Mark Paluch

Mark Paluch

Mark is Software Craftsman, Spring Data Project Lead at Pivotal, and Lead of the Lettuce Redis driver. His focus is now on reactive data integrations and R2DBC.

Blog posts by Mark Paluch

Repository Vector Search Methods

Engineering | May 23, 2025 | ...

The emergence of Large Language Models (LLM) has propelled Generative AI and surfaced one of its key components to a broad audience: Embeddings.

Embeddings are a vector representation of data in a high-dimensional space capturing their semantic meaning. Vector representations allow for more efficient and effective search (Vector Search) of similar items. Vector search is typically used to build Retrieval-augmented generation (RAG) systems and so there is demand for vector databases.

While new vector databases are on the rise, existing database engines are gradually incorporating vector search…

Spring Data 2025.0.0 goes GA

Releases | May 16, 2025 | ...

On behalf of the Spring Data engineering team and everyone who contributed to this release, I am delighted to announce the general availability of Spring Data 2025.0 from Maven Central! This release comes with driver upgrades and refinements in individual store modules.

Most notable changes include:

  • Vector type and Vector Search support in MongoDB and Apache Cassandra
  • Constructor Expression Derivation for DTO Projections in Spring Data JPA
  • Support for identifier generation using sequences in Spring Data JDBC and R2DBC
  • Index Creation using Cassandra 5 Storage-Attached Indexes

Please refer to our release notes for…

Spring Data 2025.1.0-M3 released

Releases | May 16, 2025 | ...

On behalf of the team and everyone who has contributed, I am pleased to announce the third milestone for the next Spring Data generation This milestone continues delivering new features and refinements mostly around infrastructure themes.

Ahead-of-Time Optimization for Repositories

Spring Data repositories can now be optimized at build time using the Spring AOT framework. AOT processing allows for faster startup times and reduced memory consumption featuring in the JPA (Hibernate only) and MongoDB modules. Ahead-of-Time optimizations capture some decisions that have been taken at build-time…

Spring Data 2024.1.6 and 2024.0.12 released

Releases | May 16, 2025 | ...

On behalf of the team and everyone who has contributed, I’m pleased to announce the availability of 2024.1.6 and 2024.0.12 service releases. These releases ship with dependency upgrades, fixes for regressions and selected improvements.

Note that OSS support for the 3.3.x development line (2024.0.x release train) is about to end by the end of June 2025. Please consider upgrading to the latest 3.4.x (2024.1.x release train) version at your earliest convenience.

The upcoming Spring Boot releases will pick up the above releases by next week.

2024.1.6

Spring Vault 3.1.3 and 3.2.0-M1 available

Releases | April 25, 2025 | ...

On behalf of the team and everyone who has contributed, I am pleased to announce that the Spring Vault 3.1.3 release is available now.

Spring Vault 3.1.3 ships with several bugfixes.

Spring Vault 3.2.0-M1 is the first milestone of the 3.2.x series. Notable enhancements are:

  • Add support for IMDSv2 on EC2
  • Support for Github Token Authentication

You can find the full changelog at https://github.com/spring-projects/spring-vault/releases/tag/3.2.0-M1. Going forward, we are going to ship Spring Vault 3.2 GA in May. This is going to be the last release of the 3.x development line. We're working…

Spring Data 2024.1.5 and 2024.0.11 released

Releases | April 22, 2025 | ...

On behalf of the team and everyone who has contributed, I’m pleased to announce the availability of 2024.1.5 and 2024.0.11 service releases. These releases ship with dependency upgrades, fixes for regressions and selected improvements.

The upcoming Spring Boot releases will pick up the above releases by next week.

2024.1.5

Spring Data 2025.1.0-M2 released

Releases | April 22, 2025 | ...

On behalf of the team and everyone who has contributed, I am pleased to announce a new milestone for the next Spring Data generation. The second milestone continues delivering new features and refinement mostly around infrastructure themes.

JSpecify

Spring Data is gradually migrating from Spring's Nullability annotations to JSpecify. The following projects are equipped with JSpecify annotations:

  • Commons
  • JPA
  • MongoDB
  • LDAP
  • Cassandra
  • KeyValue
  • Elasticsearch

Other modules will follow suit.

JPA Refinements

Apart from JSpecify, Spring Data JPA ships with a few refinements around the QueryEnhancer

Spring Data 2024.1.4 and 2024.0.10 released

Releases | March 14, 2025 | ...

On behalf of the team and everyone who has contributed, I’m pleased to announce the availability of 2024.1.4 and 2024.0.10 service releases. These releases ship with dependency upgrades, fixes for regressions and selected improvements.

The upcoming Spring Boot releases will pick up the above releases by next week.

2024.1.4

Spring Data 2025.0.0-M2 released

Releases | March 14, 2025 | ...

On behalf of the team and everyone who has contributed, I am pleased to announce the second milestone of Spring Data 2025.0.0 ("Spring Data 3.5").

There are a few features we want to highlight for you to explore:

  • Interface Projections using now are guarded properly throwing NullPointerException if a method return value is null (i.e. a getter method) although the method is defined to return a non-nullable value. This functionality is enabled for all Kotlin Interfaces. For all other interfaces, validation is enabled when the package or the interface is annotated with Nullability annotations and marked as non-null (or inherits @NonNullApi from the package level).
  • Hash Field Expiration for Spring Data Redis, extended Expiration command support, and support for GET … SET.
  • ValidatingEntityCallback and a reactive variant ReactiveValidatingEntityCallback

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