SlideShare a Scribd company logo
1 of 15
Download to read offline
Let’s turn your PostgreSQL
into columnar store with
cstore_fdw
Jan Holčapek
PgConf EU 2015 Vienna
What’s cstore_fdw?
Foreign data wrapper allowing for storing and reading data in
a columnar fashion.
Trivia: foreign data wrapper
Extensibility feature of PostgreSQL introduced in 9.1.
Means for accessing data outside the database.
Plenty of them
https://wiki.postgresql.org/wiki/Foreign_data_wrappers
Two of them officially supported
file_fdw
postgres_fdw
Trivia: columnar storage
Row-oriented store: data for a particular row are stored
consecutively on a disk.
Column-oriented store: data for a particular column are
stored consecutively on a disk.
col 1 col 2 ... ... ... ... col N-1 col N
col 1 col 2 ... ... ... ... col N-1 col N
Naïve example
Table
100 columns
10 million rows
1 billion values
Sum of a single column
Row store
Read 1 billion values to use only 10 million of them
Column store
Read 10 million values actually needed
Benefits of columnar storage
Less I/O
Projections
Better compression and/or encoding
Column-level aggregates
What’s cstore_fdw again?
Foreign data wrapper allowing for storing data to and reading
data from the CStore file format.
CStore file format
Derived from ORC format
Optimized Row Columnar employed in Apache Hive
Row stripes, row blocks, skip lists
col 1 col 2 ... col N-1 col N
val 1 val 5 val 9
val 2 val 6 val 10
val 3 val 7 ...
val 4 val 8
How to get it
Download and compile manually
git clone git@github.com:citusdata/cstore_fdw.git
cd cstore_fdw
make
sudo make install
edit postgresql.conf
add cstore_fdw to shared_preload_libraries
restart postgresql
Wait until there’s a Fedora package
https://bugzilla.redhat.com/show_bug.cgi?id=1265101
dnf install postgresql-cstore_fdw
How to get it working
As a superuser
CREATE EXTENSION cstore_fdw;
GRANT USAGE ON FOREIGN DATA WRAPPER TO public;
As a regular user
CREATE SERVER cstore_server FOREIGN DATA WRAPPER cstore_fdw;
CREATE FOREIGN TABLE foo (...)
SERVER cstore_server
OPTIONS (
filename ’/tmp/foo’,
stripe_row_count 150000,
block_row_count 10000,
compression ’pglz’ -- or ’none’
);
What we can do with cstore
Version 1.3 released in July 2015
Create foreign table
Alter foreign table
Add or drop columns
Load data using COPY
Load data using INSERT INTO … SELECT
Unload data using COPY TO
What we cannot do with cstore
Plain insert
Update
Upsert
Delete data
Truncate
Conclusion
Not a good match for OLTP workload
Great match for OLAP workload
Demo!
create native and cstore tables, load it with data
compare loading times and disk utilization
simple sum with date limit
sum with group by with date limit
slightly more complex query
That’s all folks!
Give cstore_fdw a try. Thank you!
Let Citus Data guys know how you like it or what you are missing. Thank you!
Submit feedback on my talk. Thank you!

More Related Content

What's hot

MySQL Parallel Replication: All the 5.7 and 8.0 Details (LOGICAL_CLOCK)
MySQL Parallel Replication: All the 5.7 and 8.0 Details (LOGICAL_CLOCK)MySQL Parallel Replication: All the 5.7 and 8.0 Details (LOGICAL_CLOCK)
MySQL Parallel Replication: All the 5.7 and 8.0 Details (LOGICAL_CLOCK)Jean-François Gagné
 
Scylla Summit 2022: How to Migrate a Counter Table for 68 Billion Records
Scylla Summit 2022: How to Migrate a Counter Table for 68 Billion RecordsScylla Summit 2022: How to Migrate a Counter Table for 68 Billion Records
Scylla Summit 2022: How to Migrate a Counter Table for 68 Billion RecordsScyllaDB
 
Pinot: Near Realtime Analytics @ Uber
Pinot: Near Realtime Analytics @ UberPinot: Near Realtime Analytics @ Uber
Pinot: Near Realtime Analytics @ UberXiang Fu
 
ClickHouse Deep Dive, by Aleksei Milovidov
ClickHouse Deep Dive, by Aleksei MilovidovClickHouse Deep Dive, by Aleksei Milovidov
ClickHouse Deep Dive, by Aleksei MilovidovAltinity Ltd
 
PostgreSQL WAL for DBAs
PostgreSQL WAL for DBAs PostgreSQL WAL for DBAs
PostgreSQL WAL for DBAs PGConf APAC
 
Streaming Data Lakes using Kafka Connect + Apache Hudi | Vinoth Chandar, Apac...
Streaming Data Lakes using Kafka Connect + Apache Hudi | Vinoth Chandar, Apac...Streaming Data Lakes using Kafka Connect + Apache Hudi | Vinoth Chandar, Apac...
Streaming Data Lakes using Kafka Connect + Apache Hudi | Vinoth Chandar, Apac...HostedbyConfluent
 
Solving PostgreSQL wicked problems
Solving PostgreSQL wicked problemsSolving PostgreSQL wicked problems
Solving PostgreSQL wicked problemsAlexander Korotkov
 
All about Zookeeper and ClickHouse Keeper.pdf
All about Zookeeper and ClickHouse Keeper.pdfAll about Zookeeper and ClickHouse Keeper.pdf
All about Zookeeper and ClickHouse Keeper.pdfAltinity Ltd
 
Ceph Introduction 2017
Ceph Introduction 2017  Ceph Introduction 2017
Ceph Introduction 2017 Karan Singh
 
Hadoop Strata Talk - Uber, your hadoop has arrived
Hadoop Strata Talk - Uber, your hadoop has arrived Hadoop Strata Talk - Uber, your hadoop has arrived
Hadoop Strata Talk - Uber, your hadoop has arrived Vinoth Chandar
 
The Full MySQL and MariaDB Parallel Replication Tutorial
The Full MySQL and MariaDB Parallel Replication TutorialThe Full MySQL and MariaDB Parallel Replication Tutorial
The Full MySQL and MariaDB Parallel Replication TutorialJean-François Gagné
 
2019.06.27 Intro to Ceph
2019.06.27 Intro to Ceph2019.06.27 Intro to Ceph
2019.06.27 Intro to CephCeph Community
 
Tech Talk: RocksDB Slides by Dhruba Borthakur & Haobo Xu of Facebook
Tech Talk: RocksDB Slides by Dhruba Borthakur & Haobo Xu of FacebookTech Talk: RocksDB Slides by Dhruba Borthakur & Haobo Xu of Facebook
Tech Talk: RocksDB Slides by Dhruba Borthakur & Haobo Xu of FacebookThe Hive
 
PostgreSQL - Decoding Partitions
PostgreSQL - Decoding PartitionsPostgreSQL - Decoding Partitions
PostgreSQL - Decoding PartitionsBeena Emerson
 
Real-time, Exactly-once Data Ingestion from Kafka to ClickHouse at eBay
Real-time, Exactly-once Data Ingestion from Kafka to ClickHouse at eBayReal-time, Exactly-once Data Ingestion from Kafka to ClickHouse at eBay
Real-time, Exactly-once Data Ingestion from Kafka to ClickHouse at eBayAltinity Ltd
 
MariaDB Galera Cluster - Simple, Transparent, Highly Available
MariaDB Galera Cluster - Simple, Transparent, Highly AvailableMariaDB Galera Cluster - Simple, Transparent, Highly Available
MariaDB Galera Cluster - Simple, Transparent, Highly AvailableMariaDB Corporation
 
Hive + Tez: A Performance Deep Dive
Hive + Tez: A Performance Deep DiveHive + Tez: A Performance Deep Dive
Hive + Tez: A Performance Deep DiveDataWorks Summit
 
Postgresql Database Administration Basic - Day1
Postgresql  Database Administration Basic  - Day1Postgresql  Database Administration Basic  - Day1
Postgresql Database Administration Basic - Day1PoguttuezhiniVP
 

What's hot (20)

MySQL Parallel Replication: All the 5.7 and 8.0 Details (LOGICAL_CLOCK)
MySQL Parallel Replication: All the 5.7 and 8.0 Details (LOGICAL_CLOCK)MySQL Parallel Replication: All the 5.7 and 8.0 Details (LOGICAL_CLOCK)
MySQL Parallel Replication: All the 5.7 and 8.0 Details (LOGICAL_CLOCK)
 
Scylla Summit 2022: How to Migrate a Counter Table for 68 Billion Records
Scylla Summit 2022: How to Migrate a Counter Table for 68 Billion RecordsScylla Summit 2022: How to Migrate a Counter Table for 68 Billion Records
Scylla Summit 2022: How to Migrate a Counter Table for 68 Billion Records
 
Pinot: Near Realtime Analytics @ Uber
Pinot: Near Realtime Analytics @ UberPinot: Near Realtime Analytics @ Uber
Pinot: Near Realtime Analytics @ Uber
 
MySQL Shell for DBAs
MySQL Shell for DBAsMySQL Shell for DBAs
MySQL Shell for DBAs
 
ClickHouse Deep Dive, by Aleksei Milovidov
ClickHouse Deep Dive, by Aleksei MilovidovClickHouse Deep Dive, by Aleksei Milovidov
ClickHouse Deep Dive, by Aleksei Milovidov
 
PostgreSQL WAL for DBAs
PostgreSQL WAL for DBAs PostgreSQL WAL for DBAs
PostgreSQL WAL for DBAs
 
Streaming Data Lakes using Kafka Connect + Apache Hudi | Vinoth Chandar, Apac...
Streaming Data Lakes using Kafka Connect + Apache Hudi | Vinoth Chandar, Apac...Streaming Data Lakes using Kafka Connect + Apache Hudi | Vinoth Chandar, Apac...
Streaming Data Lakes using Kafka Connect + Apache Hudi | Vinoth Chandar, Apac...
 
Solving PostgreSQL wicked problems
Solving PostgreSQL wicked problemsSolving PostgreSQL wicked problems
Solving PostgreSQL wicked problems
 
All about Zookeeper and ClickHouse Keeper.pdf
All about Zookeeper and ClickHouse Keeper.pdfAll about Zookeeper and ClickHouse Keeper.pdf
All about Zookeeper and ClickHouse Keeper.pdf
 
Ceph Introduction 2017
Ceph Introduction 2017  Ceph Introduction 2017
Ceph Introduction 2017
 
Hadoop Strata Talk - Uber, your hadoop has arrived
Hadoop Strata Talk - Uber, your hadoop has arrived Hadoop Strata Talk - Uber, your hadoop has arrived
Hadoop Strata Talk - Uber, your hadoop has arrived
 
Presto
PrestoPresto
Presto
 
The Full MySQL and MariaDB Parallel Replication Tutorial
The Full MySQL and MariaDB Parallel Replication TutorialThe Full MySQL and MariaDB Parallel Replication Tutorial
The Full MySQL and MariaDB Parallel Replication Tutorial
 
2019.06.27 Intro to Ceph
2019.06.27 Intro to Ceph2019.06.27 Intro to Ceph
2019.06.27 Intro to Ceph
 
Tech Talk: RocksDB Slides by Dhruba Borthakur & Haobo Xu of Facebook
Tech Talk: RocksDB Slides by Dhruba Borthakur & Haobo Xu of FacebookTech Talk: RocksDB Slides by Dhruba Borthakur & Haobo Xu of Facebook
Tech Talk: RocksDB Slides by Dhruba Borthakur & Haobo Xu of Facebook
 
PostgreSQL - Decoding Partitions
PostgreSQL - Decoding PartitionsPostgreSQL - Decoding Partitions
PostgreSQL - Decoding Partitions
 
Real-time, Exactly-once Data Ingestion from Kafka to ClickHouse at eBay
Real-time, Exactly-once Data Ingestion from Kafka to ClickHouse at eBayReal-time, Exactly-once Data Ingestion from Kafka to ClickHouse at eBay
Real-time, Exactly-once Data Ingestion from Kafka to ClickHouse at eBay
 
MariaDB Galera Cluster - Simple, Transparent, Highly Available
MariaDB Galera Cluster - Simple, Transparent, Highly AvailableMariaDB Galera Cluster - Simple, Transparent, Highly Available
MariaDB Galera Cluster - Simple, Transparent, Highly Available
 
Hive + Tez: A Performance Deep Dive
Hive + Tez: A Performance Deep DiveHive + Tez: A Performance Deep Dive
Hive + Tez: A Performance Deep Dive
 
Postgresql Database Administration Basic - Day1
Postgresql  Database Administration Basic  - Day1Postgresql  Database Administration Basic  - Day1
Postgresql Database Administration Basic - Day1
 

Viewers also liked

GPGPU Accelerates PostgreSQL ~Unlock the power of multi-thousand cores~
GPGPU Accelerates PostgreSQL ~Unlock the power of multi-thousand cores~GPGPU Accelerates PostgreSQL ~Unlock the power of multi-thousand cores~
GPGPU Accelerates PostgreSQL ~Unlock the power of multi-thousand cores~Kohei KaiGai
 
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 ZFSTomas Vondra
 
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 ZFSTomas Vondra
 
PostgreSQL na EXT4, XFS, BTRFS a ZFS / FOSDEM PgDay 2016
PostgreSQL na EXT4, XFS, BTRFS a ZFS / FOSDEM PgDay 2016PostgreSQL na EXT4, XFS, BTRFS a ZFS / FOSDEM PgDay 2016
PostgreSQL na EXT4, XFS, BTRFS a ZFS / FOSDEM PgDay 2016Tomas Vondra
 
What's New in PostgreSQL 9.6
What's New in PostgreSQL 9.6What's New in PostgreSQL 9.6
What's New in PostgreSQL 9.6EDB
 
20170127 JAWS HPC-UG#8
20170127 JAWS HPC-UG#820170127 JAWS HPC-UG#8
20170127 JAWS HPC-UG#8Kohei KaiGai
 
PostgreSQL performance improvements in 9.5 and 9.6
PostgreSQL performance improvements in 9.5 and 9.6PostgreSQL performance improvements in 9.5 and 9.6
PostgreSQL performance improvements in 9.5 and 9.6Tomas Vondra
 
How does PostgreSQL work with disks: a DBA's checklist in detail. PGConf.US 2015
How does PostgreSQL work with disks: a DBA's checklist in detail. PGConf.US 2015How does PostgreSQL work with disks: a DBA's checklist in detail. PGConf.US 2015
How does PostgreSQL work with disks: a DBA's checklist in detail. PGConf.US 2015PostgreSQL-Consulting
 
PL/CUDA - Fusion of HPC Grade Power with In-Database Analytics
PL/CUDA - Fusion of HPC Grade Power with In-Database AnalyticsPL/CUDA - Fusion of HPC Grade Power with In-Database Analytics
PL/CUDA - Fusion of HPC Grade Power with In-Database AnalyticsKohei KaiGai
 
Linux tuning to improve PostgreSQL performance
Linux tuning to improve PostgreSQL performanceLinux tuning to improve PostgreSQL performance
Linux tuning to improve PostgreSQL performancePostgreSQL-Consulting
 
雑なMySQLパフォーマンスチューニング
雑なMySQLパフォーマンスチューニング雑なMySQLパフォーマンスチューニング
雑なMySQLパフォーマンスチューニングyoku0825
 

Viewers also liked (11)

GPGPU Accelerates PostgreSQL ~Unlock the power of multi-thousand cores~
GPGPU Accelerates PostgreSQL ~Unlock the power of multi-thousand cores~GPGPU Accelerates PostgreSQL ~Unlock the power of multi-thousand cores~
GPGPU Accelerates PostgreSQL ~Unlock the power of multi-thousand cores~
 
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
 
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
 
PostgreSQL na EXT4, XFS, BTRFS a ZFS / FOSDEM PgDay 2016
PostgreSQL na EXT4, XFS, BTRFS a ZFS / FOSDEM PgDay 2016PostgreSQL na EXT4, XFS, BTRFS a ZFS / FOSDEM PgDay 2016
PostgreSQL na EXT4, XFS, BTRFS a ZFS / FOSDEM PgDay 2016
 
What's New in PostgreSQL 9.6
What's New in PostgreSQL 9.6What's New in PostgreSQL 9.6
What's New in PostgreSQL 9.6
 
20170127 JAWS HPC-UG#8
20170127 JAWS HPC-UG#820170127 JAWS HPC-UG#8
20170127 JAWS HPC-UG#8
 
PostgreSQL performance improvements in 9.5 and 9.6
PostgreSQL performance improvements in 9.5 and 9.6PostgreSQL performance improvements in 9.5 and 9.6
PostgreSQL performance improvements in 9.5 and 9.6
 
How does PostgreSQL work with disks: a DBA's checklist in detail. PGConf.US 2015
How does PostgreSQL work with disks: a DBA's checklist in detail. PGConf.US 2015How does PostgreSQL work with disks: a DBA's checklist in detail. PGConf.US 2015
How does PostgreSQL work with disks: a DBA's checklist in detail. PGConf.US 2015
 
PL/CUDA - Fusion of HPC Grade Power with In-Database Analytics
PL/CUDA - Fusion of HPC Grade Power with In-Database AnalyticsPL/CUDA - Fusion of HPC Grade Power with In-Database Analytics
PL/CUDA - Fusion of HPC Grade Power with In-Database Analytics
 
Linux tuning to improve PostgreSQL performance
Linux tuning to improve PostgreSQL performanceLinux tuning to improve PostgreSQL performance
Linux tuning to improve PostgreSQL performance
 
雑なMySQLパフォーマンスチューニング
雑なMySQLパフォーマンスチューニング雑なMySQLパフォーマンスチューニング
雑なMySQLパフォーマンスチューニング
 

Similar to Let's turn your PostgreSQL into columnar store with cstore_fdw

CoreOS, or How I Learned to Stop Worrying and Love Systemd
CoreOS, or How I Learned to Stop Worrying and Love SystemdCoreOS, or How I Learned to Stop Worrying and Love Systemd
CoreOS, or How I Learned to Stop Worrying and Love SystemdRichard Lister
 
Get started with Microsoft SQL Polybase
Get started with Microsoft SQL PolybaseGet started with Microsoft SQL Polybase
Get started with Microsoft SQL PolybaseHenk van der Valk
 
Hadoop Architecture | HDFS Architecture | Hadoop Architecture Tutorial | HDFS...
Hadoop Architecture | HDFS Architecture | Hadoop Architecture Tutorial | HDFS...Hadoop Architecture | HDFS Architecture | Hadoop Architecture Tutorial | HDFS...
Hadoop Architecture | HDFS Architecture | Hadoop Architecture Tutorial | HDFS...Simplilearn
 
PostgreSQL 9.5 Foreign Data Wrappers
PostgreSQL 9.5 Foreign Data WrappersPostgreSQL 9.5 Foreign Data Wrappers
PostgreSQL 9.5 Foreign Data WrappersNicholas Kiraly
 
Build your own discovery index of scholary e-resources
Build your own discovery index of scholary e-resourcesBuild your own discovery index of scholary e-resources
Build your own discovery index of scholary e-resourcesMartin Czygan
 
Jörg Schad - Hybrid Cloud (Kubernetes, Spark, HDFS, …)-as-a-Service - Codemot...
Jörg Schad - Hybrid Cloud (Kubernetes, Spark, HDFS, …)-as-a-Service - Codemot...Jörg Schad - Hybrid Cloud (Kubernetes, Spark, HDFS, …)-as-a-Service - Codemot...
Jörg Schad - Hybrid Cloud (Kubernetes, Spark, HDFS, …)-as-a-Service - Codemot...Codemotion
 
Jörg Schad - Hybrid Cloud (Kubernetes, Spark, HDFS, …)-as-a-Service - Codemot...
Jörg Schad - Hybrid Cloud (Kubernetes, Spark, HDFS, …)-as-a-Service - Codemot...Jörg Schad - Hybrid Cloud (Kubernetes, Spark, HDFS, …)-as-a-Service - Codemot...
Jörg Schad - Hybrid Cloud (Kubernetes, Spark, HDFS, …)-as-a-Service - Codemot...Codemotion
 
Leveraging Hadoop in your PostgreSQL Environment
Leveraging Hadoop in your PostgreSQL EnvironmentLeveraging Hadoop in your PostgreSQL Environment
Leveraging Hadoop in your PostgreSQL EnvironmentJim Mlodgenski
 
X64 Workshop Linux Information Gathering
X64 Workshop Linux Information GatheringX64 Workshop Linux Information Gathering
X64 Workshop Linux Information GatheringAero Plane
 
Introduction to eBPF and XDP
Introduction to eBPF and XDPIntroduction to eBPF and XDP
Introduction to eBPF and XDPlcplcp1
 
Hw09 Hadoop Development At Facebook Hive And Hdfs
Hw09   Hadoop Development At Facebook  Hive And HdfsHw09   Hadoop Development At Facebook  Hive And Hdfs
Hw09 Hadoop Development At Facebook Hive And HdfsCloudera, Inc.
 
Let's Take A Look At The Boost Libraries
Let's Take A Look At The Boost LibrariesLet's Take A Look At The Boost Libraries
Let's Take A Look At The Boost LibrariesThomas Pollak
 
EKAW - Publishing with Triple Pattern Fragments
EKAW - Publishing with Triple Pattern FragmentsEKAW - Publishing with Triple Pattern Fragments
EKAW - Publishing with Triple Pattern FragmentsRuben Taelman
 
Querying 1.8 billion reddit comments with python
Querying 1.8 billion reddit comments with pythonQuerying 1.8 billion reddit comments with python
Querying 1.8 billion reddit comments with pythonDaniel Rodriguez
 
はじめてのGlusterFS
はじめてのGlusterFSはじめてのGlusterFS
はじめてのGlusterFSTakahiro Inoue
 
Reduce Resource Consumption & Clone in Seconds your Oracle Virtual Environmen...
Reduce Resource Consumption & Clone in Seconds your Oracle Virtual Environmen...Reduce Resource Consumption & Clone in Seconds your Oracle Virtual Environmen...
Reduce Resource Consumption & Clone in Seconds your Oracle Virtual Environmen...BertrandDrouvot
 
ceph optimization on ssd ilsoo byun-short
ceph optimization on ssd ilsoo byun-shortceph optimization on ssd ilsoo byun-short
ceph optimization on ssd ilsoo byun-shortNAVER D2
 

Similar to Let's turn your PostgreSQL into columnar store with cstore_fdw (20)

CoreOS, or How I Learned to Stop Worrying and Love Systemd
CoreOS, or How I Learned to Stop Worrying and Love SystemdCoreOS, or How I Learned to Stop Worrying and Love Systemd
CoreOS, or How I Learned to Stop Worrying and Love Systemd
 
PostgreSQL : Introduction
PostgreSQL : IntroductionPostgreSQL : Introduction
PostgreSQL : Introduction
 
Get started with Microsoft SQL Polybase
Get started with Microsoft SQL PolybaseGet started with Microsoft SQL Polybase
Get started with Microsoft SQL Polybase
 
Postgres clusters
Postgres clustersPostgres clusters
Postgres clusters
 
Hadoop Architecture | HDFS Architecture | Hadoop Architecture Tutorial | HDFS...
Hadoop Architecture | HDFS Architecture | Hadoop Architecture Tutorial | HDFS...Hadoop Architecture | HDFS Architecture | Hadoop Architecture Tutorial | HDFS...
Hadoop Architecture | HDFS Architecture | Hadoop Architecture Tutorial | HDFS...
 
PostgreSQL 9.5 Foreign Data Wrappers
PostgreSQL 9.5 Foreign Data WrappersPostgreSQL 9.5 Foreign Data Wrappers
PostgreSQL 9.5 Foreign Data Wrappers
 
Build your own discovery index of scholary e-resources
Build your own discovery index of scholary e-resourcesBuild your own discovery index of scholary e-resources
Build your own discovery index of scholary e-resources
 
Jörg Schad - Hybrid Cloud (Kubernetes, Spark, HDFS, …)-as-a-Service - Codemot...
Jörg Schad - Hybrid Cloud (Kubernetes, Spark, HDFS, …)-as-a-Service - Codemot...Jörg Schad - Hybrid Cloud (Kubernetes, Spark, HDFS, …)-as-a-Service - Codemot...
Jörg Schad - Hybrid Cloud (Kubernetes, Spark, HDFS, …)-as-a-Service - Codemot...
 
Jörg Schad - Hybrid Cloud (Kubernetes, Spark, HDFS, …)-as-a-Service - Codemot...
Jörg Schad - Hybrid Cloud (Kubernetes, Spark, HDFS, …)-as-a-Service - Codemot...Jörg Schad - Hybrid Cloud (Kubernetes, Spark, HDFS, …)-as-a-Service - Codemot...
Jörg Schad - Hybrid Cloud (Kubernetes, Spark, HDFS, …)-as-a-Service - Codemot...
 
Leveraging Hadoop in your PostgreSQL Environment
Leveraging Hadoop in your PostgreSQL EnvironmentLeveraging Hadoop in your PostgreSQL Environment
Leveraging Hadoop in your PostgreSQL Environment
 
X64 Workshop Linux Information Gathering
X64 Workshop Linux Information GatheringX64 Workshop Linux Information Gathering
X64 Workshop Linux Information Gathering
 
Introduction to eBPF and XDP
Introduction to eBPF and XDPIntroduction to eBPF and XDP
Introduction to eBPF and XDP
 
Hw09 Hadoop Development At Facebook Hive And Hdfs
Hw09   Hadoop Development At Facebook  Hive And HdfsHw09   Hadoop Development At Facebook  Hive And Hdfs
Hw09 Hadoop Development At Facebook Hive And Hdfs
 
Let's Take A Look At The Boost Libraries
Let's Take A Look At The Boost LibrariesLet's Take A Look At The Boost Libraries
Let's Take A Look At The Boost Libraries
 
EKAW - Publishing with Triple Pattern Fragments
EKAW - Publishing with Triple Pattern FragmentsEKAW - Publishing with Triple Pattern Fragments
EKAW - Publishing with Triple Pattern Fragments
 
Top ESXi command line v2.0
Top ESXi command line v2.0Top ESXi command line v2.0
Top ESXi command line v2.0
 
Querying 1.8 billion reddit comments with python
Querying 1.8 billion reddit comments with pythonQuerying 1.8 billion reddit comments with python
Querying 1.8 billion reddit comments with python
 
はじめてのGlusterFS
はじめてのGlusterFSはじめてのGlusterFS
はじめてのGlusterFS
 
Reduce Resource Consumption & Clone in Seconds your Oracle Virtual Environmen...
Reduce Resource Consumption & Clone in Seconds your Oracle Virtual Environmen...Reduce Resource Consumption & Clone in Seconds your Oracle Virtual Environmen...
Reduce Resource Consumption & Clone in Seconds your Oracle Virtual Environmen...
 
ceph optimization on ssd ilsoo byun-short
ceph optimization on ssd ilsoo byun-shortceph optimization on ssd ilsoo byun-short
ceph optimization on ssd ilsoo byun-short
 

Recently uploaded

Statistics notes ,it includes mean to index numbers
Statistics notes ,it includes mean to index numbersStatistics notes ,it includes mean to index numbers
Statistics notes ,it includes mean to index numberssuginr1
 
Top profile Call Girls In Hapur [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Hapur [ 7014168258 ] Call Me For Genuine Models We ...Top profile Call Girls In Hapur [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Hapur [ 7014168258 ] Call Me For Genuine Models We ...nirzagarg
 
Digital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham WareDigital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham WareGraham Ware
 
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi ArabiaIn Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabiaahmedjiabur940
 
High Profile Call Girls Service in Jalore { 9332606886 } VVIP NISHA Call Girl...
High Profile Call Girls Service in Jalore { 9332606886 } VVIP NISHA Call Girl...High Profile Call Girls Service in Jalore { 9332606886 } VVIP NISHA Call Girl...
High Profile Call Girls Service in Jalore { 9332606886 } VVIP NISHA Call Girl...kumargunjan9515
 
Gomti Nagar & best call girls in Lucknow | 9548273370 Independent Escorts & D...
Gomti Nagar & best call girls in Lucknow | 9548273370 Independent Escorts & D...Gomti Nagar & best call girls in Lucknow | 9548273370 Independent Escorts & D...
Gomti Nagar & best call girls in Lucknow | 9548273370 Independent Escorts & D...HyderabadDolls
 
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Valters Lauzums
 
SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...
SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...
SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...Elaine Werffeli
 
Jodhpur Park | Call Girls in Kolkata Phone No 8005736733 Elite Escort Service...
Jodhpur Park | Call Girls in Kolkata Phone No 8005736733 Elite Escort Service...Jodhpur Park | Call Girls in Kolkata Phone No 8005736733 Elite Escort Service...
Jodhpur Park | Call Girls in Kolkata Phone No 8005736733 Elite Escort Service...HyderabadDolls
 
Dubai Call Girls Peeing O525547819 Call Girls Dubai
Dubai Call Girls Peeing O525547819 Call Girls DubaiDubai Call Girls Peeing O525547819 Call Girls Dubai
Dubai Call Girls Peeing O525547819 Call Girls Dubaikojalkojal131
 
Gartner's Data Analytics Maturity Model.pptx
Gartner's Data Analytics Maturity Model.pptxGartner's Data Analytics Maturity Model.pptx
Gartner's Data Analytics Maturity Model.pptxchadhar227
 
Kings of Saudi Arabia, information about them
Kings of Saudi Arabia, information about themKings of Saudi Arabia, information about them
Kings of Saudi Arabia, information about themeitharjee
 
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...nirzagarg
 
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...ZurliaSoop
 
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...gajnagarg
 
TrafficWave Generator Will Instantly drive targeted and engaging traffic back...
TrafficWave Generator Will Instantly drive targeted and engaging traffic back...TrafficWave Generator Will Instantly drive targeted and engaging traffic back...
TrafficWave Generator Will Instantly drive targeted and engaging traffic back...SOFTTECHHUB
 
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...gajnagarg
 
Gulbai Tekra * Cheap Call Girls In Ahmedabad Phone No 8005736733 Elite Escort...
Gulbai Tekra * Cheap Call Girls In Ahmedabad Phone No 8005736733 Elite Escort...Gulbai Tekra * Cheap Call Girls In Ahmedabad Phone No 8005736733 Elite Escort...
Gulbai Tekra * Cheap Call Girls In Ahmedabad Phone No 8005736733 Elite Escort...gragchanchal546
 
Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...gajnagarg
 
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样wsppdmt
 

Recently uploaded (20)

Statistics notes ,it includes mean to index numbers
Statistics notes ,it includes mean to index numbersStatistics notes ,it includes mean to index numbers
Statistics notes ,it includes mean to index numbers
 
Top profile Call Girls In Hapur [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Hapur [ 7014168258 ] Call Me For Genuine Models We ...Top profile Call Girls In Hapur [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Hapur [ 7014168258 ] Call Me For Genuine Models We ...
 
Digital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham WareDigital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham Ware
 
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi ArabiaIn Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
 
High Profile Call Girls Service in Jalore { 9332606886 } VVIP NISHA Call Girl...
High Profile Call Girls Service in Jalore { 9332606886 } VVIP NISHA Call Girl...High Profile Call Girls Service in Jalore { 9332606886 } VVIP NISHA Call Girl...
High Profile Call Girls Service in Jalore { 9332606886 } VVIP NISHA Call Girl...
 
Gomti Nagar & best call girls in Lucknow | 9548273370 Independent Escorts & D...
Gomti Nagar & best call girls in Lucknow | 9548273370 Independent Escorts & D...Gomti Nagar & best call girls in Lucknow | 9548273370 Independent Escorts & D...
Gomti Nagar & best call girls in Lucknow | 9548273370 Independent Escorts & D...
 
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
 
SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...
SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...
SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...
 
Jodhpur Park | Call Girls in Kolkata Phone No 8005736733 Elite Escort Service...
Jodhpur Park | Call Girls in Kolkata Phone No 8005736733 Elite Escort Service...Jodhpur Park | Call Girls in Kolkata Phone No 8005736733 Elite Escort Service...
Jodhpur Park | Call Girls in Kolkata Phone No 8005736733 Elite Escort Service...
 
Dubai Call Girls Peeing O525547819 Call Girls Dubai
Dubai Call Girls Peeing O525547819 Call Girls DubaiDubai Call Girls Peeing O525547819 Call Girls Dubai
Dubai Call Girls Peeing O525547819 Call Girls Dubai
 
Gartner's Data Analytics Maturity Model.pptx
Gartner's Data Analytics Maturity Model.pptxGartner's Data Analytics Maturity Model.pptx
Gartner's Data Analytics Maturity Model.pptx
 
Kings of Saudi Arabia, information about them
Kings of Saudi Arabia, information about themKings of Saudi Arabia, information about them
Kings of Saudi Arabia, information about them
 
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
 
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
 
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...
Top profile Call Girls In dimapur [ 7014168258 ] Call Me For Genuine Models W...
 
TrafficWave Generator Will Instantly drive targeted and engaging traffic back...
TrafficWave Generator Will Instantly drive targeted and engaging traffic back...TrafficWave Generator Will Instantly drive targeted and engaging traffic back...
TrafficWave Generator Will Instantly drive targeted and engaging traffic back...
 
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
 
Gulbai Tekra * Cheap Call Girls In Ahmedabad Phone No 8005736733 Elite Escort...
Gulbai Tekra * Cheap Call Girls In Ahmedabad Phone No 8005736733 Elite Escort...Gulbai Tekra * Cheap Call Girls In Ahmedabad Phone No 8005736733 Elite Escort...
Gulbai Tekra * Cheap Call Girls In Ahmedabad Phone No 8005736733 Elite Escort...
 
Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Indore [ 7014168258 ] Call Me For Genuine Models We...
 
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
 

Let's turn your PostgreSQL into columnar store with cstore_fdw

  • 1. Let’s turn your PostgreSQL into columnar store with cstore_fdw Jan Holčapek PgConf EU 2015 Vienna
  • 2. What’s cstore_fdw? Foreign data wrapper allowing for storing and reading data in a columnar fashion.
  • 3. Trivia: foreign data wrapper Extensibility feature of PostgreSQL introduced in 9.1. Means for accessing data outside the database. Plenty of them https://wiki.postgresql.org/wiki/Foreign_data_wrappers Two of them officially supported file_fdw postgres_fdw
  • 4. Trivia: columnar storage Row-oriented store: data for a particular row are stored consecutively on a disk. Column-oriented store: data for a particular column are stored consecutively on a disk. col 1 col 2 ... ... ... ... col N-1 col N col 1 col 2 ... ... ... ... col N-1 col N
  • 5. Naïve example Table 100 columns 10 million rows 1 billion values Sum of a single column Row store Read 1 billion values to use only 10 million of them Column store Read 10 million values actually needed
  • 6. Benefits of columnar storage Less I/O Projections Better compression and/or encoding Column-level aggregates
  • 7. What’s cstore_fdw again? Foreign data wrapper allowing for storing data to and reading data from the CStore file format.
  • 8. CStore file format Derived from ORC format Optimized Row Columnar employed in Apache Hive Row stripes, row blocks, skip lists col 1 col 2 ... col N-1 col N val 1 val 5 val 9 val 2 val 6 val 10 val 3 val 7 ... val 4 val 8
  • 9. How to get it Download and compile manually git clone git@github.com:citusdata/cstore_fdw.git cd cstore_fdw make sudo make install edit postgresql.conf add cstore_fdw to shared_preload_libraries restart postgresql Wait until there’s a Fedora package https://bugzilla.redhat.com/show_bug.cgi?id=1265101 dnf install postgresql-cstore_fdw
  • 10. How to get it working As a superuser CREATE EXTENSION cstore_fdw; GRANT USAGE ON FOREIGN DATA WRAPPER TO public; As a regular user CREATE SERVER cstore_server FOREIGN DATA WRAPPER cstore_fdw; CREATE FOREIGN TABLE foo (...) SERVER cstore_server OPTIONS ( filename ’/tmp/foo’, stripe_row_count 150000, block_row_count 10000, compression ’pglz’ -- or ’none’ );
  • 11. What we can do with cstore Version 1.3 released in July 2015 Create foreign table Alter foreign table Add or drop columns Load data using COPY Load data using INSERT INTO … SELECT Unload data using COPY TO
  • 12. What we cannot do with cstore Plain insert Update Upsert Delete data Truncate
  • 13. Conclusion Not a good match for OLTP workload Great match for OLAP workload
  • 14. Demo! create native and cstore tables, load it with data compare loading times and disk utilization simple sum with date limit sum with group by with date limit slightly more complex query
  • 15. That’s all folks! Give cstore_fdw a try. Thank you! Let Citus Data guys know how you like it or what you are missing. Thank you! Submit feedback on my talk. Thank you!