Infrastructure automation usually gets sold as a shopping trip. In my experience it starts with a measurement. Before you buy a bigger server, a faster network card or another drive, find out which part is actually holding you back.
Measure before you buy
My video archive server is a used Xeon machine with 64 GB of ECC memory and a 10-gigabit network connection. On paper it is modest. In practice the thing slowing a job down was rarely the part I would have guessed. Sometimes it was the disks, sometimes the network path, sometimes one slow step that everything else waited on. A few minutes with the right monitoring saved me from buying the wrong upgrade more than once.
Fix the bottleneck in the right order
Fix one limit, then measure again, because the next limit is now the new problem. Change one thing at a time so you know what actually helped. It is slower for about a day and much faster for the next year.
Automate the repeatable parts
Hashing files, checking disk health, running backups, tagging footage and compressing copies are the same steps every time, so they belong to scripts and scheduled jobs. A script does not get bored or skip a step on a Friday afternoon. My rule is simple: scripts do the work, and a person approves anything that changes or removes data.
Right-size the hardware
Matching components to the job beats chasing the biggest number. For video work that can mean a graphics card with enough memory and the right encoding support for the footage you shoot, not simply the newest card on the shelf. I am choosing mine by what the workload needs, and I would suggest you do the same.
If a team you know is running on hardware that merely feels slow, the cheapest first step is to find out why. The same approach drives how I manage networks and deploy change, and I am happy to look at yours: start a conversation.
Written with AI assistance. Every idea, opinion and experience here is mine. I just thrive on strategy and execution more than eloquent wordsmithing.