I am looking for problems dependent on a parameter whose value makes every variation a new safari.
A good example of this would be the equation $x^n + y^n = z^n$ for integers $n, x, y, z$ with $xyz \ne 0.$ The case $n = 0$ has no solutions because you get $1+1=1.$ The case $n=1$ just corresponds to addition, which we know happens all the time. The case $n = 2$ leads to the theory of Pythagorean triples and is settled by the parametrization $\{x, y\} = \{2mn, m^2-n^2\}, z = m^2+n^2.$ The case $n = 4$ uses a nice argument by infinite descent, the case $n = 3$ uses a sequence of careful deductions in elementary number theory after a lemma about integers $s$ satisfying $s^3 = u^2+3v^2.$ The case $n = 5$ was done by Dirichlet and Legendre involving some casework and techniques which are different enough from Euler's proof for $n = 3.$
The case $n = -1$ is resolved by a parametrization which can be derived (and proved to give all solutions in the process) in a different way than the case $n = 2.$ For $n = k < -2,$ the non-existence of solutions is equivalent to that of $n = -k.$ Now we can consider $n$ to be a regular prime, and $n$ to be any integer $>2$ in general, so all the adventure eventually comes to an end. However, in the process we have found 6 or 7 different values of $n$ that all lead to wildly different adventures. Never have I seen before such a problem where varying the parameter can give you so many different scenarios with so many different approaches, so I'm wondering if there are any more problems like this.
The Mordell equation is $y^2=x^3+k$. The problem is, for a given integer $k$, to find all the solutions in integers $x,y$, or to prove there are none. The methods used vary widely from one value of $k$ to another. I strongly recommend Keith Conrad's survey, Examples of Mordell's equation, available at https://kconrad.math.uconn.edu/blurbs/gradnumthy/mordelleqn1.pdf
Some examples, taken from that survey:
$k=7$, proved to have no solutions, key idea being that $-1$ is a quadratic residue modulo an odd prime $p$ if and only if $p\equiv1\bmod4$. Other examples depend on the primes for which $2$ and/or $-2$ is a quadratic residue.
$k=16$, a proof that the only solutions are $(x,y)=(0,\pm4)$ uses the Unique Factorization Theorem. Other examples use unique factorization in ${\bf Z}[\sqrt{-1}]$ or ${\bf Z}[\sqrt2]$.
The case $k=1$ has a proof that relies on $p$-adic analysis.
The case $k=-26$ leads to calculations in ${\bf Z}[\sqrt{-26}]$, which is not a unique factorization domain, so more advanced techniques of Algebraic Number Theory are needed (but the paper stops short of providing these).
In a series of slides at https://kconrad.math.uconn.edu/ross2008/mordell.pdf Conrad repeats some of the examples from the paper, and then ties the Mordell equation to bounds on solutions found by Baker and by Stark, a bound conjectured by Hall, and the $abc$ conjecture.