Learn SCALA with Real Code Examples
Updated Nov 21, 2025
Performance Notes
Prefer immutable collections for thread safety
Use tail recursion for optimized recursion
Minimize boxing/unboxing for primitives
Leverage parallel collections for data parallelism
Profile with JVM tools like VisualVM
Security Notes
Avoid unsafe reflection or dynamic class loading
Handle Option/Either to prevent NullPointerExceptions
Sanitize input for web apps and Spark jobs
Use secure libraries for encryption
Follow JVM security best practices
Monitoring Analytics
Use logging frameworks (Logback, SLF4J)
Monitor JVM metrics
Profile actor systems and Futures
Track application performance via dashboards
Use Scala profilers or Java profilers for bottlenecks
Code Quality
Follow Scala style guides
Use linters like Scalafix
Write unit and property-based tests
Document functions and classes
Profile and optimize performance-critical code