands Today: 2025
acidlemon
0
530
Axon Frameworkのイベントストアを独自拡張した話
zozotech
PRO
0
230
IPv6-mostly field report from RubyKaigi 2026
sorah
0
150
改竄して学ぶコンテナサプライチェーンセキュリティ ~コンテナイメージの完全性を目指して~/tampering-container-supplychain-security
mochizuki875
1
380
Kubernetesと共にふりかえる! エンタープライズシステムのインフラ設計・テストの進め方大全
daitak
0
440
Featured
See All Featured
GraphQLの誤解/rethinking-graphql
sonatard
73
11k
Refactoring Trust on Your Teams (GOTO; Chicago 2020)
rmw
35
3.2k
The Illustrated Children's Guide to Kubernetes
chrisshort
51
51k
XXLCSS - How to scale CSS and keep your sanity
sugarenia
249
1.3M
Visualization
eitanlees
150
16k
Exploring the Power of Turbo Streams & Action Cable | RailsConf2023
kevinliebholz
36
6.1k
The Hidden Cost of Media on the Web [PixelPalooza 2025]
tammyeverts
1
45
Thoughts on Productivity
jonyablonski
73
4.9k
Creating an realtime collaboration tool: Agile Flush - .NET Oxford
marcduiker
34
2.3k
Understanding Cognitive Biases in Performance Measurement
bluesmoon
31
2.7k
[Rails World 2023 - Day 1 Closing Keynote] - The Magic of Rails
eileencodes
37
2.6k
Being A Developer After 40
akosma
91
590k
Transcript
@LukasFittl How to Scale Postgres: Automation, Tuning & Sharding
@LukasFittl
Scaling Postgres
Scaling Postgres
Automation Handling 100s of database servers
Consistency is key
Infrastructure as Code
Postgres Infrastructure as Code
Demo: Managing Configuration using Terraform
Cloud PaaS Synchronized Configuration Terraform
Cloud PaaS Synchronized Configuration Terraform Access Control (Roles, pg_hba.conf) Terraform
Cloud PaaS Synchronized Configuration Terraform Parameter Groups Access Control (Roles,
pg_hba.conf) Roles: Terraform HBA: Built-in Automatic Failover (for HA & Planned Updates) Built-in
Cloud PaaS Synchronized Configuration Terraform Parameter Groups Access Control (Roles,
pg_hba.conf) Roles: Terraform HBA: Built-in Automatic Failover (for HA & Planned Updates) Built-in Read Replicas Built-in
Cloud PaaS Synchronized Configuration Terraform Parameter Groups Access Control (Roles,
pg_hba.conf) Roles: Terraform HBA: Built-in Automatic Failover (for HA & Planned Updates) Built-in Read Replicas Built-in Backups Built-in
Cloud PaaS Synchronized Configuration Terraform Parameter Groups Access Control (Roles,
pg_hba.conf) Roles: Terraform HBA: Built-in Automatic Failover (for HA & Planned Updates) Built-in Read Replicas Built-in Backups Built-in Connection Pooling Manual Setup
Cloud PaaS Self-Managed VM Synchronized Configuration Terraform Parameter Groups ?
Access Control (Roles, pg_hba.conf) Roles: Terraform HBA: Built-in ? Automatic Failover (for HA & Planned Updates) Built-in ? Read Replicas Built-in ? Backups Built-in ? Connection Pooling Manual Setup ?
Cloud PaaS Self-Managed VM Synchronized Configuration Terraform Parameter Groups ?
Access Control (Roles, pg_hba.conf) Roles: Terraform HBA: Built-in ? Automatic Failover (for HA & Planned Updates) Built-in pg_auto_failover Read Replicas Built-in ? Backups Built-in ? Connection Pooling Manual Setup ?
pg_auto_failover: Simple, automated failover
pg_auto_failover
Demo: Postgres HA using pg_auto_failover
Tuning Making The Most Of Your Database Server
work_mem tuning
Out Of Memory vs Operations Spill To Disk
Temporary Files Written pg_stat_statements.temp_blks_written pg_stat_database.temp_bytes
Temporary Files Written (Per Query) log_temp_files = 0 Jan 20
09:18:58pm PST 28847 LOG: temporary file: path "base/pgsql_ pgsql_tmp28847.9", size 50658332 Jan 20 09:18:58pm PST 28847 STATEMENT: WITH servers AS ( SELECT …
When Sorts Spill To Disk, Increase work_mem However, be aware
of OOMs!
When you get a lot of Out of Memory Errors
Reduce work_mem!
VACUUM
autovacuum => SELECT pid, query FROM pg_stat_activity WHERE query LIKE
'autovacuum: %'; 10469 | autovacuum: VACUUM ANALYZE public.schema_columns 12848 | autovacuum: VACUUM public.replication_follower_stats 28626 | autovacuum: VACUUM public.schema_index_stats | (to prevent wraparound) (3 rows) pg_stat_activity
autovacuum pg_stat_progress_vacuum relid: OID of the table phase: current VACUUM
phase heap_blks_total: Heap Blocks Total heap_blks_scanned: Heap Blocks Scanned heap_blks_vacuumed: Heap Blocks Vacuumed …
Reduce autovacuum_vacuum_cost_delay To Increase VACUUM Speed 80 MB/s 8 MB/s
(20ms) (2ms) PG 12+ Older PG Default OS / Disk Reads
Use Table Partitioning For Append-Only + Delete Workloads (e.g. Timeseries)
Checkpoints
Data Directory WAL WAL WAL Buffer Cache Checkpointer WAL Checkpoints
Are Important For I/O Tuning
16688 LOG: checkpoint starting: xlog xlog = WAL exceeded max_wal_size,
checkpoint has to happen quickly time = checkpoint_timeout reached, checkpoint impact spread over time
Checkpoint Statistics pg_stat_bgwriter checkpoints_timed: # of scheduled checkpoints checkpoints_req: #
of requested checkpoints 1. Time Between Checkpoints 2. % of Timed Checkpoints
Increase max_wal_size / Reduce checkpoint_timeout To Have More Timed Checkpoints
(but be careful with recovery times)
Tune checkpoint_completion_target To Control I/O Impact of Timed Checkpoints (Often
0.9 is a good value, but depends on I/O Subsystem & Workload)
Demo: Postgres 13 WAL Monitoring
Sharding Scaling Beyond The Limits of a Single Server
Citus: Extension for Sharding Postgres
Select from table Coordinator Table metadata Select from table_1001 Select
from table_1003 Select from table_1002 Select from table_1004 Data node N Data node 2 Data node 1 Table_1001 Table_1003 Table_1002 Table_1004 Each node PostgreSQL with Citus installed 1 shard = 1 PostgreSQL table Sharding data across multiple nodes
Demo: Hyperscale (Citus) on Kubernetes with Azure Arc
Thank you!
[email protected]
@LukasFittl