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https://github.com/redis/redis-om-spring

Spring Data Redis extensions for better search, documents models, and more
https://github.com/redis/redis-om-spring

java redis spring

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Spring Data Redis extensions for better search, documents models, and more

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README 

          


  


  


  Redis OM

  


  





Object Mapping (and more) for Redis!



---



**Redis OM Spring** extends [Spring Data Redis](https://spring.io/projects/spring-data-redis) to take full advantage of

[Redis](https://redis.io/). Read the Official Docs 📕 here 👉🏽 [Redis OM Spring](https://redis.github.io/redis-om-spring/)



| Stage                                             | Release                                      | Snapshot                                        | Coverage                                                                                                                                 | Issues                                                               | Resolution                                                                      | License                                  |

|---------------------------------------------------|----------------------------------------------|-------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------|---------------------------------------------------------------------------------|------------------------------------------|

| [![Project stage][badge-stage]][badge-stage-page] | [![Releases][badge-releases]][link-releases] | [![Snapshots][badge-snapshots]][link-snapshots] | [![codecov](https://codecov.io/gh/redis/redis-om-spring/graph/badge.svg?token=MBI8WSDM37)](https://codecov.io/gh/redis/redis-om-spring)  | [![Percentage of issues still open][badge-open-issues]][open-issues] | [![Average time to resolve an issue][badge-issue-resolution]][issue-resolution] | [![License][license-image]][license-url] |



Learn / Discuss / Collaborate



| Discord                                   | Twitch                                 | YouTube                                   | Twitter                                   |

|-------------------------------------------|----------------------------------------|-------------------------------------------|-------------------------------------------|

| [![Discord][discord-shield]][discord-url] | [![Twitch][twitch-shield]][twitch-url] | [![YouTube][youtube-shield]][youtube-url] | [![Twitter][twitter-shield]][twitter-url] |



  Table of contents



- [💡 Why Redis OM?](#-why-redis-om)

- [🍀 Redis OM Spring](#-redis-om-spring)

- [🏁 Getting Started](#-getting-started)

  - [🚀 Launch Redis](#-launch-redis)

  - [The SpringBoot App](#the-springboot-app)

  - [💁‍♂️ The Mapped Model](#-the-mapped-model)

  - [🧰 The Repository](#-the-repository)

  - [🚤 Querying with Entity Streams](#-querying-with-entity-streams)

    - [👭 Entity Meta-model](#-entity-meta-model)

- [💻 Maven configuration](#-maven-configuration)

  - [Official Releases](#official-releases)

    - [Explicitly configuring OM as an annotation processor](#explicitly-configuring-om-as-an-annotation-processor)

  - [Snapshots](#snapshots)

- [🐘 Gradle configuration](#-gradle-configuration)

  - [Add Repository - Snapshots Only](#add-repository---snapshots-only)

  - [Dependency](#dependency)

- [📚 Documentation](#-documentation)

- [Demos](#demos)

  - [Embedded Demos](#embedded-demos)

  - [External Demos](#external-demos)

- [⛏️ Troubleshooting](#-troubleshooting)

- [✨ So How Do You Get RediSearch and RedisJSON?](#-so-how-do-you-get-redisearch-and-redisjson)

- [💖 Contributing](#-contributing)

- [🧑‍🤝‍🧑 Sibling Projects](#-sibling-projects)

- [📝 License](#-license)



## 💡 Why Redis OM?



The Redis OM family of client libraries provide high-level abstractions, idiomatically implemented for your language and

platform of choice. We currently cater to the Node, Python, .NET, and Spring communities.



## 🍀 Redis OM Spring



Redis OM Spring provides powerful repository and custom object-mapping abstractions built on top of the Spring Data

Redis ([SDR](https://spring.io/projects/spring-data-redis)) framework.



Redis OM Spring provides all Spring Data Redis capabilities, plus:



- `@Document` annotation to map Spring Data models to Redis JSON documents

- Enhancement to the Spring Data Redis `@RedisHash` via `@EnableRedisEnhancedRepositories`:

  - uses Redis' native search engine (RediSearch) for secondary indexing

  - uses [ULID](https://github.com/ulid/spec) for `@Id` annotated fields

- `RedisDocumentRepository` with automatic implementation of Repository interfaces for complex querying capabilities

  using `@EnableRedisDocumentRepositories`

- Declarative search indexes via `@Indexed`

- Full-text search indexes via `@Searchable`

- **Dynamic index naming and multi-tenant support** with SpEL expressions and `RedisIndexContext`

- **Index migration service** with Blue-Green, Dual-Write, and In-Place migration strategies

- `EntityStream`s: Streams-based Query and Aggregations Builder

- `@Bloom` annotation to determine very fast, with and with high degree of certainty, whether a value is in a

  collection.

- `@Vectorize` annotation to generate embeddings for text and images for use in Vector Similarity Searches

- Vector Similarity Search API (See [Redis Stack Vectors](https://redis.io/docs/stack/search/reference/vectors/))



> [!IMPORTANT]

> ### 📋 Version Compatibility

>

> Choose the correct Redis OM Spring version for your Spring Boot version:

>

> | Redis OM Spring | Spring Boot | Java | Status |

> |-----------------|-------------|------|--------|

> | **1.0.x** | 3.4.x | 17+ | Maintenance |

> | **1.1.x** | 3.5.x | 17+ | Current Stable |

> | **2.0.x** | 4.0.x | 17+ | Latest |

>

> **Always use the Redis OM Spring version that matches your Spring Boot version.**



## 🏁 Getting Started



Here is a quick teaser of an application using Redis OM Spring to map a Spring Data model

using a RedisJSON document.



### 🚀 Launch Redis



Redis OM Spring relies on the search, query, and JSON capabilities of [Redis Stack](https://redis.io/docs/stack/).

Before writing any code, you'll need a Redis Stack. The quickest way to get

this is with Docker:



```sh

docker run -p 6379:6379 -p 8001:8001 redis/redis-stack

```



This launches [redis-stack](https://redis.io/docs/stack/), an extension of Redis that adds several modern data

structures to Redis. You'll also notice that if you open up `http://localhost:8001`, you'll have access to the

redis-insight GUI, a GUI you can use to visualize and work with your data in Redis.

We have also provided a Docker Compose YAML file for you to quickly get started

using [Redis Stack](https://redis.io/docs/stack/).



To launch the docker compose application, on the command line (or via Docker Desktop), clone this repository and run

(from the root folder):



```bash

docker compose up

```



### Configuring your Redis Connection



By default, Redis OM Spring connects to `localhost` at port `6379`. If

your instance is running somewhere else, you can configure the connection

in your `application.properties` or `application.yaml`:



In `application.properties`:



```

spring.data.redis.host=your.cloud.db.redislabs.com

spring.data.redis.port=12345

spring.data.redis.password=xxxxxxxx

spring.data.redis.username=default

```



In `application.yaml`:



```

spring:

  data:

    redis:

      host: your.cloud.db.redislabs.com

      port: 12345

      password: xxxxxxxx

      username: default

```



### The SpringBoot App



Use the `@EnableRedisDocumentRepositories` annotation to scan for `@Document` annotated Spring models,

Inject repositories beans implementing `RedisDocumentRepository` which you can use for CRUD operations and custom

queries (all by declaring Spring Data Query Interfaces):



```java

package com.redis.om.documents;



import java.util.Set;



import org.springframework.beans.factory.annotation.Autowired;

import org.springframework.boot.CommandLineRunner;

import org.springframework.boot.SpringApplication;

import org.springframework.boot.autoconfigure.SpringBootApplication;

import org.springframework.context.annotation.Bean;

import org.springframework.context.annotation.Configuration;

import org.springframework.data.geo.Point;



import com.redis.om.documents.domain.Company;

import com.redis.om.documents.repositories.CompanyRepository;



@SpringBootApplication

@Configuration

@EnableRedisDocumentRepositories(basePackages = "com.redis.om.documents.*")

public class RomsDocumentsApplication {



  @Autowired

  CompanyRepository companyRepo;



  @Bean

  CommandLineRunner loadTestData() {

    return args -> {

      // remove all companies

      companyRepo.deleteAll();



      // Create a couple of `Company` domain entities

      Company redis = Company.of(

        "Redis", "https://redis.com", new Point(-122.066540, 37.377690), 526, 2011 //

      );

      redis.setTags(Set.of("fast", "scalable", "reliable"));



      Company microsoft = Company.of(

        "Microsoft", "https://microsoft.com", new Point(-122.124500, 47.640160), 182268, 1975 //

      );

      microsoft.setTags(Set.of("innovative", "reliable"));



      // save companies to the database

      companyRepo.save(redis);

      companyRepo.save(microsoft);

    };

  }



  public static void main(String[] args) {

    SpringApplication.run(RomsDocumentsApplication.class, args);

  }

}

```



### 💁‍♂️ The Mapped Model



Like many other Spring Data projects, an annotation at the class level determines how instances

of the class are persisted. Redis OM Spring provides the `@Document` annotation to persist models as JSON documents

using RedisJSON:



```java

package com.redis.om.documents.domain;



import java.util.HashSet;

import java.util.Set;



import org.springframework.data.annotation.Id;

import org.springframework.data.geo.Point;

import com.redis.om.spring.annotations.Document;

import com.redis.om.spring.annotations.Searchable;

import lombok.*;



@Data

@NoArgsConstructor

@RequiredArgsConstructor(staticName = "of")

@AllArgsConstructor(access = AccessLevel.PROTECTED)

@Document

public class Company {

  @Id private String id;

  @Searchable private String name;

  @Indexed private Point location;

  @Indexed private Set tags = new HashSet<>();

  @Indexed private Integer numberOfEmployees;

  @Indexed private Integer yearFounded;

  private String url;

  private boolean publiclyListed;



  // ...

}

```



For **multi-tenant applications**, you can use dynamic index naming with SpEL expressions:



```java

// Dynamic index naming for multi-tenant support

@Document

@IndexingOptions(indexName = "#{@environment.getProperty('app.tenant')}_companies_idx")

public class Company {

  @Id private String id;

  @Searchable private String name;

  // other fields...

}

```



Redis OM Spring, replaces the conventional `UUID` primary key strategy generation with a `ULID` (Universally Unique

Lexicographically Sortable Identifier) which is faster to generate and easier on the eyes.



### 🧰 The Repository



Redis OM Spring data repository's goal, like other Spring Data repositories, is to significantly reduce the amount of

boilerplate code required to implement data access. Simply create a Java interface

that extends `RedisDocumentRepository` that takes the domain class to manage as well as the ID type of the domain class

as type arguments. `RedisDocumentRepository` extends the Spring Data class `PagingAndSortingRepository`.



Declare query methods on the interface. You can both, expose CRUD methods or create declarations for complex queries

that Redis OM Spring will fulfill at runtime:



```java

package com.redis.om.documents.repositories;



import java.util.*;



import org.springframework.data.geo.Distance;

import org.springframework.data.geo.Point;

import org.springframework.data.repository.query.Param;



import com.redis.om.documents.domain.Company;

import com.redis.om.spring.annotations.Query;

import com.redis.om.spring.repository.RedisDocumentRepository;



public interface CompanyRepository extends RedisDocumentRepository {

  // find one by property

  Optional findOneByName(String name);



  // geospatial query

  Iterable findByLocationNear(Point point, Distance distance);



  // find by tag field, using JRediSearch "native" annotation

  @Query("@tags:{$tags}")

  Iterable findByTags(@Param("tags") Set tags);



  // find by numeric property

  Iterable findByNumberOfEmployees(int noe);



  // find by numeric property range

  Iterable findByNumberOfEmployeesBetween(int noeGT, int noeLT);



  // starting with/ending with

  Iterable findByNameStartingWith(String prefix);

}

```



The repository proxy has two ways to derive a store-specific query from the method name:



- By deriving the query from the method name directly.

- By using a manually defined query using the `@Query` or `@Aggregation` annotations.



### 🚤 Querying with Entity Streams



Redis OM Spring Entity Streams provides a Java 8 Streams interface to Query Redis JSON documents using RediSearch.

Entity Streams allow you to process data in a type safe declarative way similar to SQL statements. Streams can be used

to express a query as a chain of operations.



Entity Streams in Redis OM Spring provides the same semantics as Java 8 streams. Streams can be made of Redis Mapped

entities (`@Document`) or one or more properties of an Entity. Entity Streams progressively build the query until a

terminal operation is invoked (such as `collect`). Whenever a Terminal operation is applied to a Stream, the Stream

cannot accept additional operations to its pipeline and it also means that the Stream is started.



Let's start with a simple example, a Spring `@Service` which includes `EntityStream` to query for instances of the

mapped class `Person`:



```java

package com.redis.om.skeleton.services;



import java.util.stream.Collectors;



import org.springframework.beans.factory.annotation.Autowired;

import org.springframework.stereotype.Service;



import com.redis.om.skeleton.models.Person;

import com.redis.om.skeleton.models.Person$;

import com.redis.om.spring.search.stream.EntityStream;



@Service

public class PeopleService {

  @Autowired

  EntityStream entityStream;



  // Find all people

  public Iterable findAllPeople() {

    return entityStream //

        .of(Person.class) //

        .collect(Collectors.toList());

  }



}

```



The `EntityStream` is injected into the `PeopleService` using `@Autowired`. We can then get a stream for `Person`

objects by using `entityStream.of(Person.class)`. At this point the stream represents the equivalent of

a `SELECT * FROM Person` on a relational database. The call to `collect` will then execute the underlying query and

return a collection of all `Person` objects in Redis.



#### 👭 Entity Meta-model



To produce more elaborate queries, you're provided with a generated metamodel, which is a class with the same name as

your model but ending with a dollar sign. In the

example below, our entity model is `Person` therefore we get a metamodel named `Person$`. With the metamodel you have

access to the operations related to the

underlying search engine field. For example, in the example we have an `age` property which is an integer. Therefore,

our metamodel has an `AGE` property which has

numeric operations we can use with the stream's `filter` method such as `between`.



```java

// Find people by age range

public Iterable findByAgeBetween(int minAge, int maxAge) {

  return entityStream //

      .of(Person.class) //

      .filter(Person$.AGE.between(minAge, maxAge)) //

      .sorted(Person$.AGE, SortOrder.ASC) //

      .collect(Collectors.toList());

}

```



In this example we also make use of the Streams `sorted` method to declare that our stream will be sorted by

the `Person$.AGE` in `ASC`ending order.



Check out the full set of tests

for [EntityStreams](https://github.com/redis/redis-om-spring/tree/main/redis-om-spring/src/test/java/com/redis/om/spring/search/stream)



### 👯‍️ Querying by Example (QBE)



Query by Example (QBE) is a user-friendly querying technique with a simple interface. It allows dynamic query creation

and does not require you to write queries that contain field names. In fact, Query by Example does not require you to

write queries by using store-specific query languages at all.



#### QBE Usage



The Query by Example API consists of four parts:



- **Probe**: The actual example of a domain object with populated fields.

- **ExampleMatcher**: The `ExampleMatcher` carries details on how to match particular fields. It can be reused across

  multiple `Examples`.

- **Example**: An Example consists of the probe and the ExampleMatcher. It is used to create the query.

- **FetchableFluentQuery**: A `FetchableFluentQuery` offers a fluent API, that allows further customization of a query

  derived from an `Example`.

  Using the fluent API lets you specify ordering projection and result processing for your query.



Query by Example is well suited for several use cases:



- Querying your data store with a set of static or dynamic constraints.

- Frequent refactoring of the domain objects without worrying about breaking existing queries.

- Working independently of the underlying data store API.



For example, if you have an `@Document` or `@RedisHash` annotated entity you can create an instance, partially populate

its

properties, create an `Example` from it, and used the `findAll` method to query for similar entities:



```java

MyDoc template = new MyDoc();

template.setTitle("hello world");

template.setTag(Set.of("artigo"));



Example example = Example.of(template, ExampleMatcher.matchingAny());



Iterable allMatches = repository.findAll(example);

```



## 💻 Maven configuration



### Official Releases



```xml



  com.redis.om

  redis-om-spring

  ${version}



```



#### Release Process



To release a new version of Redis OM Spring follow `docs/release_process.md`.

This process publishes both `redis-om-spring` and `redis-om-spring-ai` modules to Maven Central.



> ⚠️ Starting from version `v1.0.0-RC.1`, Redis OM Spring has been divided into two separate modules:

>

> - **Redis OM Spring** – providing modeling and vector indexing capabilities;

> - **Redis OM Spring AI** – introducing AI capabilities, powered by Spring AI, to automatically generate vector embeddings using popular providers like OpenAI, Azure, Ollama, VertexAI, and more.



To use **Redis OM** for modeling your domain objects, indexing them, and enabling both querying and Vector Similarity Search features, simply include the dependency for **Redis OM Spring** as shown below:



```xml



  com.redis.om

  redis-om-spring

  ${version}



```



To enable AI capabilities like automatically converting (un)structured data into vector embeddings and interacting with embedding providers, simply add the dependency for **Redis OM Spring AI** as shown below:



```xml



  com.redis.om

  redis-om-spring-ai

  ${version}



```



This will unlock powerful AI-driven features for your applications, making data processing and retrieval smarter and more efficient.



#### Explicitly configuring OM as an annotation processor



For Maven, things normally just work, when you run `./mvnw spring-boot:run`. Some users have experienced this not being

the case, in which I recommend to explicitly declaring the `maven-compiler-plugin` in the case below it is paired with

an app created with [`start.spring.io`](https://start.spring.io/) with Spring Boot `v4.0.0` (all other versions can be

inherited from the parent poms):



```xml



  org.apache.maven.plugins

  maven-compiler-plugin

  ${maven-compiler-plugin.version}

  

    

      

        org.springframework.boot

        spring-boot-configuration-processor

        4.0.0

      

      

        org.projectlombok

        lombok

        ${lombok.version}

      

      

        com.redis.om

        redis-om-spring

        2.0.0

      

    

  



```



### Snapshots



```xml

  

    

      snapshots-repo

      https://s01.oss.sonatype.org/content/repositories/snapshots/

    

  

```



and



```xml



  com.redis.om

  redis-om-spring

  ${version}-SNAPSHOT



  com.redis.om

  redis-om-spring-ai

  ${version}-SNAPSHOT



```



**Ready to learn more?** Check out the [getting started](docs/getting_started.md) guide.



## 🐘 Gradle configuration



### Add Repository - Snapshots Only



```groovy

repositories {

    mavenCentral()

    maven {

        url 'https://s01.oss.sonatype.org/content/repositories/snapshots/'

    }

}

```



### Dependency



```groovy

ext {

  redisOmVersion = '1.0.0-RC.1'

}



dependencies {

  implementation "com.redis.om:redis-om-spring:$redisOmVersion"

  implementation "com.redis.om:redis-om-spring-ai:$redisOmVersion"

  annotationProcessor "com.redis.om:redis-om-spring:$redisOmVersion"

}

```



## 📚 Documentation



The Redis OM Spring documentation is available at:



- [Local Documentation](docs/index.md)

- [Online Documentation](https://redis.github.io/redis-om-spring/) (Generated from the main branch)



## Demos



### Embedded Demos



These can be found in the `/demos` folder:



- **roms-documents**:

  - Simple API example of `@Document` mapping, Spring Repositories and Querying.

  - Run with  `./gradlew :demos:roms-documents:bootRun`



- **roms-hashes**:

  - Simple API example of `@RedisHash`, enhanced secondary indices and querying.

  - Run with  `./gradlew :demos:roms-hashes:bootRun`



- **roms-permits**:

  - Port of [Elena Kolevska's](https://github.com/elena-kolevska) Quick Start: Using RediSearch with

    JSON [Demo][redisearch-json] to Redis OM Spring.

  - Run with  `./gradlew :demos:roms-permits:bootRun`



- **roms-vss**:

  - Port of [Redis Vector Search Demo](https://github.com/redis-developer/redis-product-search) for fashion product recommendations using vector similarity search.

  - Run with  `./gradlew :demos:roms-vss:bootRun`



- **roms-vss-movies**:

  - Movie recommendation system showcasing Redis 8's vector similarity search capabilities.

  - Run with  `./gradlew :demos:roms-vss-movies:bootRun`



- **roms-modeling**:

  - Simple API example of modeling, Spring Repositories and Querying.

  - Run with  `./gradlew :demos:roms-modeling:bootRun`



- **roms-vectorizers**:

  - Simple API example of vectorizing, Spring Repositories and Querying.

  - Run with  `./gradlew :demos:roms-vectorizer:bootRun`



- **roms-amr-entraid**:

  - Demo showing how to connect to Azure Managed Redis (AMR) using Microsoft Entra ID authentication.

  - Run with  `./gradlew :demos:roms-amr-entraid:bootRun`



### External Demos



- **redis-om-spring-skeleton-app**:

  - Redis OM Spring Skeleton App

  - Repo: 



- **redis-om-spring-react-todomvc**:

  - Redis OM Spring to build a RESTful API that satisfies the simple web API spec set by

    the Todo-Backend project using JSON Documents stored in Redis.

  - Repo: 



- **redis-om-autocomplete-demo**:

  - A Spring Boot demo of autocomplete functionality using Redis OM Spring.

  - Repo: 



## ⛏️ Troubleshooting



If you run into trouble or have any questions, we're here to help!



First, check the [FAQ](docs/faq.md). If you don't find the answer there,

hit us up on the [Redis Discord Server](http://discord.gg/redis).



## ✨ So How Do You Get RediSearch and RedisJSON?



Redis OM relies on two source available Redis modules: [RediSearch][redisearch-url] and [RedisJSON][redis-json-url].



You can run these modules in your self-hosted Redis deployment, or you can use [Redis Enterprise][redis-enterprise-url],

which includes both modules.



To learn more, read [our documentation](docs/redis_modules.md).



## 💖 Contributing



We'd love your contributions!



**Bug reports** are especially helpful at this stage of the

project. [You can open a bug report on GitHub](https://github.com/redis-om/redis-om-spring/issues/new).



You can also **contribute documentation** -- or just let us know if something needs more

detail. [Open an issue on GitHub](https://github.com/redis-om/redis-om-spring/issues/new) to get started.



### Code Style



This project uses the Spotless Gradle plugin with Eclipse formatter to enforce a consistent code style. Before submitting a pull request, please make sure your code follows our formatting guidelines by running:



```bash

./gradlew spotlessApply

```



This will automatically reformat your code to match the project's style. You can also check if your code meets the formatting requirements without changing it:



```bash

./gradlew spotlessCheck

```



The main formatting rules include:



- 2-space indentation (not 4)

- KNR brace style (braces at end of line)

- Maximum line length of 120 characters

- Consistent import ordering (java, javax, org, com, other imports)



## 🧑‍🤝‍🧑 Sibling Projects



- [Redis OM Node.js](https://github.com/redis/redis-om-node)

- [Redis OM Python](https://github.com/redis/redis-om-python)

- [Redis OM .NET](https://github.com/redis/redis-om-dotnet)



## 📝 License



Redis OM uses the [MIT license][license-url].



[badge-stage]: https://img.shields.io/badge/Project%20Stage-Development-green.svg



[badge-stage-page]: https://github.com/redis/redis-om-spring/wiki/Project-Stages



[badge-snapshots]: https://img.shields.io/nexus/s/https/s01.oss.sonatype.org/com.redis.om/redis-om-spring.svg



[badge-releases]: https://img.shields.io/maven-central/v/com.redis.om/redis-om-spring



[badge-open-issues]: http://isitmaintained.com/badge/open/redis/redis-om-spring.svg



[badge-issue-resolution]: http://isitmaintained.com/badge/resolution/redis/redis-om-spring.svg



[license-image]: https://img.shields.io/github/license/redis/redis-om-spring



[license-url]: LICENSE



[discord-shield]: https://img.shields.io/discord/697882427875393627?style=social&logo=discord



[twitch-shield]: https://img.shields.io/twitch/status/redisinc?style=social



[twitter-shield]: https://img.shields.io/twitter/follow/redisinc?style=social



[youtube-shield]: https://img.shields.io/youtube/channel/views/UCD78lHSwYqMlyetR0_P4Vig?style=social



[redisearch-url]: https://redis.io/search/



[redis-json-url]: https://redis.io/json/



[redis-enterprise-url]: https://redis.com/try-free/



[link-snapshots]: https://s01.oss.sonatype.org/content/repositories/snapshots/com/redis/om/redis-om-spring/



[link-releases]: https://repo1.maven.org/maven2/com/redis/om/redis-om-spring/



[open-issues]: http://isitmaintained.com/project/redis/redis-om-spring



[issue-resolution]: http://isitmaintained.com/project/redis/redis-om-spring



[redisearch-json]: https://github.com/redislabs-training/mod-devcap-redisjson-getting-started/blob/master/articles/QuickStart-RediSearchWithJSON.md



[discord-url]: http://discord.gg/redis



[twitch-url]: https://www.twitch.tv/redisinc



[twitter-url]: https://twitter.com/redisinc



[youtube-url]: https://www.youtube.com/redisinc