Spring VS Flyway

1. Spring Framework The Spring Framework is a popular Java framework used for building enterprise-level applications. This repository contains the source code for the framework and related projects such as Spring Boot and Spring Security. https://github.com/spring-projects/spring-framework

This interface is a simplified version of real caching abstractions from Java technologies such as the ones from Spring or JCache (JSR-107). Both are part of quite complex solutions, having more generic types and different capabilities. Also, annotations would be preferred to using Cache directly in most Java applications.

Cross-post: Controller code using Unconfined Dispatcher #32032

Mitre really lost a lot of respect with CVE-2016-1000027. Every few weeks a warning that any SpringBoot 2.x project has a CVSS 9.8, which causes all sorts of heartache for those of us bound to CVE remediation. Every blasted security tool reports this one. Spring reviewed and rejected, as did our very, very large organization. Comically, this has become the CVE we use to see how our tools allow us to white/black list entries.

Thank god Spring dropped this interface in the Framework 6.x / Boot 3.x release, and the end for non-commercial support is this year for the old stuff.

https://github.com/spring-projects/spring-framework/issues/2...

Referring to https://github.com/spring-projects/spring-framework/blob/main/spring-web/src/main/java/org/springframework/web/bind/annotation/GetMapping.java, the value could have got assigned to any of the other members like name, path, params, etc. Is there any logic involved that enables the single value passed to the GetMapping annotation to be assigned to the value member?

This one. In short, JMS listeners stopped working randomly (of course only on Saturdays, and only under load), but at first we didn't know that and suspected the message broker at fault. We had quite extensive logging, but no observability on the broker. Can't remember all the details, but eventually we figured out it was the listener container, and I could reproduce it after debugging deeply into Spring code during a load test.

GitHub Stars: 51 K GitHub Link: https://github.com/spring-projects/spring-framework

It still has, but it is more of "imaginary" one (https://github.com/spring-projects/spring-framework/issues/24434).

The session logs show that the application loads configurations and establishes a connection with a PostgreSQL database. This involves initializing a HikariCP connection pool and Flyway for database migrations. The logs confirm that the database schema validation and migration checks were successful. The startup of the Jetty HTTP server follows, and the server becomes operational and ready to accept requests on the specified port.

Also RedGate, but Flyway has some reasons to recommend it over RedGate Deploy depending on your DBAs/workflows: https://flywaydb.org/

(Though I don't think it is "complete" or "perfect", either.)

EF Migrations are in a really good place now if you like/don't mind C# as a language (and you can easily embed SQL inside the C#, too, but there are benefits to being able to also run high level C# code). With today's tooling you can package your migration "runner application" as a single deployable executable for most platforms. You can build the executable once and run it in all your environments. (The same tool that updates your QA and Staging updates your Prod, testably running the same migrations.) Given the single executable deployable I might even consider using it for projects not themselves written in C#.

There is a bit of tooling needed but is already around. For Java for example I had very good experience with a combination of flyway [1] for migrations, testcontainers [2] for making integration tests as easy as unit tests and querydsl [3] for a query and mapping layer.

[1] https://github.com/flyway/flyway

[2] https://java.testcontainers.org/modules/databases/postgres/

[3] https://github.com/querydsl/querydsl

When software starts using a database, it's advisable to have version control, just as we have Github to control our source code. This is all to be sure about what was executed for that specific version. For Java and Spring boot, we have the Flyway framework that aims to resolve this situation, free of charge.

If you're looking for tools, like https://www.liquibase.com/ or https://flywaydb.org/, which are database-state-based schema migration toolkits - it might be relatively straightforward to build similar ones using Databricks SQL drivers.

Honestly I kind of wish there was a Lukas Eder database migration library. Call it whatever jooq-migration. At least I would have more insight of what is going on (<-- seriously look at the commit history).

This is a 4th option, which should play nice with ArgoCD. The following example runs flyway as a k8s job. The desired migration changes are recorded as files within the chart. This helm chart can be integrated with your application (Using hooks to determine when the migration job is run) or run manually.

By using an opinionated framework within the app/service (like Flyway, Migrate, Diesel, etc). Schema migrations happen on app/service start-up.

Depending on the language or platform there are libraries you can use to manage this, such as Prisma on node and Flyway for Java/JVM.

It's probably overkill but I've used github plus flyway at a couple places in the past which is pretty nice tool for tracking changes to a variety of db's, it's also very helpful if you ever need to replicate a db in a new region/environment.