Abstract: A system and method automatically identifies any or all of potential row, column and string delimiters in a file in which such delimiters are unknown to the program making such identification.

Abstract: Disclosed are methods and apparatus for error handling within jobs that utilize a plurality of tasks for data transfer of individual data records to a storage destination. For each task, one or more failed records may be logged to a file for later insertion. If a high percentage of a task's output (e.g., writes to another data storage system) is determined to be failing, the task short-circuits itself. Each task is also configured to perform checkpoint logging as the task completes work. If the entire job later short-circuits and is to be restarted, the restarted job only repeats a minimal amount of previously completed work for the tasks which have not already completed their data insertions. Together, these techniques can ensure that in the face of periodic failures, the job completes long-running job in a minimal time with minimal effects.

Abstract: Disclosed are methods and apparatus for error handling within jobs that utilize a plurality of tasks for data transfer of individual data records to a storage destination. For each task, one or more failed records may be logged to a file for later insertion. If a high percentage of a task's output (e.g., writes to another data storage system) is determined to be failing, the task short-circuits itself. Each task is also configured to perform checkpoint logging as the task completes work. If the entire job later short-circuits and is to be restarted, the restarted job only repeats a minimal amount of previously completed work for the tasks which have not already completed their data insertions. Together, these techniques can ensure that in the face of periodic failures, the job completes long-running job in a minimal time with minimal effects.