The Germany international thinks he could still be at the Allianz Arena now had he shown a bit more patience during his time with the Bavarians.
However, Podolski now feels he would have been better off staying at Bayern, particularly as Jupp Heynckes was appointed coach just days after his departure.
"From a sporting point of view, my return to Koln was not very helpful for my career," the Arsenal attacker told Sport Bild. "I think that I would now still have been with Bayern if only Jupp Heynckes had arrived at the club one or two weeks earlier.
"He really wanted to hold on to me."
Podolski was briefly linked with Schalke during the January transfer window, but he has stressed that a return to the Bundesliga was never an option.
"That was just a rumor," the 28-year-old insisted. "There was absolutely no truth in it. The manager [Arsene Wenger] has confirmed that to me. And I know that there was nothing to it myself, too."
Podolski has a contract with Arsenal until June 2016.