As you mentioned $\sqrt2$ in the question I want mention one subtlety that comes up with number systems you won't meet early in your studies, namely the $p$-adics.
The reason I bring this up is because when we extend our number system from $\Bbb{Q}$, things really branch out. We can extend $\Bbb{Q}$ into infinitely many different directions. The most popular one is surely $\Bbb{R}$ because that's where physic, engineering and a number of other things take place. When construct the real number called $\sqrt2$ we do it (for example) as a limit $S$ (or the equivalence class of the Cauchy sequence if you want to be pedantic) of the sequence $1$, $14/10$, $141/100$, $\ldots$. By the carefully designed arithmetic, we can then show that the equation $S^2=2$ holds.
In this limiting process we measure how far two rational numbers $q_1$ and $q_2$ are from each other by calculating the absolute value of their difference $|q_1-q_2|$. As we advance in the above sequence the differences eventually go below any power of $1/10$, for example $|141/100-1414/1000|=4/1000$ is below $1/100$. This leads to a working concept of a limit. Hopefully you have seen that.
The other ways of measuring how far $q_1$ and $q_2$ are from each other is number theoretic. We start out by picking a prime number $p$. Then we, again, look at the difference $q_1-q_2$. This time we write the difference, using factorization into primes, in the form $q_1-q_2=p^a\cdot m/n$, where neither of the integers $m,n$ is divisible by $p$. The integer $a$ can be positive or negative as the case may be. We then define the $p$-adic distance $d_p(q_1,q_2)=p^{-a}$. In other words, the numbers are close to each other if a high power of $p$ divides their difference.
The surprising fact is that this concept of a distance still leads to a similar extension of rational numbers by means of equivalence classes of Cauchy sequences, the field of $p$-adic numbers $\Bbb{Q}_p$.
Since I have been motivated by $\sqrt2$ let us select $p=7$. We see that $3^2=9$ differs from $2$ by seven, now a small difference, so according to the $7$-adic metric $3$ is close to being a square root of two. We then observe that
$3+1\cdot7=10$ is an even better approximation of $\sqrt2$ as $10^2-2=98$ is divisible by $7^2$. $3+1\cdot7+2\cdot7^2=108$ is better still, as $108^2-2=2\cdot7^3\cdot17$ is divisible by $7^3$.
We can keep going on forever (requires a proof, but it isn't difficult). Observe that my "approximate square roots" also differed from the preceding one by something that is divisible by a higher and higher power of seven. Therefore they form a $7$-adic Cauchy sequence. We can (the proof is similar to the real case) again show that the limit
$$S=3+1\cdot7+2\cdot7^2+6\cdot7^3+\cdots$$
satisfies $S^2=2$.
At this point we can may be agree that $1.41421356\ldots$ and
$S=3+1\cdot7+2\cdot7^2+6\cdot7^3+\cdots$ don't really have much in common. Yet they can both claim to be $\sqrt2$.
Closing with a few remarks
- In the real numbers we can single out $1.414\cdots$ as the square root of two for it is positive. However, in the $7$-adic domain there is no similar division to positive and negative numbers, and $S$ and $-S$ have equal claims to being called $\sqrt2$.
- You know that in the reals only positive numbers have square roots. As I said that there is no positive/negative dichotomy in the $p$-adic realm, the existence of square roots in $\Bbb{Q}_7$ is different. For example, it turns out that there is no $7$-adic $\sqrt3$. The above process leading to $\sqrt2$ fails at the first hurdle because $n^2-3$ is not divisible by seven for any integer $n$. For the same reason there is no $5$-adic $\sqrt2$.
- One reason $p$-adic numbers are not used (much) in natural sciences is that their size and addition behave very differently. In calculus we arrive at interesting stuff like integrals by the process of adding together more and more very tiny numbers. This won't work in the $p$-adics. No matter how many numbers divisible by $7^5$ you add together, the end result is still divisible by $7^5$. It never "grows" to be divisible only by a lower power of seven.
Summary: When we extend from $\Bbb{Q}$ to directions other than $\Bbb{R}$, the number systems really branch out, and things like roots of the equation $x^2=2$ (should they exist) have nothing else in common (an exaggeration, but I'm not gonna discuss how we might bring these different extension back together again).