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Modern OLAP Database System Design with FDAP (Andrew Lamb)
In this video I speak with Andrew Lamb, Staff Software Engineer @Influxdb. We discuss FDAP (Flight, DataFusion, Arrow, Parquet) stack for modern OLAP database system design. Andrew shared some insights into why the FDAP stack is so powerful in designing and implementing a modern OLAP database.
Chapters:
00:00 Introduction
01:48 Understanding Analytics: Transactional vs Analytical Databases
04:41 The Genesis and Goals of the FDAP Stack
09:31 Decoding FDAP: Flight, Data Fusion, Arrow, and Parquet
12:40 Apache Parquet: Revolutionizing Columnar Storage
17:18 Apache Arrow: The In-Memory Game Changer
23:51 Interoperability and Migration with Apache Arrow
27:10 Comparing Apache Parquet and Arrow
28:26 Exploring Data Mutability in Analytic Systems
29:19 Handling Data Updates and Deletions
29:24 The Role of Immutable Storage in Analytics
30:42 Optimizing Data Storage and Mutation Strategies
34:20 Introducing Flight: Simplifying Data Transfer
35:02 Deep Dive into Flight's Benefits and SQL Support
39:20 Unpacking Data Fusion's SQL Support and Extensibility
46:12 The Interplay of FDAP Components in Analytics
51:49 Future Directions and Innovations in Data Analytics
56:04 Concluding Thoughts on FDAP and Its Impact
FDAP Stack: https://www.influxdata.com/glossary/fdap-stack/
FDAP Blog: https://www.influxdata.com/blog/flight-datafusion-arrow-parquet-fdap-architecture-influxdb/
InfluxDB: https://www.influxdata.com/
Follow me on Linkedin and Twitter: https://www.linkedin.com/in/kaivalyaapte/ and https://twitter.com/thegeeknarrator
If you like this episode, please hit the like button and share it with your network.
Also please subscribe if you haven't yet.
Database internals series: https://youtu.be/yV_Zp0Mi3xs
Popular playlists:
Realtime streaming systems: https://www.youtube.com/playlist?list=PLL7QpTxsA4se-mAKKoVOs3VcaP71X_LA-
Software Engineering: https://www.youtube.com/playlist?list=PLL7QpTxsA4sf6By03bot5BhKoMgxDUU17
Distributed systems and databases: https://www.youtube.com/playlist?list=PLL7QpTxsA4sfLDUnjBJXJGFhhz94jDd_d
Modern databases: https://www.youtube.com/playlist?list=PLL7QpTxsA4scSeZAsCUXijtnfW5ARlrsN
Stay Curios! Keep Learning!
#datafusion #parquet #sql #OLAP #apachearrow #database #systemdesign
View all episodes
By Kaivalya Apte
5
33 ratings
In this video I speak with Andrew Lamb, Staff Software Engineer @Influxdb. We discuss FDAP (Flight, DataFusion, Arrow, Parquet) stack for modern OLAP database system design. Andrew shared some insights into why the FDAP stack is so powerful in designing and implementing a modern OLAP database.
Chapters:
00:00 Introduction
01:48 Understanding Analytics: Transactional vs Analytical Databases
04:41 The Genesis and Goals of the FDAP Stack
09:31 Decoding FDAP: Flight, Data Fusion, Arrow, and Parquet
12:40 Apache Parquet: Revolutionizing Columnar Storage
17:18 Apache Arrow: The In-Memory Game Changer
23:51 Interoperability and Migration with Apache Arrow
27:10 Comparing Apache Parquet and Arrow
28:26 Exploring Data Mutability in Analytic Systems
29:19 Handling Data Updates and Deletions
29:24 The Role of Immutable Storage in Analytics
30:42 Optimizing Data Storage and Mutation Strategies
34:20 Introducing Flight: Simplifying Data Transfer
35:02 Deep Dive into Flight's Benefits and SQL Support
39:20 Unpacking Data Fusion's SQL Support and Extensibility
46:12 The Interplay of FDAP Components in Analytics
51:49 Future Directions and Innovations in Data Analytics
56:04 Concluding Thoughts on FDAP and Its Impact
FDAP Stack: https://www.influxdata.com/glossary/fdap-stack/
FDAP Blog: https://www.influxdata.com/blog/flight-datafusion-arrow-parquet-fdap-architecture-influxdb/
InfluxDB: https://www.influxdata.com/
Follow me on Linkedin and Twitter: https://www.linkedin.com/in/kaivalyaapte/ and https://twitter.com/thegeeknarrator
If you like this episode, please hit the like button and share it with your network.
Also please subscribe if you haven't yet.
Database internals series: https://youtu.be/yV_Zp0Mi3xs
Popular playlists:
Realtime streaming systems: https://www.youtube.com/playlist?list=PLL7QpTxsA4se-mAKKoVOs3VcaP71X_LA-
Software Engineering: https://www.youtube.com/playlist?list=PLL7QpTxsA4sf6By03bot5BhKoMgxDUU17
Distributed systems and databases: https://www.youtube.com/playlist?list=PLL7QpTxsA4sfLDUnjBJXJGFhhz94jDd_d
Modern databases: https://www.youtube.com/playlist?list=PLL7QpTxsA4scSeZAsCUXijtnfW5ARlrsN
Stay Curios! Keep Learning!
#datafusion #parquet #sql #OLAP #apachearrow #database #systemdesign
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