scala

name	scala
description	Language-specific super-code guidelines for scala.
risk	safe
source	community
date_added	2026-06-16

Scala: Idiomatic Efficiency Reference

Table of Contents

1. Collections & Functional Transforms
2. Pattern Matching
3. Case Classes & ADTs
4. Option & Error Handling
5. Implicits & Given/Using
6. Concurrency
7. Anti-patterns specific to Scala

---

1. Collections & Functional Transforms {#collections}

// ❌ Imperative accumulation
val result = new ArrayBuffer[String]()
for (item <- items) {
  if (item.isActive) result += item.name.toUpperCase
}

// ✅
val result = items.filter(_.isActive).map(_.name.toUpperCase)

// ❌ Manual grouping
val grouped = mutable.Map[String, List[Item]]()
for (item <- items) {
  grouped(item.category) = grouped.getOrElse(item.category, Nil) :+ item
}

// ✅
val grouped = items.groupBy(_.category)

// ❌ Manual fold when sum/product works
var total = 0
for (o <- orders) total += o.amount

// ✅
val total = orders.map(_.amount).sum

// ❌ Using head on potentially empty collection
val first = items.head // throws on empty

// ✅
val first = items.headOption // returns Option[T]

// ❌ Chaining filter + head for find
val found = items.filter(_.id == targetId).head

// ✅
val found = items.find(_.id == targetId) // returns Option[T]

Use view for lazy evaluation on large collections to avoid intermediate allocations.

---

2. Pattern Matching {#patterns}

// ❌ if-else chain for type dispatch
if (shape.isInstanceOf[Circle]) {
  val c = shape.asInstanceOf[Circle]
  c.radius * c.radius * Math.PI
} else if (shape.isInstanceOf[Rect]) { ... }

// ✅
shape match {
  case Circle(r) => r * r * Math.PI
  case Rect(w, h) => w * h
}

// ❌ Nested match with identical fallthrough
x match {
  case 1 => "low"
  case 2 => "low"
  case 3 => "mid"
  case _ => "high"
}

// ✅
x match {
  case 1 | 2 => "low"
  case 3     => "mid"
  case _     => "high"
}

// ❌ Match to extract then use
val result = opt match {
  case Some(x) => x.toString
  case None    => "N/A"
}

// ✅
val result = opt.map(_.toString).getOrElse("N/A")
// or:
val result = opt.fold("N/A")(_.toString)

---

3. Case Classes & ADTs {#case-classes}

// ❌ Regular class for data
class User(val name: String, val age: Int) {
  override def equals(obj: Any): Boolean = ...
  override def hashCode(): Int = ...
  override def toString: String = ...
}

// ✅
case class User(name: String, age: Int)

// ❌ Sealed trait with unrelated case objects
sealed trait Result
case class Success(value: Int) extends Result
case class Failure(error: String) extends Result
case object Unknown extends Result // what does "Unknown" mean?

// ✅ — each variant should carry the data it represents
sealed trait Result[+A]
case class Success[A] (value: A) extends Result[A]
case class Failure(error: Throwable) extends Result[Nothing]

// ❌ (Scala 3) Verbose enum
sealed trait Color
object Color {
  case object Red extends Color
  case object Green extends Color
  case object Blue extends Color
}

// ✅ (Scala 3)
enum Color { case Red, Green, Blue }

---

4. Option & Error Handling {#option}

// ❌ Null checks
val name: String = if (user != null) user.name else "Unknown"

// ✅
val name = Option(user).map(_.name).getOrElse("Unknown")

// ❌ .get on Option (defeats the purpose)
val name = userOpt.get // throws if None

// ✅
val name = userOpt.getOrElse("default")
// or: userOpt.map(process).getOrElse(fallback)
// or: userOpt match { case Some(u) => ... case None => ... }

// ❌ Try with .get
val result = Try(parse(input)).get // throws on failure

// ✅
val result = Try(parse(input)) match {
  case Success(v) => v
  case Failure(e) => handleError(e)
}
// or: Try(parse(input)).getOrElse(default)
// or: Try(parse(input)).toEither

// ❌ Using exceptions for expected failures
def findUser(id: String): User = {
  val user = db.query(id)
  if (user == null) throw new NotFoundException(id)
  user
}

// ✅ — Option for absence, Either for expected errors
def findUser(id: String): Option[User] = db.query(id)
// or:
def findUser(id: String): Either[AppError, User]

---

5. Implicits & Given/Using {#implicits}

// ❌ (Scala 2) Implicit conversion that hides bugs
implicit def stringToInt(s: String): Int = s.toInt

// ✅ — extension methods instead of implicit conversions
extension (s: String)
  def toIntSafe: Option[Int] = s.toIntOption

// ❌ (Scala 2) Implicit parameter with broad type
def query(sql: String)(implicit conn: Connection): ResultSet

// ✅ (Scala 3)
def query(sql: String)(using conn: Connection): ResultSet

// ❌ Importing implicits from everywhere
import com.lib.implicits._

// ✅ — import only what you need
import com.lib.given
// or specific: import com.lib.{given ExecutionContext}

---

6. Concurrency {#concurrency}

// ❌ Thread.sleep in production code
Thread.sleep(5000)

// ✅ — use scheduler / timer abstraction
import scala.concurrent.duration._
system.scheduler.scheduleOnce(5.seconds)(doWork())

// ❌ Blocking inside Future
Future {
  val result = blockingHttpCall() // starves thread pool
  process(result)
}

// ✅
Future {
  blocking { val result = blockingHttpCall() }
  // or use a dedicated blocking ExecutionContext
}

// ❌ Awaiting futures in a loop
for (f <- futures) Await.result(f, Duration.Inf)

// ✅
val all = Future.sequence(futures)
all.map(results => process(results))

Prefer Future.sequence/Future.traverse over manual await loops.

---

7. Anti-patterns specific to Scala {#antipatterns}

Anti-pattern	Preferred
.get on Option/Try	.getOrElse / pattern match
null	Option
isInstanceOf + asInstanceOf	pattern matching
Implicit conversions (Scala 2)	extension methods (Scala 3)
var for accumulation	val + functional transforms
return keyword	last expression is the return value
Mutable collections by default	immutable collections
Any / AnyRef parameters	generics with type bounds
Deeply nested for comprehensions	break into named values
Tuple instead of case class	case class for anything with semantic meaning
Await.result in production	compose with map/flatMap

Limitations

• These are language-specific guidelines and do not cover overall architectural decisions.
• Over-compression might reduce readability; apply judgement.