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.