You can at least guess what the answer should be by computing $f(x) = e - \left( 1 + \frac{1}{x} \right)^x$ for some large values of $x$ and seeing how it behaves. For example, WolframAlpha will tell you that
$$f(10) = 0.125 \dots $$
$$f(100) = 0.0135 \dots $$
$$f(1000) = 0.00137 \dots $$
which suggests that we have $f(x) \sim \frac{C}{x}$ for some constant $C$, in which case the desired limit is $\infty$; $e^x$ grows much faster than $f(x)$ decays. It's actually quite overkill; the limit would still be $\infty$ if we replaced $e^x$ with $x^{1 + \varepsilon}$ for any $\varepsilon > 0$.
There are a couple of different ways to finish the argument from here. The lowest-tech version is probably to restrict to the case that $x$ is a positive integer $n$, then use the binomial theorem to expand
$$\left( 1 + \frac{1}{n} \right)^n = \sum_{k=0}^n {n \choose k} \frac{1}{n^k} = \sum_{k=0}^n \frac{1}{k!} \prod_{i=0}^{k-1} \left( 1 - \frac{i}{n} \right).$$
Since $e = \sum_{k=0}^{\infty} \frac{1}{k!}$ and each term of this series is greater than or equal to the corresponding term of the above series, this gives
$$e - \left( 1 + \frac{1}{n} \right)^n \ge \frac{1}{2n}$$
(considering the difference between the $k = 2$ terms only). Since, as Don says in the comments, $\left( 1 + \frac{1}{x} \right)^x$ is monotonically increasing, this implies a similar bound for all positive real $x$ (alternatively, we can apply the generalized binomial theorem for non-integer exponents), and we're done.
Alternatively, we can argue by writing
$$\ln \left( 1 + \frac{1}{x} \right)^x = x \ln \left( 1 + \frac{1}{x} \right) \le x \left( \frac{1}{x} - \frac{1}{2x^2} + \frac{1}{3x^3} \right)$$
which gives
$$\left( 1 + \frac{1}{x} \right)^x \le \exp \left( 1 - \frac{1}{2x} + \frac{1}{3x^2} \right)$$
and hence
$$e - \left( 1 + \frac{1}{x} \right)^x \ge e \left( 1 - \exp \left( - \frac{1}{2x} + \frac{1}{3x^2} \right) \right)$$
which again is enough to conclude, using for example the inequality $\exp x \le 1 + (e-1)x$ for $x \in [0, 1]$.
Follow-up exercise: Evaluate $\lim_{x \to \infty} x \left( e - \left( 1 + \frac{1}{x} \right)^x \right)$. (This one isn't $\infty$!)
We also know that $;\left(1+\frac1x\right)^x\xrightarrow[x\to\infty]{}e;$ rather slowly (and at any rate much slower than the taylor series converges to $;e;$ when $;x=1;$, thus the exponential outside the parentheses, which diverges to infinity, will overcome the expression inside the parentheses which converges to zero. This is not a proof but...
– DonAntonio Aug 27 '22 at 19:45