spark-submit deploy-mode option

• Client mode
  • Want to get a job result (dynamic analysis)
  • Easier for developping/debugging
  • Control where your Driver Program is running
  • Always up application: expose your Spark job launcher as REST service or a Web UI
• Cluster mode
  • Easier for resource allocation (let the master decide): Fire and forget
  • Monitor your Driver Program from Master Web UI like other workers
  • Stop at the end: one job is finished, allocated resources a freed

출처 : http://stackoverflow.com/a/28808269/3736917

spark-submit 관련 

https://spark.apache.org/docs/latest/submitting-applications.html