A functional equation of two variables
Got it! I probably complicated it more than I had to so if anyone sees any way to simply this I would love to hear feedback.
To solve this, let $y=0$ so that $f(f(x)) = x+f(2017)$. Let $c=f(2017)$. Then for all $x\in\mathbb{Z}$, $$f(f(x)) = x+c$$
Now plugging $x=y=0$ into the original equation we get $f(f(0)) = f(2017)$. Taking $f$ of both sides yields $f(f(f(0))) = f(f(2017))$ which is $f(0)+c=2017+c$ so $f(0) = 2017$.
Now take $f$ of both sides of the original equation to get $f(f(f(x)+y)) = f(x+f(y+2017))$ which is $f(x)+y + c = f(x+f(y+2017))$ Setting $y=-2017$ gives $$f(x)-2017 + c = f(x+f(0)) = f(x+2017)$$.
Now we return again to the original equation with $y=1$. This gives $f(f(x)+1) = x+f(2018)$ which by the above formula is $x+f(1)-2017 + c$. So $$f(f(x)+1)-f(f(x)) = x+f(1)-2017+c - (x+c) = f(1)-2017$$
Now, as $f(f(x)) = x+c$, $f(f(x))$, and thus $f(x)$, can attain all values in $\mathbb{Z}$. So for any $k\in\mathbb{Z}$, there is an $x\in\mathbb{Z}$ such that $f(x)=k$, and so the above formula becomes $$f(k+1)-f(k) = f(1)-2017$$ for all $k\in\mathbb{Z}$. So for all $k\in\mathbb{Z}$, $$f(k) = k+c_2$$ for some $c_2$. So the original equation becomes $$x+y+2c_2=x+y+2017+c_2$$ so $c_2=2017$. Thus the only solution is $$f(x) = x+2017$$
You could take $y=0$ there and get $f(f(x))=x+f(2017)=x+n$ where $n$ is a constant. Thus $f(f(x))$ is a linear function. You can observe (guess?) what $f(x)$ could be like here. If it is so, then you have no problem taking $f^{-1}$ and you can easily find $n$.
The point is how to prove the nature of $f(x)$ if you know $f(f(x))$ is linear. This is an interesting problem. What is the square root (with integer values) of a linear function?
Now here I'm not sure $f(x)$ will end up being a simple function involving only arithmetic operations, or a function also involving the modulo.
Let $n$ be an integer. Then at $f(x)=n$ and $y=0$, the equation $f(f(x)+y)=x+f(y+n)$ becomes $f(n+y)=f(y+n)+x\Big|_{f(x)=n}$, so $f(0)=n$.
Now at $f(x)=n+1$, we can derive similar relations, at $y=0$ and $y=-1$ respectively, $$x\Big|_{f(x)=n+1}=f(n+1)-f(n)=f(n)-f(n-1)\implies 2f(n)=f(n-1)+f(n+1).$$
By induction it can be proven that $2f(n)=f(n-x)+f(n+x)$ or $2f(n)=f(x)+f(2n-x)$ for any integer $x$. Assuming differentiability, $f'(x)-f'(2n-x)=0$ so $f$ is either a linear or periodic function. It cannot be periodic because $f(0)=n$ and $x\Big|_{f(x)=0}=f(n)-f(0)$.
Thus $f$ is a linear function and putting it in $f(x)=ax+b$, gives us $b=n$ and $a=1$ since $f(f(x))=x+f(n)$.