There is no universally best data framework. Storm is built for teams who want explicit, predictable database access with concise, immutable models. Here is where it sits next to the alternatives, and where each of them is the better call.
Decision-relevant differences across the most common choices. This page compares the designs; the measured numbers, on identical workloads, live on the benchmarks page.
| Feature | Storm | JPA / Hibernate | jOOQ | Exposed | Ktorm |
|---|---|---|---|---|---|
| Entity model | Immutable data class (~5 lines) | Mutable class (~30, ~10 with Lombok) | Generated from schema | DSL table object (+ optional DAO) | Mutable interface (+ DSL table) |
| Immutable entities | Yes | No | Yes | DSL only | No |
| Type-safe queries | Yes | Criteria API | Yes | Yes | Yes |
| N+1 handling | Single-query entity graph | Common pitfall | Manual | Manual joins (DSL) · eager-load (DAO) | Manual |
| Query across relations | One line: joins and mapping derived from @FK | JPQL strings or Criteria builders | Implicit path joins + multiset | Manual joins and row mapping | Manual joins |
| Session state | None: no session, no flush | Persistence context, flush, dirty checking | None | DSL none · DAO transaction-bound | Per-entity change tracking |
| Deferred loading | Explicit Ref<T> | Proxies, session-bound | Not applicable | DAO lazy, transaction-bound | Manual joins |
| Standalone transactions | Propagation, isolation, timeout, commit hooks | EntityTransaction · JTA/Spring for more | Lambda API, nested | Nested, isolation config | Lambda API |
| Row mapping | Compile-time generated, reflection-free | Reflection / bytecode | Generated records | Manual (DSL) | Dynamic proxies |
| GraalVM native images | Native support for Spring and Ktor | Via Spring Boot AOT or Quarkus | Reflection config for generated records | Via the Spring Boot integration | Manual configuration |
| Full SQL escape hatch | SQL / SQL templates | Native queries | It is SQL | Raw exec() | Raw JDBC |
| Languages | Kotlin + Java | Kotlin + Java | Kotlin + Java | Kotlin only | Kotlin only |
| License | Apache 2.0 | LGPL 2.1 | Commercial for some DBs | Apache 2.0 | Apache 2.0 |
A short, fair take on each. Every card links to the full pairing in the docs, with feature tables and code.