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Binary files are usually thought of as being a sequence of bytes, which means the binary digits (bits) are grouped in eights. Binary files typically contain bytes that are intended to be interpreted as something other than text characters.
A dump file is a snapshot of an app at the point in time the dump is taken. It shows what process was executing and what modules were loaded. If the dump was saved with heap information, the dump file contains a snapshot of what was in the app's memory at that point in time. Opening a dump file with a heap in Visual Studio is like stopping at a breakpoint in a debug session. Although you cannot continue execution, you can examine the stacks, threads, and variable values of the app at the time the dump occurred.