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Ok, I am not very good at linear algebra. But When I read a post:

Prove $A^T A$ and $A$ have same rank

which someone try to prove it by using Null space of $A^T A$ and $A$. An idea pops up. For any matrix $A$ with size of $m\times n$, what different between row space of $BA$ and $A$, and more importantly, what kind of $B$ can make sure the row space of $A$ and $BA$ are the same?

Well, if $B$ is an full rank square matrix, no doubt that row space would not change. But the post above shows that when $B=A^T$ the row space would not change either. And here $B$ does not have to be square.

So, can anyone tell me what kind of $B$ will preserve row space of $A$ when $A$ times $B$?

Thinks, I should say that all matrix are real.

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Thinks for Harald Hanche-Olsen's hint, I figured it out.

Because null space of $BA$ always included in null space of $A$. For preserve row space of $A$, just need to make sure those two null space equal.

$Ax$ are column combinations of $A$, if $A$'s column space dose not contain any vector which perpendicular to B, OR like Harald Hanche-Olsen said, the null space of $B$ and column space of $A$ only intersected at zero vector, then we got it.

Thinks for Harald Hanche-Olsen again. Very good hint.