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Kamil Bajda-Pawlikowski
Co-founder and CTO
www.starburstdata.com
Fast SQL-on-Anything
Alluxio meetup
2018 @ CA
Presto is SQL on anything
Query anything, anywhere
© 2018 2
Presto Users
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
5
Why Presto?
© 2018 6
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
7
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
12© 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
13© 2018
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/
14© 2018
Presto CBO Speedup
Duration of TPC-DS queries (lower is better)
© 2018 15
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
16© 2018
https://www.starburstdata.com/presto-aws/
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/
17
Why Starburst?
© 2018 18
Starburst Data
© 2018 19
Founded by Presto committers:
● Over 3 years of contributions to Presto
● Presto distro for on-prem and cloud env
● Supporting customers in production
● Enterprise subscription add-ons
Notable features contributed:
● ANSI SQL syntax enhancements
● Execution engine improvements
● Security integrations
● Spill to disk
● Cost-Based Optimizer
https://www.starburstdata.com/presto-enterprise/
Thank You!
20
Twitter: @starburstdata @prestodb
Blog: www.starburstdata.com/technical-blog/
Newsletter: www.starburstdata.com/newsletter
© 2018

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