Lessons Learned from benchmarking and profiling distributed PostgreSQL | POSETTE 2024
Key Takeaways
Shares lessons learned from benchmarking and profiling distributed PostgreSQL using Citus and YCSB
Original Description
Video of a conference talk about lessons learned from benchmarking and profilling distributed PostgreSQL presented by Lotte Felius at POSETTE: An Event for Postgres 2024. In this talk, I’ll explain how I investigated the performance of Citus using the Citus Benchmark Suite and YCSB. Quantifying performance however is not straightforward since Citus is a distributed system where queries are distributed across multiple worker nodes. Therefore, I’ll explain some of my learnings as a former intern with no prior experience in benchmarking Databases, which includes:
- The pros and cons of different architectures used for distributed database systems based on PostgreSQL
- Why quantifying performance is harder for distributed database systems and how you can use benchmarks to get an accurate indication of the performance
- How to identify bottlenecks based on benchmarking results and which optimizations you can possibly to do mitigate them
Lotte is currently a second year PhD student at the “Centrum voor Wiskunde & Informatica” (CWI), based in Amsterdam, Netherlands. She is in the Database Architectures group and her current research includes secure query processing, lightweight compression on GPUs and secure next-gen file formats. Former intern at Citus (Microsoft).
Chapters:
00:00 - Intro
01:44 - Architectures for Distributed PostreSQL
05:53 - The PostgreSQL Query Processing Pipeline
08:56 - The scope of the research
11:09 - Benchmarking Citus
17:41 - Identifying bottlenecks
22:14 - Key Takeaways
📕 Everything you need to know about POSETTE: An Event for Postgres 2024 can be found at: https://aka.ms/posette
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Watch more POSETTE talks: https://aka.ms/posette-playlist-2024
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Chapters (7)
Intro
1:44
Architectures for Distributed PostreSQL
5:53
The PostgreSQL Query Processing Pipeline
8:56
The scope of the research
11:09
Benchmarking Citus
17:41
Identifying bottlenecks
22:14
Key Takeaways
🎓
Tutor Explanation
DeepCamp AI