I'm still rusty on integral equations. I need to solve the following
$$ f(x) = e^{-{\left | x \right |}} + \lambda \int_{-\infty}^{\infty} e^{-{\left | x - y \right |}} f(y)dy $$
where $f(x)$ is to remain finite for $x \rightarrow \pm \infty $
I'm guessing fourier transform?
You're guessing right. Use the convolution theorem and the fact that the FT of $e^{-|x|}$ is $2/(1+k^2)$. You will get an equation like
$$\lambda \frac{2 \hat{f}(k)}{1+k^2} + \frac{2}{1+k^2}=\hat{f}(k)$$
where $\hat{f}(k)$ is the FT of $f$.
Thus, the FT turns an integral equation into an algebraic one. Once you find $\hat{f}(k)$, take the inverse FT to solve for $f$.
$$\hat{f}(k) = \frac{2}{k^2+1-2 \lambda}$$
In order for the solution to be bounded, you should have $\lambda \ne 1/2$. In this case,
$$f(x) = \frac{1}{\pi} \int_{-\infty}^{\infty} dk \: \frac{e^{-i k x}}{k^2+1-2 \lambda} = \frac{1}{\sqrt{1-2 \lambda}} e^{-\sqrt{1-2 \lambda} |x|}$$
I have verified this solution to be correct by plugging it back into the equation and using the convolution theorem again; this involves evaluating the integral
$$\int_{-\infty}^{\infty} dk \: \frac{4}{(1+k^2)(b^2+k^2)} e^{-i k x}$$
where $b^2=1-2 \lambda$. The result is
$$\frac{2}{b (1-b^2)} e^{-b |x|} - \frac{2}{1-b^2} e^{-|x|}$$
which you can show that, when multiplied by $\lambda$ and added to the term $e^{-|x|}$, reproduces the solution.