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Polyglot ClickHouse
Aka integrating with remote data
Robert Hodges
10 September 2020
SF Bay ClickHouse Meetup
1
Introduction to Presenter
www.altinity.com
Leading software and services
provider for ClickHouse
Major committer and community
sponsor in US and Western Europe
Robert Hodges - Altinity CEO
30+ years on DBMS plus
virtualization and security.
ClickHouse is DBMS #20
Introduction to ClickHouse
SQL optimized for analytics
Runs on bare metal to cloud
Stores data in columns
Parallel and vectorized execution
Scales to many petabytes
Is Open source (Apache 2.0)
Is WAY fast on analytic queries
a b c d
a b c d
a b c d
a b c d
What do we mean by a polyglot database?
100% Non-
Polyglot
100%
Polyglot
Object
Storage
RDBMS
NoSQL
Event
Queue
App
App
App
App
More direct accessMore “translators”
ClickHouse is definitely polyglot
S3
ODBC
MySQL Kafka
Redis
HDFS File
MongoDB Cassandra
JDBC
Accessing remote data from ClickHouse
Remote
Data
Source
Database Engine
Table Engine
Table Function
Dictionary
ClickHouse
Accessing MySQL
data using a
database engine
MySQL sample tables
request_id*
datetime
date
customer_id
sku_id
Table: traffic
id*
name
Table: customer
id*
name
Table: sku
Database: repl
Access a MySQL database from ClickHouse
CREATE DATABASE mysql_repl
ENGINE=MySQL(
'127.0.0.1:3306',
'repl',
'root',
'secret')
use mysql_repl
show tables
Database engine
Selecting MySQL data from ClickHouse
SELECT
t.datetime, t.date, t.request_id,
t.name customer, s.name sku
FROM (
SELECT t.* FROM traffic t
JOIN customer c ON t.customer_id = c.id) AS t
JOIN sku s ON t.sku_id = s.id
WHERE customer_id = 5
ORDER BY t.request_id LIMIT 10
Predicate pushed
down to MySQL
Accessing Kafka
using a Table
Engine
Standard flow from Kafka to ClickHouse
Topic
Contains
messages
Kafka Table Engine
Encapsulates topic
within ClickHouse
Materialized View
Fetches Rows
Target Table
Stores Rows
Create target table
CREATE TABLE readings (
readings_id Int32 Codec(DoubleDelta, LZ4),
time DateTime Codec(DoubleDelta, LZ4),
date ALIAS toDate(time),
temperature Decimal(5,2) Codec(T64, LZ4)
) Engine = MergeTree
PARTITION BY toYYYYMM(time)
Create Kafka Engine table
CREATE TABLE readings_queue (
readings_id Int32,
time DateTime,
temperature Decimal(5,2)
) ENGINE = Kafka SETTINGS
kafka_broker_list = 'kafka-headless.kafka:9092',
kafka_topic_list = 'readings',
kafka_group_name = 'readings_consumer_group1',
kafka_num_consumers = '1',
kafka_format = 'CSV' Format
Connection
info
Create materialized view to transfer data
CREATE MATERIALIZED VIEW readings_queue_mv
TO readings
AS
SELECT readings_id, time, temperature
FROM readings_queue;
Accessing S3 and
Snowflake using
table functions
Select from S3 CSV to ClickHouse table
SET max_insert_threads=32
INSERT INTO sdata
SELECT * FROM s3(
'https://s3.us-east-1.amazonaws.com/d1-altinity/data/sdata*.csv',
'aws_access_key_id',
'aws_secret_access_key',
'CSVWithNames',
'DevId Int32, Type String, MDate Date, MDatetime
DateTime, Value Float64')
Parallelize!
Use host/bucket to
enable wildcards
Format & Schema
Write from ClickHouse to S3 Parquet file
INSERT INTO TABLE FUNCTION
s3(
'https://d1-altinity.s3.amazonaws.com/data/sdata.parquet',
'aws_access_key_id',
'aws_secret_access_key',
'Parquet',
'DevId Int32, Type String, MDate Date, MDatetime
DateTime, Value Float64')
SELECT DevId, Type, MDate, MDatetime, Value FROM sdata
Where to write
What to write
Single host does not
allow wildcard
Select directly from S3 Parquet
SELECT * FROM s3(
'https://d1-altinity.s3.amazonaws.com/data/sdata.parquet',
'aws_access_key_id', 'aws_secret_access_key','Parquet',
'DevId Int32, Type String, MDate Date, MDatetime
DateTime, Value Float64')
┌─DevId─┬─Type─┬──────MDate─┬───────────MDatetime─┬─Value─┐
│ 0 │ test │ 2020-08-30 │ 2020-08-30 01:00:00 │ 0 │
│ 0 │ test │ 2020-08-30 │ 2020-08-30 01:00:15 │ 150 │
│ 0 │ test │ 2020-08-30 │ 2020-08-30 01:00:30 │ 300 │
│ 0 │ test │ 2020-08-30 │ 2020-08-30 01:00:45 │ 450 │
. . .
Experimental: Connect ODBC to Snowflake!
[snowflake]
Description=SnowflakeDB
Driver=SnowflakeDSIIDriver
Locale=en-US
SERVER=gxa99999.snowflakecomputing.com
PORT=443
SSL=on
ACCOUNT=gxa99999
DATABASE=snowflake_sample_data
UID = <user>
PWD = <password>
Snowflake
Data Source
Moving data from Snowflake to ClickHouse
CREATE TABLE nation (
N_NATIONKEY UInt64,
N_NAME String,
N_REGIONKEY UInt64,
N_COMMENT String )
ENGINE=Log
INSERT INTO nation
SELECT *
FROM odbc('DSN=snowflake', 'TPCH_SF001', 'NATION')
Schema Table
Names are case-sensitive!Use Snowflake
history in console
Snowflake data, in a ClickHouse near you
SELECT
N_NATIONKEY, N_NAME,
N_REGIONKEY, substring(N_COMMENT, 1, 25)
FROM nation LIMIT 5
┌─N_NATIONKEY─┬─N_NAME────┬─N_REGIONKEY─┬─substring(N_COMMENT, 1, 25)─┐
│ 0 │ ALGERIA │ 0 │ haggle. carefully final │
│ 1 │ ARGENTINA │ 1 │ al foxes promise slyly ac │
│ 2 │ BRAZIL │ 1 │ y alongside of the pendin │
│ 3 │ CANADA │ 1 │ eas hang ironic, silent p │
│ 4 │ EGYPT │ 4 │ y above the carefully unu │
└─────────────┴───────────┴─────────────┴─────────────────────────────┘
Wrap-up
Key Takeaways
● ClickHouse can access a wide range of data stores
● Stability of connectivity varies
○ MySQL is very stable
○ S3 is new, use 20.6
○ Data stores like Snowflake are experimental
● Try them out, post issues, and make them better
● ClickHouse polyglot capabilities improve constantly
○ MaterializeMySQL engine reads MySQL binlog (20.8)
More Reading
● ClickHouse.tech:
○ Database engines
○ Table engines
○ Table functions
○ Dictionaries
● Altinity blog: https://altinity.com/blog/
Thank you!
We are hiring
Contacts:
info@altinity.com
Visit us at:
https://www.altinity.com
ClickHouse:
https://ClickHouse.tech

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Polyglot ClickHouse -- ClickHouse SF Meetup Sept 10

  • 1. Polyglot ClickHouse Aka integrating with remote data Robert Hodges 10 September 2020 SF Bay ClickHouse Meetup 1
  • 2. Introduction to Presenter www.altinity.com Leading software and services provider for ClickHouse Major committer and community sponsor in US and Western Europe Robert Hodges - Altinity CEO 30+ years on DBMS plus virtualization and security. ClickHouse is DBMS #20
  • 3. Introduction to ClickHouse SQL optimized for analytics Runs on bare metal to cloud Stores data in columns Parallel and vectorized execution Scales to many petabytes Is Open source (Apache 2.0) Is WAY fast on analytic queries a b c d a b c d a b c d a b c d
  • 4. What do we mean by a polyglot database? 100% Non- Polyglot 100% Polyglot Object Storage RDBMS NoSQL Event Queue App App App App More direct accessMore “translators”
  • 5. ClickHouse is definitely polyglot S3 ODBC MySQL Kafka Redis HDFS File MongoDB Cassandra JDBC
  • 6. Accessing remote data from ClickHouse Remote Data Source Database Engine Table Engine Table Function Dictionary ClickHouse
  • 7. Accessing MySQL data using a database engine
  • 8. MySQL sample tables request_id* datetime date customer_id sku_id Table: traffic id* name Table: customer id* name Table: sku Database: repl
  • 9. Access a MySQL database from ClickHouse CREATE DATABASE mysql_repl ENGINE=MySQL( '127.0.0.1:3306', 'repl', 'root', 'secret') use mysql_repl show tables Database engine
  • 10. Selecting MySQL data from ClickHouse SELECT t.datetime, t.date, t.request_id, t.name customer, s.name sku FROM ( SELECT t.* FROM traffic t JOIN customer c ON t.customer_id = c.id) AS t JOIN sku s ON t.sku_id = s.id WHERE customer_id = 5 ORDER BY t.request_id LIMIT 10 Predicate pushed down to MySQL
  • 11. Accessing Kafka using a Table Engine
  • 12. Standard flow from Kafka to ClickHouse Topic Contains messages Kafka Table Engine Encapsulates topic within ClickHouse Materialized View Fetches Rows Target Table Stores Rows
  • 13. Create target table CREATE TABLE readings ( readings_id Int32 Codec(DoubleDelta, LZ4), time DateTime Codec(DoubleDelta, LZ4), date ALIAS toDate(time), temperature Decimal(5,2) Codec(T64, LZ4) ) Engine = MergeTree PARTITION BY toYYYYMM(time)
  • 14. Create Kafka Engine table CREATE TABLE readings_queue ( readings_id Int32, time DateTime, temperature Decimal(5,2) ) ENGINE = Kafka SETTINGS kafka_broker_list = 'kafka-headless.kafka:9092', kafka_topic_list = 'readings', kafka_group_name = 'readings_consumer_group1', kafka_num_consumers = '1', kafka_format = 'CSV' Format Connection info
  • 15. Create materialized view to transfer data CREATE MATERIALIZED VIEW readings_queue_mv TO readings AS SELECT readings_id, time, temperature FROM readings_queue;
  • 16. Accessing S3 and Snowflake using table functions
  • 17. Select from S3 CSV to ClickHouse table SET max_insert_threads=32 INSERT INTO sdata SELECT * FROM s3( 'https://s3.us-east-1.amazonaws.com/d1-altinity/data/sdata*.csv', 'aws_access_key_id', 'aws_secret_access_key', 'CSVWithNames', 'DevId Int32, Type String, MDate Date, MDatetime DateTime, Value Float64') Parallelize! Use host/bucket to enable wildcards Format & Schema
  • 18. Write from ClickHouse to S3 Parquet file INSERT INTO TABLE FUNCTION s3( 'https://d1-altinity.s3.amazonaws.com/data/sdata.parquet', 'aws_access_key_id', 'aws_secret_access_key', 'Parquet', 'DevId Int32, Type String, MDate Date, MDatetime DateTime, Value Float64') SELECT DevId, Type, MDate, MDatetime, Value FROM sdata Where to write What to write Single host does not allow wildcard
  • 19. Select directly from S3 Parquet SELECT * FROM s3( 'https://d1-altinity.s3.amazonaws.com/data/sdata.parquet', 'aws_access_key_id', 'aws_secret_access_key','Parquet', 'DevId Int32, Type String, MDate Date, MDatetime DateTime, Value Float64') ┌─DevId─┬─Type─┬──────MDate─┬───────────MDatetime─┬─Value─┐ │ 0 │ test │ 2020-08-30 │ 2020-08-30 01:00:00 │ 0 │ │ 0 │ test │ 2020-08-30 │ 2020-08-30 01:00:15 │ 150 │ │ 0 │ test │ 2020-08-30 │ 2020-08-30 01:00:30 │ 300 │ │ 0 │ test │ 2020-08-30 │ 2020-08-30 01:00:45 │ 450 │ . . .
  • 20. Experimental: Connect ODBC to Snowflake! [snowflake] Description=SnowflakeDB Driver=SnowflakeDSIIDriver Locale=en-US SERVER=gxa99999.snowflakecomputing.com PORT=443 SSL=on ACCOUNT=gxa99999 DATABASE=snowflake_sample_data UID = <user> PWD = <password> Snowflake Data Source
  • 21. Moving data from Snowflake to ClickHouse CREATE TABLE nation ( N_NATIONKEY UInt64, N_NAME String, N_REGIONKEY UInt64, N_COMMENT String ) ENGINE=Log INSERT INTO nation SELECT * FROM odbc('DSN=snowflake', 'TPCH_SF001', 'NATION') Schema Table Names are case-sensitive!Use Snowflake history in console
  • 22. Snowflake data, in a ClickHouse near you SELECT N_NATIONKEY, N_NAME, N_REGIONKEY, substring(N_COMMENT, 1, 25) FROM nation LIMIT 5 ┌─N_NATIONKEY─┬─N_NAME────┬─N_REGIONKEY─┬─substring(N_COMMENT, 1, 25)─┐ │ 0 │ ALGERIA │ 0 │ haggle. carefully final │ │ 1 │ ARGENTINA │ 1 │ al foxes promise slyly ac │ │ 2 │ BRAZIL │ 1 │ y alongside of the pendin │ │ 3 │ CANADA │ 1 │ eas hang ironic, silent p │ │ 4 │ EGYPT │ 4 │ y above the carefully unu │ └─────────────┴───────────┴─────────────┴─────────────────────────────┘
  • 24. Key Takeaways ● ClickHouse can access a wide range of data stores ● Stability of connectivity varies ○ MySQL is very stable ○ S3 is new, use 20.6 ○ Data stores like Snowflake are experimental ● Try them out, post issues, and make them better ● ClickHouse polyglot capabilities improve constantly ○ MaterializeMySQL engine reads MySQL binlog (20.8)
  • 25. More Reading ● ClickHouse.tech: ○ Database engines ○ Table engines ○ Table functions ○ Dictionaries ● Altinity blog: https://altinity.com/blog/
  • 26. Thank you! We are hiring Contacts: info@altinity.com Visit us at: https://www.altinity.com ClickHouse: https://ClickHouse.tech