ANTI JOIN is a very useful operator from relational algebra. Regrettably, only few dialects support it in terms of SQL syntax, as we’ve written earlier. In jOOQ, you can write it as follows: If your RDBMS supports this natively (e.g. ClickHouse, Databricks), then it is rendered as such. Otherwise, jOOQ will translate this to: But … Continue reading Simplifying ANTI JOIN with jOOQ Syntax →
7 May 2026Best Practices and Lessons Learned from Writing Awesome Java and SQL Code. Get some hands-on insight on what's behind developing jOOQ.
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Some SQL operators are as esoteric as they’re powerful. One of the oldest operator that you’ve likely hardly ever used in real world applications is NATURAL JOIN which is the default in relational algebra. We’ve covered a funky use-case for NATURAL JOIN earlier on this blog. The main reason why it’s not very useful is … Continue reading Why JOIN USING Can Lead to Errors in SQL →
4 May 2026One of jOOQ’s most popular feature is the out-of-the-box debug logging experience. jOOQ developers find this feature very useful when developing their applications. Assuming you run a jOOQ query and configure your logger to print DEBUG log output: When this query is executed, your log output might contain something like this: Executing query : select … Continue reading Managing Sensitive Data in j
27 Mar 2026When implementing the awesome MULTISET operator in jOOQ, its implementation mostly relied on SQL/JSON support of various RDBMS. In short, while standard SQL supports nested collections via ARRAY or MULTISET operators like this: This is poorly supported in most RDBMS, so jOOQ emulates it using SQL/JSON as follows (or similar): Wait a second. A JSON … Continue reading Consider using JSON arrays inst
11 Aug 2025ARRAY types are a part of the ISO/IEC 9075 SQL standard. The standard specifies how to: But it is very unopinionated when it comes to function support. The ISO/IEC 9075-2:2023(E) 6.47 <array value expression> specifies concatenation of arrays, whereas the 6.48 <array value function> section lists a not extremely useful TRIM_ARRAY function, exclusively (using which … Continue reading When SQL Meets
27 Mar 2025RIGHT JOIN is an esoteric feature in the SQL language, and hardly ever seen in the real world, because almost every RIGHT JOIN can just be expressed as an equivalent LEFT JOIN. The following two statements are equivalent: It’s not unreasonable to expect these two statements to produce the same execution plan on most RDBMS, … Continue reading Think About SQL MERGE in Terms of a RIGHT JOIN →
13 Mar 2025Every product manager knows this situation: This is such a common pattern, and while it’s perfectly understandable for such a user to request this, it is so terribly wrong to give in to this user’s request. Why is it wrong? The features are unrelated Most of the time, the two features X1 and X2 are … Continue reading Resisting the Urge to Document Everything Everywhere →
28 Feb 2025New dialects: jOOQ 3.20 ships with 2 new experimental dialects: ClickHouse is a fast-moving SQL dialect with a historic vendor-specific syntax that is gradually migrated to a more standards compliant alternative, which is why our support is still experimental. A lot of behaviours differ from what one would expect elsewhere, including NULL handling, which is … Continue reading jOOQ 3.20 released wi
20 Feb 2025A cool standard SQL:2003 feature is the aggregate FILTER clause, which is supported natively by at least these RDBMS: The following aggregate function computes the number of rows per group which satifsy the FILTER clause: This is useful for pivot style queries, where multiple aggregate values are computed in one go. For most basic types … Continue reading Emulating SQL FILTER with Oracle JSON Aggr
3 Jun 2024I’ve blogged about generic ways of getting top 1 or top n per category queries before on this blog. An Oracle specific version in that post used the arcane KEEP syntax: This is a bit difficult to read when you see it for the first time. Think of it as a complicated way to say … Continue reading Getting Top 1 Values Per Group in Oracle →
1 Mar 2024In a previous blog post, we’ve advertised the use of SQL EXISTS rather than COUNT(*) to check for existence of a value in SQL. I.e. to check if in the Sakila database, actors called WAHLBERG have played in any films, instead of: Do this: (Depending on your dialect you may require a FROM DUAL clause, … Continue reading An Efficient Way to Check for Existence of Multiple Values in SQL →
16 Feb 2024One of jOOQ’s key features so far has always been to render pretty much exactly the SQL that users expect, without any surprises – unless some emulation is required to make a query work, of course. This means that while join elimination is a powerful feature of many RDBMS, it isn’t part of jOOQ’s feature … Continue reading A Hidden Benefit of Implicit Joins: Join Elimination →
10 Jan 2024jOOQ 3.19 finally delivers on a set of features that will greatly simplify your queries further, after jOOQ 3.11 introduced implicit to-one joins: What are these features? Many ORMs (e.g. JPA, Doctrine, jOOQ 3.11 and others) support “path joins” (they may have different names for this concept). A path join is a join derived from … Continue reading jOOQ 3.19’s new Explicit and Implicit to-many path
28 Dec 2023In MySQL, you cannot do this: The UPDATE statement will raise an error as follows: SQL Error [1093] [HY000]: You can’t specify target table ‘t’ for update in FROM clause People have considered this to be a bug in MySQL for ages, as most other RDBMS can do this without any issues, including MySQL clones: … Continue reading Workaround for MySQL’s “can’t specify target table for update in FROM clause
20 Dec 2023New Dialects It’s been a few releases since we’ve added support for new dialects, but finally some very interesting RDBMS of increasing popularity have joined the jOOQ family including: These dialects are available in all jOOQ editions. New dialect versions In addition to these entirely new dialects, big new CockroachDB and Oracle versions have shipped: … Continue reading jOOQ 3.19.0 Released with
15 Dec 2023Do you need to add a JDBC driver to your application, and don’t know its Maven coordinates? This blog post lists the most popular drivers from the jOOQ integration tests. Look up the latest versions directly on https://central.sonatype.com/ with parameters g:groupId a:artifactId, for example, the H2 database and driver: https://central.sonatype.com/search?q=g%3Acom.h2database+a%3Ah2 The list only
13 Dec 2023jOOQ’s DAO API is one of jOOQ’s most controversial features. When it was first implemented, it was implemented merely: There’s a strong hint about the third bullet given how popular Spring Data’s repository “pattern” is. A lot of developers just want to quickly fetch and store data, without giving individual queries much thought. A fun … Continue reading To DAO or not to DAO →
6 Dec 2023Need to connect to your RDBMS with JDBC and don’t have the JDBC connection URL or driver name at hand? No problem, just look up your RDBMS below:
1 Dec 2023Java’s package private visibility is an underrated feature. When you omit any visibility modifier in Java, then the default (for most objects) is package private, i.e. the object is visible only to types in the same package: In fact, a compilation unit (the .java file) can contain multiple such classes. You don’t have to create … Continue reading How to Generate Package Private Code with jOOQ’s Co
28 Jun 2023Microsoft T-SQL supports a language feature called table-valued parameter (TVP), which is a parameter of a table type that can be passed to a stored procedure or function. For example, you may write: This function takes a table-valued parameter (TVP), and produces a result set containing the cross product of the parameter table with itself. … Continue reading How to Pass a Table Valued Parameter t
25 Apr 2023