How to Handle SSHException in Multithreaded Applications: Thread Safety and Error Propagation in Paramiko

When using Paramiko in multithreaded Python applications, SSHException can arise from thread-safety issues, network interruptions, or server-side limits. This guide shows best practices for preventing and handling SSHException in concurrent workflows, including thread synchronization, session pooling, retry strategies, and structured error propagation.

How to convert paramiko output to array

Paramiko’s exec_command returns stdout and stderr as file-like objects. To process command-line data—such as CSV or whitespace-delimited tables—you can read the output, split into lines, and convert to Python lists or NumPy arrays. This guide demonstrates four approaches: pure Python lists, csv module, pandas, and numpy.