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Show HN: PostgreSQL performance and cost across 23 EC2 instance types

59 points - today at 12:40 PM


Hey! I'm Andrei.

I got frustrated by how people tend to build overcomplicated backend systems, being "motivated" by big tech case studies and popular books.

So, I started exploring lean architecture, and building my digital garden of ideas, approaches and data that align with this direction.

Here I want to present one of the tools – Sizing tool for PostgreSQL. I've benchmarked PostgreSQL on different EC2 instances and disks, with different initial data sets to see performance that these instances can give you. And I've built a tool to visualize this data, which I welcome you to explore.

So, you can put your usual input parameters, like needed RPS and disk size as input, and find out which instance will be the most cost-efficient for your needs.

You can read about the methodology here: https://postgres.saneengineer.com/about

I've tested one workload – mixed 90/10 read/write, and only selected configurations. But it is extensible, and I (and you – benchmark is open source: https://github.com/anivaniuk/sanebench) can run more configurations to have more data represented.

Does it look interesting? What workload should I benchmark next?

Source
  • nijave

    today at 5:13 PM

    Would be interesting to see huge pages and io2 impact.

    I did a smaller version on Azure and disk latency had a massive impact much more so than max IOPs (although their crappy storage offering needed like 64-128 iodepth to get advertised iops).

    Results seem mostly in line with expectations. Iirc vcpu is threads so on arm64 you get 4 smt1 cores vs Intel/AMD you get 2 smt2 cores.

      • anivan_

        today at 5:45 PM

        Good points, thanks. On huge pages: this is also about RDS vs self-managed EC2 Postgres. RDS effectively has "on" by default, but default self-managed (that I benchmarked) is "try" which is effectively "off". I'll update the methodology page to cover that, and, yeah, it makes sense to cover that separately.

        io2 is on my future-work list. And agree, I have the same feelings about IOPS.

    • mattlong

      today at 5:28 PM

      I'd be very curious to see you add the Optimized Reads instance types, e.g. r8gd or m8gd, to your benchmark. They add a local NVMe-based SSD block storage that serves as a cache in front of the network-based disks among other use cases. They have been a huge win for us for a read-heavy workload where the dataset is significantly larger than memory.

      Edit: Apologies, on a closer read, I realize you were not testing RDS but managing Postgres on EC2 directly.

        • anivan_

          today at 5:46 PM

          Yes, I want to cover RDS with all of its specifics as the next step.

          Thanks for highlighting this!

      • ballislife30

        today at 4:11 PM

        Would love to see a comparison between Aurora PostgreSQL and self-host PostgreSQL on the same EC2 instance type.

          • anivan_

            today at 4:17 PM

            Good point! I kept the configuration of the Postgres pretty close to the defaults, and it would be interesting to compare it with the same default Aurora Postgres.

            And it should be easy to add - I'll check it, thanks!

              • toredash

                today at 4:43 PM

                I would really see this compared to what AWS is offering via RDS

                  • anivan_

                    today at 4:51 PM

                    Yes! This was my initial dilemma - whether to test RDS or self-hosted Postgres on EC2. I decided to start with EC2 to be a bit more "pure", and remove cost overhead of RDS.

                    But support for RDS is my next candidate for development. Plus, comparison would also be interesting.

        • crudgen

          today at 5:14 PM

          Interesting, is there something like this for azure

            • anivan_

              today at 5:23 PM

              I was initially inspired by the https://instances.vantage.sh/, so, like them, I want to add other providers later. Like Azure and GCP.

              It would also be interesting to have cross-provider comparison. I think it's doable. Thanks!

          • rnagulapalle

            today at 3:51 PM

            [flagged]

            • today at 1:07 PM