# Phase 1: Foundation - Research **Researched:** 2026-02-04 **Domain:** Scala/ZIO stack with Mill build, PostgreSQL/Quill, and Pulumi deployment **Confidence:** HIGH ## Summary This phase establishes the foundational Scala/ZIO stack for SummerCMS. The research validates a modern, well-supported stack: Mill 1.1.x as build tool, ZIO HTTP 3.8.x for the HTTP server, Quill 4.8.x with quill-jdbc-zio for compile-time SQL validation against PostgreSQL, Flyway for database migrations (wrapped in ZIO effects), and Besom 0.5.x for Pulumi-based infrastructure as code. The stack is coherent and production-ready. Mill provides fast builds with YAML-based declarative configuration and fat JAR assembly. ZIO HTTP offers high-performance Netty-backed HTTP with native ZIO integration. Quill delivers compile-time SQL validation with PostgreSQL support. Flyway is the standard JVM migration tool with established ZIO wrappers. Besom brings Pulumi to Scala 3 with pure functional semantics. **Primary recommendation:** Use Mill 1.1.x with declarative `build.mill.yaml` for simplicity, ZIO HTTP 3.8.x with zio-config-typesafe for HOCON configuration, Quill 4.8.6 via quill-jdbc-zio for database access, Flyway wrapped in ZIO effects for migrations, and Besom 0.5.x with Scala CLI for Pulumi deployment. ## Standard Stack The established libraries/tools for this domain: ### Core | Library | Version | Purpose | Why Standard | |---------|---------|---------|--------------| | Mill | 1.1.1 | Build tool | 3-7x faster than Maven/Gradle, declarative YAML config, native Scala support | | ZIO | 2.1.x | Effect system | Industry-standard FP effect library for Scala, excellent ecosystem | | ZIO HTTP | 3.8.1 | HTTP server | Netty-backed, native ZIO, high concurrency via fibers | | Quill | 4.8.6 | Database queries | Compile-time SQL validation, type-safe, PostgreSQL support | | Flyway | 10.x | Migrations | JVM standard, version tracking, rollback support | | Besom | 0.5.0 | IaC (Pulumi) | Scala 3 native Pulumi SDK, functional semantics | ### Supporting | Library | Version | Purpose | When to Use | |---------|---------|---------|-------------| | zio-config | 4.0.5 | Configuration | HOCON file loading with environment overrides | | zio-config-typesafe | 4.0.5 | HOCON support | Parse application.conf files | | zio-config-magnolia | 4.0.2 | Config derivation | Auto-derive config from case classes | | postgresql | 42.7.x | JDBC driver | PostgreSQL database connectivity | | HikariCP | 5.x | Connection pooling | Built into quill-jdbc-zio | ### Alternatives Considered | Instead of | Could Use | Tradeoff | |------------|-----------|----------| | Mill | SBT | SBT has larger ecosystem but slower, more complex | | Mill | Scala CLI | Scala CLI simpler for small projects, Mill better for larger ones | | Quill | Doobie | Doobie uses SQL strings, Quill has compile-time validation | | Flyway | Liquibase | Liquibase XML-heavy, Flyway simpler for SQL migrations | | Besom | Pulumi Java SDK | Java SDK exists but Besom is Scala-native, better FP support | **Installation (Mill build.mill.yaml):** ```yaml extends: ScalaModule scalaVersion: 3.8.1 mvnDeps: - dev.zio::zio:2.1.14 - dev.zio::zio-http:3.8.1 - dev.zio::zio-config:4.0.5 - dev.zio::zio-config-typesafe:4.0.5 - dev.zio::zio-config-magnolia:4.0.2 - io.getquill::quill-jdbc-zio:4.8.6 - org.postgresql:postgresql:42.7.4 - org.flywaydb:flyway-core:10.23.0 - org.flywaydb:flyway-database-postgresql:10.23.0 ``` ## Architecture Patterns ### Recommended Project Structure ``` summercms/ ├── build.mill.yaml # Mill declarative config ├── src/ │ ├── Main.scala # Application entry point │ ├── config/ │ │ └── AppConfig.scala # Configuration case classes │ ├── db/ │ │ ├── Migrator.scala # Flyway wrapper in ZIO │ │ └── QuillContext.scala # Quill PostgreSQL context │ ├── repository/ │ │ ├── Repository.scala # Base repository trait │ │ └── UserRepository.scala # Example repository │ ├── service/ │ │ └── UserService.scala # Business logic layer │ └── api/ │ ├── Routes.scala # HTTP route definitions │ └── HealthRoutes.scala # Health check endpoints ├── resources/ │ ├── application.conf # HOCON configuration │ └── db/migration/ # Flyway SQL migrations ├── test/ │ └── src/ # Test sources └── infra/ # Pulumi/Besom infrastructure ├── project.scala # Scala CLI project config └── Main.scala # Infrastructure definition ``` ### Pattern 1: ZIO Service Layer (Trait + Live) **What:** Define services as traits with ZLayer-based implementations **When to use:** All service components (repositories, business services) **Example:** ```scala // Source: https://softwaremill.com/structuring-zio-2-applications/ // Trait defines the contract trait UserRepository: def findById(id: Long): IO[RepositoryError, Option[User]] def create(user: User): IO[RepositoryError, User] def update(user: User): IO[RepositoryError, User] def delete(id: Long): IO[RepositoryError, Unit] // Companion object provides ZLayer object UserRepository: val live: ZLayer[Quill.Postgres[SnakeCase], Nothing, UserRepository] = ZLayer.fromFunction(UserRepositoryLive(_)) // Implementation class class UserRepositoryLive(quill: Quill.Postgres[SnakeCase]) extends UserRepository: import quill.* def findById(id: Long): IO[RepositoryError, Option[User]] = run(query[User].filter(_.id == lift(id))) .map(_.headOption) .mapError(e => RepositoryError.DatabaseError(e.getMessage)) ``` ### Pattern 2: Typed Error ADT **What:** Define domain errors as sealed traits for exhaustive handling **When to use:** Repository and service error types **Example:** ```scala // Source: https://zio.dev/reference/error-management/best-practices/unexpected-errors/ sealed trait RepositoryError object RepositoryError: case class NotFound(entity: String, id: Long) extends RepositoryError case class Conflict(entity: String, message: String) extends RepositoryError case class ValidationError(errors: List[String]) extends RepositoryError case class DatabaseError(message: String) extends RepositoryError // Use refineOrDie for unexpected errors def findById(id: Long): IO[RepositoryError, Option[User]] = run(query[User].filter(_.id == lift(id))) .map(_.headOption) .refineOrDie { case e: SQLException => RepositoryError.DatabaseError(e.getMessage) } ``` ### Pattern 3: HOCON Configuration with ZIO Config **What:** Type-safe configuration from HOCON files with environment overrides **When to use:** Application configuration (server, database, etc.) **Example:** ```scala // Source: https://ziohttp.com/guides/integration-with-zio-config // Config case class case class AppConfig( server: ServerConfig, database: DatabaseConfig ) case class ServerConfig(host: String, port: Int) case class DatabaseConfig( host: String, port: Int, database: String, user: String, password: String ) // application.conf // server { // host = "0.0.0.0" // host = ${?SERVER_HOST} // port = 8080 // port = ${?SERVER_PORT} // } // Bootstrap with config provider object Main extends ZIOAppDefault: override val bootstrap: ZLayer[ZIOAppArgs, Any, Any] = Runtime.setConfigProvider(ConfigProvider.fromResourcePath()) ``` ### Pattern 4: Quill PostgreSQL Context with ZIO **What:** Configure Quill for compile-time validated PostgreSQL queries **When to use:** All database access **Example:** ```scala // Source: https://zio.dev/zio-quill/getting-started/ import io.getquill.* import io.getquill.jdbczio.Quill // Create the Quill layer val quillLayer: ZLayer[DataSource, Nothing, Quill.Postgres[SnakeCase]] = Quill.Postgres.fromNamingStrategy(SnakeCase) // DataSource from config val dataSourceLayer: ZLayer[Any, Throwable, DataSource] = Quill.DataSource.fromPrefix("database") // Combine layers val dbLayer = dataSourceLayer >>> quillLayer ``` ### Pattern 5: Flyway Migrations Wrapped in ZIO **What:** Run database migrations as ZIO effects **When to use:** Application startup, CLI commands **Example:** ```scala // Source: https://github.com/DenisNovac/zio-flyway-db-migrator (pattern) import org.flywaydb.core.Flyway import zio.* trait Migrator: def migrate: Task[Int] def rollback: Task[Unit] def status: Task[MigrationStatus] object Migrator: val live: ZLayer[DataSource, Nothing, Migrator] = ZLayer.fromFunction { (ds: DataSource) => new Migrator: private val flyway = Flyway.configure() .dataSource(ds) .locations("classpath:db/migration") .table("summer_migrations") .load() def migrate: Task[Int] = ZIO.attempt(flyway.migrate().migrationsExecuted) def rollback: Task[Unit] = ZIO.attempt(flyway.undo()).unit def status: Task[MigrationStatus] = ZIO.attempt { val info = flyway.info() MigrationStatus( current = Option(info.current()).map(_.getVersion.toString), pending = info.pending().length ) } } ``` ### Anti-Patterns to Avoid - **Using `ZIO.effect` for Futures:** Use `ZIO.fromFuture` instead to properly await async completion - **Discarding effects in for-comprehensions:** Always chain effects with `flatMap` or `*>` - **Double-wrapping ZIO in pattern matches:** Evaluate each case branch separately - **Using `println` instead of ZIO Console:** Use `Console.printLine` for proper effect tracking - **Returning ZIO inside yield:** The yield should return values, not effects - **Typing unexpected errors:** Use `refineOrDie` to only type recoverable errors ## Don't Hand-Roll Problems that look simple but have existing solutions: | Problem | Don't Build | Use Instead | Why | |---------|-------------|-------------|-----| | SQL query building | String concatenation | Quill QDSL | SQL injection, type safety, compile-time validation | | Database migrations | Custom version tracking | Flyway | Checksums, rollbacks, history table, team coordination | | Configuration loading | Manual parsing | zio-config-typesafe | Environment overrides, nested configs, validation | | Connection pooling | Manual pool management | HikariCP (via Quill) | Connection lifecycle, leak detection, metrics | | HTTP routing | Manual path matching | ZIO HTTP Routes | Type-safe path params, method matching, middleware | | Error handling | Try/catch | ZIO typed errors | Composability, resource safety, stack traces | | Dependency injection | Manual wiring | ZLayer | Compile-time verification, resource management | | Fat JAR building | Manual manifest/classpath | Mill assembly | Conflict resolution, main class detection | | Infrastructure code | CloudFormation/Terraform | Besom (Pulumi) | Type safety, Scala ecosystem, refactoring support | **Key insight:** The ZIO ecosystem provides cohesive solutions that work together. Hand-rolling any component breaks the effect composition model and loses compile-time guarantees. ## Common Pitfalls ### Pitfall 1: Quill Variable Name Conflict **What goes wrong:** Naming a variable `io` causes compiler errors with Quill **Why it happens:** Quill's package is `io.getquill`, causing naming collision **How to avoid:** Never use `io` as a variable name in files importing Quill **Warning signs:** Strange "not found: value io" errors after adding Quill ### Pitfall 2: Wrong ZIO Effect Wrapping for Futures **What goes wrong:** Async operations complete prematurely or run on wrong thread pool **Why it happens:** Using `ZIO.attempt` instead of `ZIO.fromFuture` for Future-returning methods **How to avoid:** Always use `ZIO.fromFuture` for methods returning `Future[A]` **Warning signs:** Unexpected null values, race conditions, operations not completing ### Pitfall 3: Nested Transaction Failures in Quill **What goes wrong:** Foreign key constraint violations in nested transactions **Why it happens:** PostgreSQL async driver starts separate transactions for nested calls **How to avoid:** Flatten transaction logic, avoid nesting `ctx.transaction` blocks **Warning signs:** FK constraint errors that work in simple tests but fail in complex flows ### Pitfall 4: Missing Effect Chaining in For-Comprehensions **What goes wrong:** Effects are silently discarded, side effects don't execute **Why it happens:** Not using `<-` or `*>` to chain effects, just sequencing statements **How to avoid:** Use `_ <- effect` or `effect1 *> effect2` for side-effect-only operations **Warning signs:** Logging statements not appearing, database writes not persisting ### Pitfall 5: Besom Resource Laziness **What goes wrong:** Cloud resources not deployed despite being defined **Why it happens:** Besom resources are lazy and must be referenced to deploy **How to avoid:** Always export or reference resources in Stack.exports or other resources **Warning signs:** `pulumi up` shows no changes when resources are defined ### Pitfall 6: Mill Not Supported by Besom **What goes wrong:** Cannot use Mill for Pulumi infrastructure projects **Why it happens:** Besom only supports Scala CLI, SBT, Maven, Gradle (not Mill) **How to avoid:** Use Scala CLI for the `infra/` directory, Mill for main application **Warning signs:** Besom compilation failures when using Mill ### Pitfall 7: GraalVM Native Image Reflection Issues **What goes wrong:** Runtime errors in native image builds **Why it happens:** Native image requires reflection configuration for frameworks **How to avoid:** Start with fat JAR, only optimize to native image when needed **Warning signs:** ClassNotFoundException, NoSuchMethodError at runtime in native builds ## Code Examples Verified patterns from official sources: ### Basic ZIO HTTP Server ```scala // Source: https://ziohttp.com/ import zio.* import zio.http.* object Main extends ZIOAppDefault: val routes = Routes( Method.GET / "health" -> handler(Response.text("ok")), Method.GET / "ready" -> handler { // Check database connectivity ZIO.serviceWithZIO[DataSource](ds => ZIO.attempt(ds.getConnection.close()) ).as(Response.text("ready")) .catchAll(_ => ZIO.succeed(Response.status(Status.ServiceUnavailable))) } ) def run = Server.serve(routes).provide( Server.defaultWithPort(8080), dataSourceLayer ) ``` ### Quill PostgreSQL Query ```scala // Source: https://zio.dev/zio-quill/getting-started/ import io.getquill.* import io.getquill.jdbczio.Quill case class User(id: Long, email: String, createdAt: java.time.Instant) class UserRepositoryLive(quill: Quill.Postgres[SnakeCase]) extends UserRepository: import quill.* inline def users = quote(querySchema[User]("summer_users")) def findById(id: Long): Task[Option[User]] = run(users.filter(_.id == lift(id))).map(_.headOption) def create(user: User): Task[User] = run(users.insertValue(lift(user)).returning(u => u)) def findByEmail(email: String): Task[Option[User]] = run(users.filter(_.email == lift(email))).map(_.headOption) ``` ### HOCON Configuration ```hocon # Source: https://ziohttp.com/guides/integration-with-zio-config # resources/application.conf server { host = "0.0.0.0" host = ${?SERVER_HOST} port = 8080 port = ${?SERVER_PORT} } database { dataSourceClassName = "org.postgresql.ds.PGSimpleDataSource" dataSource { serverName = "localhost" serverName = ${?DB_HOST} portNumber = 5432 portNumber = ${?DB_PORT} databaseName = "summercms" databaseName = ${?DB_NAME} user = "summercms" user = ${?DB_USER} password = "summercms" password = ${?DB_PASSWORD} } connectionTimeout = 30000 } ``` ### Mill Assembly Configuration ```scala // Source: https://mill-build.org/mill/scalalib/intro.html // build.mill (for programmatic config with assembly) package build import mill.*, scalalib.*, scalalib.assembly.* object summercms extends ScalaModule: def scalaVersion = "3.8.1" def mvnDeps = Seq( mvn"dev.zio::zio:2.1.14", mvn"dev.zio::zio-http:3.8.1", // ... other deps ) // Fat JAR configuration def assemblyRules = Seq( Rule.Relocate("META-INF/services/**" -> "META-INF/services/@1"), Rule.ExcludePattern("META-INF/*.SF"), Rule.ExcludePattern("META-INF/*.DSA"), Rule.ExcludePattern("META-INF/*.RSA") ) ``` ### Besom AWS Infrastructure ```scala // Source: https://virtuslab.github.io/besom/docs/getting_started/ // infra/Main.scala (using Scala CLI) //> using scala 3.3.1 //> using dep org.virtuslab::besom-core:0.5.0 //> using dep org.virtuslab::besom-aws:6.66.0 import besom.* import besom.api.aws @main def main = Pulumi.run { val bucket = aws.s3.Bucket("summercms-assets") val db = aws.rds.Instance("summercms-db", aws.rds.InstanceArgs( engine = "postgres", engineVersion = "16.4", instanceClass = "db.t3.micro", allocatedStorage = 20, dbName = "summercms", username = "summercms", password = config.requireSecret("dbPassword"), skipFinalSnapshot = true ) ) Stack.exports( bucketName = bucket.bucket, dbEndpoint = db.endpoint ) } ``` ## State of the Art | Old Approach | Current Approach | When Changed | Impact | |--------------|------------------|--------------|--------| | SBT builds | Mill with YAML config | Mill 1.1.0 (Jan 2026) | 3-7x faster builds, simpler config | | Quill Scala 2 | ProtoQuill (Scala 3) | Quill 4.x | Better compile-time metaprogramming | | ZIO 1.x service pattern | ZIO 2 ZLayer.make | ZIO 2.0 (2022) | Simpler layer composition | | Manual Pulumi Java | Besom Scala SDK | Besom 0.1.0 (2024) | Native Scala 3 IaC | | Thread-local transactions | ZIO effect-based transactions | quill-jdbc-zio | No thread-local pollution | **Deprecated/outdated:** - `io.d11` organization for ZIO HTTP - now under `dev.zio` - Quill `Connection` dependency - now uses `DataSource` - `ZIO.effect` - renamed to `ZIO.attempt` in ZIO 2 - `ZManaged` - replaced by `ZIO.scoped` in ZIO 2 ## Open Questions Things that couldn't be fully resolved: 1. **Besom + Mill Integration** - What we know: Besom officially only supports Scala CLI, SBT, Maven, Gradle - What's unclear: Whether Mill could work with custom configuration - Recommendation: Use Scala CLI for `infra/` directory (separate from main Mill build) 2. **Hot-Reload in Development** - What we know: Mill has `-w` watch mode, but that recompiles and restarts - What's unclear: True hot-reload without restart for Scala/ZIO - Recommendation: Use Mill `-w` for now; investigate JRebel or ZIO Test live reload for future 3. **Quill Scala 3 Maturity** - What we know: ProtoQuill exists for Scala 3, supports ZIO contexts - What's unclear: Feature parity with Scala 2 Quill, edge case stability - Recommendation: Use quill-jdbc-zio 4.8.6 which supports Scala 3, monitor issues 4. **Transaction Isolation Levels** - What we know: Quill wraps transactions, PostgreSQL supports isolation levels - What's unclear: How to set isolation level per-transaction in quill-jdbc-zio - Recommendation: Use default (READ COMMITTED), document if customization needed ## Sources ### Primary (HIGH confidence) - [Mill Build Tool Documentation](https://mill-build.org/mill/index.html) - Build configuration, assembly, watch mode - [ZIO HTTP Documentation](https://ziohttp.com/) - Server setup, routes, configuration - [ZIO Quill Documentation](https://zio.dev/zio-quill/) - Query DSL, contexts, transactions - [Besom Documentation](https://virtuslab.github.io/besom/) - Pulumi Scala SDK setup - [ZIO Error Management](https://zio.dev/reference/error-management/best-practices/) - Typed errors, refineOrDie ### Secondary (MEDIUM confidence) - [SoftwareMill ZIO 2 Structure](https://softwaremill.com/structuring-zio-2-applications/) - Service layer patterns - [ZIO HTTP GitHub Releases](https://github.com/zio/zio-http/releases) - Version 3.8.1 verified - [Mill Native Image Plugin](https://github.com/alexarchambault/mill-native-image) - GraalVM integration ### Tertiary (LOW confidence) - [Wix ZIO Pitfalls](https://medium.com/wix-engineering/5-pitfalls-to-avoid-when-starting-to-work-with-zio-adefdc7d2d5c) - Common mistakes (older article, patterns still valid) - [zio-flyway-db-migrator](https://github.com/DenisNovac/zio-flyway-db-migrator) - Migration pattern example ## Metadata **Confidence breakdown:** - Standard stack: HIGH - All libraries verified via official docs and release pages - Architecture: HIGH - Patterns from official ZIO documentation and SoftwareMill - Pitfalls: MEDIUM - Mix of official docs and community experience posts **Research date:** 2026-02-04 **Valid until:** 2026-03-04 (30 days - stable ecosystem)