In the fast-paced world of data management, scalability rules supreme and Citus plays an ever greater role. The question now is: How can we see what is going on inside Citus? How can businesses leverage monitoring technology to optimize their PostgreSQL database performance? Monitoring PostgreSQL and Citus Database monitoring is important regardless of the extension […]

While sharding is often advertised as “THE solution to PostgreSQL scalability”, it is necessary to keep some technical aspects in consideration in terms of performance. The rule is: Sharding should not be used without a deeper awareness of what it is you are actually doing to the data. It’s important to keep in mind that […]

PostgreSQL replication is not just a way to scale your database to run ever larger workloads: it’s also a way to make your database infrastructure redundant, more reliable and resilient. There is, however, a potential for replication lag, which needs to be monitored. How can you monitor replication lag in PostgreSQL? What is replication lag? […]

Citus is a capable sharding solution for PostgreSQL. It solves a ton of scalability issues: these can be addressed using a sharding approach. We at CYBERTEC have used Citus for some time and can wholeheartedly recommend it (check out our services to find out more). Since the need for PostgreSQL sharding is constantly growing, we […]

© Laurenz Albe 2023 Unless you use the binary collation, creating a b-tree index to support a LIKE condition in PostgreSQL is not straightforward. This keeps surprising Oracle users, who claim that a regular b-tree index will of course always support LIKE. I decided to explore the differences between Oracle and PostgreSQL when it comes […]

© Laurenz Albe 2023 There are several techniques to bulk load data into PostgreSQL. I decided to compare their performance in a simple test case. I’ll add some recommendations for parameter settings to improve the performance even more. An example table to bulk load data The table is simple enough: It is a narrow table […]

PostgreSQL is a powerful database which supports partitioning. In contrast to Oracle partitioning is part of the PostgreSQL core engine and does not need any additional licensing or extensions. If you migrate from Oracle to PostgreSQL this will be a major advantage. However, just like any other technology, partitioning is not without risk. While it […]

This post shows how to optimize a slow query that came out of the Reproducible Builds project. The Reproducible Builds initiative aims to make software compilation entirely deterministic, with no variation in the output when the build is run again. This makes software supply chain attacks much harder, but has also advantages for software quality […]

© Laurenz Albe 2023 SQL allows you to use subqueries almost anywhere where you could have a table or column name. All you have to do is surround the query with parentheses, like (SELECT …), and you can use it in arbitrary expressions. This makes SQL a powerful language – and one that can be […]

There are various compelling reasons to use universally unique identifiers (UUID) as primary keys. Two examples are: To be able to generate keys independently of the database To move sets of related records between different databases without having to deal with renumbering everything However, like everything good in life, UUID’s come with their own downsides. […]

© Laurenz Albe 2023 CLUSTER is sometimes the last resort to squeeze performance out of an index scan. Normally, you have to repeat CLUSTER regularly to maintain good performance. In this article, I will show you how you can get away without re-CLUSTERing even in the face of concurrent UPDATEs. Thanks to Steven Hulshof for […]

When talking to customers, sometimes I get the question: How should PostgreSQL installations deal with huge pages and large memory allocations? In particular, experienced Oracle DBA’s are interested in the details behind PostgreSQL and Huge Pages on Linux, so I’ll try to explain it in a bit more detail in the following blog post. What […]