This is a pleasing example of a nice technique. Let me explain:
The field $\Bbb Q(\eta)=K$ is of degree $16$ over $\Bbb Q$, since the $17$th cyclotomic polynomial $\Phi_{17}$ is $\Bbb Q$-irreducible. It’s well known — I’ll leave it to you to look this fact up — that the field gotten by adjoining a $p$-th root of unity is ramified only at $p$. In particular the decomposition of the ideal $(3)\subset\Bbb Z[\eta]=R$ is simply a product of the distinct prime divisors of $3$ in $R$: no exponents greater than $1$. Let’s write $(3)=\mathfrak p_1\cdots\mathfrak p_g$, where these are the divisors of $3$.
Now $R/(3)=R/(\mathfrak p_1\cdots\mathfrak p_g)=R/\mathfrak p_1\oplus\cdots\oplus R/\mathfrak p_g$, the last expression being the ring-direct sum of the finite rings $R/\mathfrak p_i$. (If there had been ramification, we would be summing up things of form $R/\mathfrak p_i^e$, where $e$ was the ramification index, and such rings are not fields.)
Because $\eta\not\equiv1\pmod3$ (if it were, then $\Phi_{17}(1)=0$ also, but this is not the case), and as a result there’s a primitive $17$-th root of unity in one (in fact all) of the fields $R/\mathfrak p_i$.
These finite fields are extensions of $\Bbb F(3)=\mathbb Z/3\mathbb Z$. What is the first possibility for a finite field of form $\Bbb F(3^n)$ that contains a $17$-th root of unity? The answer is, the first $n$ such that $17|(3^n-1)$, this last number being the order of the multiplicative group of $\mathbb F(3^n)$. In other words, the first $n$ such that $3^n\equiv1\pmod{17}$. You may have noticed already that $3$ is a primitive residue modulo $17$, i.e. that $3^{16}\equiv1\pmod{17}$, but this is not true for any smaller $n$; if not, all you need to check is that $3^8=81\times81\not\equiv1\pmod{17}$.
What have we seen? One of the fields $R/\mathfrak p_i$ must be equal (isomorphic, actually) to $\Bbb F(3^{16})$. But in view of the wonderful formula $\sum_ie_if_i=n=[K:\Bbb Q]$, where the $e$’s are the ramification indices and each $f_i$ is the degree of $R/\mathfrak p_i$ over $\Bbb F(3)$, you see that there is only one $\mathfrak p$, namely the first one. Thus the decomposition is $(3)=\mathfrak p$.
The upshot? Yes, $3$ is still irreducible in $R=\Bbb Z[\eta]$.