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www.globalbigdataconference.com
Twitter : @bigdataconf
#GAIC
Kamil Bajda-Pawlikowski
Co-founder and CTO
www.starburstdata.com
SQL-on-Anything Engine for Interactive Analytics
Global AI conference
2018 @ Boston, MA
Presto is SQL on anything
Query anything, anywhere
© 2018 3
The Presto fan club
4© 2018
See more at https://github.com/prestodb/presto/wiki/Presto-Users
Presto in production
Facebook: 1000s of nodes, HDFS (ORC, RCFile), sharded MySQL, 1000s of users
Uber: 800+ nodes (2 clusters on premises) with 200K+ queries daily over HDFS (Parquet/ORC)
Twitter: 800+ nodes (several clusters on premises) for HDFS (Parquet)
LinkedIn: 350+ nodes (2 clusters on premises), 40K+ queries daily over HDFS (ORC), 600+ users
Netflix: 250+ nodes in AWS, 40+ PB in S3 (Parquet)
Lyft: 200+ nodes in AWS, 20K+ queries daily, 20+ PBs in Parquet
Yahoo! Japan: 200+ nodes (4 clusters on premises) for HDFS (ORC), ObjectStore, and Cassandra
FINRA: 120+ nodes in AWS, 4PB in S3 (ORC), 200+ users
6©2017 Starburst Data, Inc. All Rights Reserved
FALL 2012
6 developers
start Presto
development
SUMMER 2017
180+ Releases
50+ Contributors
5000+ Commits
WINTER 2017
Starburst is founded by
team of leading Presto
committers, Teradata
veterans
FALL 2013
Facebook open
sources Presto
SPRING 2015
Teradata joins the
Presto community,
begins investing
heavily in the project,
connects Teradata
to Presto via
QueryGrid
FALL 2008
Facebook open
sources Hive
7
Why Presto?
© 2018 8
Why Presto?
Community-driven
open source project
High performance ANSI SQL engine
• New Cost-Based Query Optimizer
• Proven scalability
• High concurrency
Separation of compute and
storage
• Scale storage and compute
independently
• No ETL or data integration
necessary to get to insights
• SQL-on-anything
No vendor lock-in
• No Hadoop distro vendor lock-in
• No storage engine vendor lock-in
• No cloud vendor lock-in
© 2018 9
Some key contributions from our team
Presto-Admin
For easy installation &
management of Presto
Security
Integrations
Such as Kerberos, LDAP,
and in-transit encryption
ANSI SQL syntax
Enhancements to fully
support TPC-H and TPC-DS
ODBC and JDBC
drivers
To enable BI tools such as
Tableau, Qlik, etc.
Presto Connectors
SQL Server, Cassandra,
and Kafka
Spill to disk
Capabilities for large
intermediate data sets
Containerization Cost-Based Query
Optimizer
Providing 10-15x
performance boost
© 2018 10
Run Presto with Docker or
Kubernetes
Beyond ANSI SQL
Presto offers a wide variety of built-in functions including:
● regular expression functions
● lambda expressions and functions
● geospatial functions
Complex data types:
● JSON
● ARRAY
● MAP
● ROW / STRUCT
SELECT regexp_extract_all('1a 2b 14m', 'd+'); -- [1, 2, 14]
SELECT filter(ARRAY [5, -6, NULL, 7], x -> x > 0); -- [5, 7]
SELECT transform(ARRAY [5, 6], x -> x + 1); -- [6, 7]
SELECT c.city_id, count(*) as trip_count
FROM trips_table as t
JOIN city_table as c
ON st_contains(c.geo_shape,
st_point(t.dest_lng, t.dest_lat))
WHERE t.trip_date = ‘2018-05-01’
GROUP BY 1
JDBC / ODBC drivers for BI/SQL tools
C/C++, Go, Java, Node.js, Python, PHP, R and Ruby on Rails
UDFs, UDAFs, Connector SPI
Tools, bindings, extensibility
https://www.starburstdata.com/presto-aws-cloud/
https://www.starburstdata.com/technical-blog/presto-available-on-aws-marketplace/
Presto on AWS
Fully integrated with AWS:
● Amazon S3
● AWS Glue Catalog
● Autoscaling
● AWS Marketplace
https://www.starburstdata.com/presto-azure/
https://azure.microsoft.com/en-us/blog/azure-hdinsight-and-starburst-brings-presto-to-micr
osoft-azure-customers/
Presto on Azure
Fully integrated with Azure HDInsight:
● Azure Blob Storage
● Azure Data Lake Storage
● External Hive Metastore
● Microsoft PowerBI
Presto
Performance
15© 2018
Built for Performance
Query Execution Engine:
● MPP-style pipelined in-memory execution
● Columnar and vectorized data processing
● Runtime query bytecode compilation
● Memory efficient data structures
● Multi-threaded multi-core execution
● Optimized readers for columnar formats (ORC and Parquet)
● Now also Cost-Based Optimizer
CBO in a nutshell
Cost-Based Optimizer v1 includes:
• support for statistics stored in Hive Metastore
• join reordering based on selectivity estimates and cost
• automatic join type selection (repartitioned vs broadcast)
• automatic left/right side selection for joined tables
https://www.starburstdata.com/technical-blog/
17© 2018
Starburst Presto vs. Github Presto
Duration of TPC-DS queries (lower is better)
© 2018 18
https://www.starburstdata.com/presto-benchmarks/
Cloud cost reduction
● on average 7x improvement vs EMR Presto
● EMR Presto cannot execute many TPC-DS queries
● All TPC-DS queries pass on Starburst Presto
19© 2018
https://www.starburstdata.com/presto-aws/
Roadmap
● CBO enhancements:
○ Additional rewrites
○ Costing for more operators
○ Built-in statistics collection
○ Exposing statistics for additional connectors
○ Additional types of statistics (e.g., histograms)
● General functionality:
○ Spill to disk enhancements
○ Geospatial functions performance
○ New connectors (Elasticsearch, Iceberg, Pulsar)
○ Resource-aware query submission
○ Misc performance improvements
Further reading
https://www.starburstdata.com/technical-blog/
https://fivetran.com/blog/warehouse-benchmark
https://www.concurrencylabs.com/blog/starburst-presto-vs-aws-emr-sql/
http://bytes.schibsted.com/bigdata-sql-query-engine-benchmark/
https://virtuslab.com/blog/benchmarking-spark-sql-presto-hive-bi-processing-g
oogles-cloud-dataproc/
https://eng.uber.com/presto/
21
Thank You!
22
Twitter: @starburstdata @prestodb
Blog: www.starburstdata.com/technical-blog/
Newsletter: www.starburstdata.com/newsletter
© 2018

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