Is there any way to avoid unavailablity?

As the two location on DO are sometimes not available, either due to non availability or DDOS or others. So I wanted to know whether there is anyway to make use of 2 location and then use either of the server in case on failure of 1 server.

Thanks of any help

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Depending on the circumstance, you might want to use a cache instead as well.

Then you need to duplicate the database, in case one is failed

You can use a DNS service such as Amazon Route 53 with Health Checks so you can create two droplets in two different regions and have Amazon route to the second droplet if the first droplet cannot be reached.