ESP32 brownout on HTTP GET Request

Don't think so, really; it looks pretty basic. It's not doing anything beside the initialization in Setup() anyway.
Are there any other peripherals hooked up to the ESP?

Did you connect the cap between the 5V input or the actual 3.3V Vcc? I recommend the latter.