It also depends on the medication as people have different reactions to different medications, even if they're in the same family of drugs (e.g. SSRI, SNRI, etc.). Some people will have the side effect you mentioned (e.g. suicidal ideation), but feel much better than before the medication after a few weeks. Those same people may not feel any difference on a different medication, even on the highest dosage, and never feel any improvements. Then there's a wide range of reactions in between. Unfortunately, it often takes a while to find the right medication for someone and the journey to do so is rarely pleasant.
This is one of the hardest things about psychiatric pharmacology. There's no go-to medication because you're trying to alleviate symptoms for something that you don't know the exact mechanisms involved (i.e. everyone's brain is different and a "chemical imbalance" or the cause of it in one person isn't the same as another's, even if their symptoms are the same).
With all of that said, I'd definitely recommend attempting cognitive-behavioral therapy before going to medication as a supplement or alternative to CBT, especially if the depression is mild/moderate. For those with severe depression (like me), however, they may not have the motivation/drive/confidence to consistently see a therapist. In those cases, medication might alleviate the symptoms enough for them to do so, which is what happened in my case. Although I don't continue CBT, mostly due to time constraints, I still take anti-depressants to maintain what I've climbed out of so far.
None of this even mentions those with severe, treatment-resistant depression in which the only relief they get is maybe from electroconvulsive therapy (ECT) or transcranial magnetic stimulation (TMS). The former sometimes doesn't work and the latter's effectiveness tends to range from months to weeks and dependent on specific pulse train protocols for those cases.
Since a lot of the benefits of these drugs may be the placebo effect, that would be a pretty odd thing to say since they could undermine their treatment.
Psychiatry is like a science that hasn't been invented yet. If someone is seriously depressed it may be worth a shot to try drugs but the psychiatrist will have no real clue what the drugs will do, just educated guesses based on flawed studies.
I whole-heartedly agree with this. I was on anti-depressants at some point of my life. At that time I did something very stupid that jeopardized my life. I was lucky enough to get out of it unscathed. Although I am still traumatized by the incident.
Please be very careful taking anti-depressants.