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Some Partners
● https://ursalabs.org
● Apache Arrow-powered
Data Science Tools
● Funded by corporate
partners
● Built in collaboration with
RStudio
Systems that move
structured data often
cause significant waste
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Server 1 Server 2 Server 3
Client 1 Client 2
Scalable Blob Storage
System 1 System 2 System 3
Executor Executor Executor
Executor /
Coordinator
Client
Result Set
Result Set
Result Set
Result Set
Result Set
Result Set
Executor Executor Executor Executor
Client
Result Set
Result Set
Result Set
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SCHEMA DICTIONARY DICTIONARY
RECORD
BATCH
RECORD
BATCH
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metadata body
https://www.snowflake.com/blog/fetching-query-results-from-snowflake-just-got-a-lot-faster-with-apache-arrow/
https://medium.com/google-cloud/announcing-google-cloud-bigquery-version-1-17-0-1fc428512171
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Client Planner
GetFlightInfo
FlightInfo
DoGet Data Nodes
FlightData
DoGet
FlightData
...
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message SQLQuery {
binary database_uri = 1;
binary query = 2;
}
Commands.proto GetFlightInfo RPC
type: CMD
cmd: <serialized command>
Client
DoGet
Data Node
FlightData
Row
Batch
Row
Batch
Row
Batch
Row
Batch
Row
Batch
...
Data transported in a Protocol
Buffer, but reads can be made
zero-copy by writing a custom
gRPC “deserializer”
Mainlining Databases: Supporting Fast Transactional Workloads on
Universal Columnar Data File Formats
Li, Butrovich, Ngom, Lim,
Pavlo, McKinney
https://arxiv.org/pdf/2004.14471.pdf
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