I'm looking for creative and effective ways to cut costs in my company's operations. What strategies have you personally implemented that saved significant amounts of money for your company? I'm especially interested in identifying inefficiencies within our infrastructure, so please feel free to share your experiences and insights!
11 Answers
I replaced a sysadmin role with a simple 50-line Python script that handled routine tasks. He was making $100k a year for what turned out to be a really simple job. It was surprising to find that such a small change could lead to substantial savings!
I redesigned our network infrastructure to eliminate redundancy, which cut our operational expenses by over $50 million annually!
We took our Datadog costs from a million dollars a year down to just $260k by carefully auditing our resource usage. Check for unused non-production cloud projects—there’s often a goldmine of neglected resources there. Plus, think about right-sizing your Kubernetes nodes to minimize unnecessary overhead.
$260k or literally just $260? That's a big difference!
I've deleted unnecessary test environments and scaled them down during off-hours to nearly zero. Also, consider optimizing your pipelines—inefficiencies there can ramp up costs quickly. There are definitely a lot of areas to explore for savings!
We shifted 90% of our workforce and replaced many roles with AI agents, allowing us to trim down labor costs significantly.
I clocked in a lot of extra hours, working nights and weekends, just to save costs overall. It wasn’t ideal, but it helped keep the budget in check.
One of our senior developers saved about $100k a year by offloading some tasks from our ingress servers to a dedicated service, allowing us to scale each one more effectively.
I created a usage report for M365 licenses and discovered hundreds of users barely utilized their accounts. By reallocating licenses, we saved over $100,000 a year, and I'd recommend it for any large organization!
Our level 1 support is almost entirely run by AI now. But without new level 1 support, how do we train up to level 2?
I managed to save my company about $15,000 a month just by cleaning up idle EBS volumes that had been left attached for years without anyone using them. I also found that deleting our production database cluster over long weekends saved us a decent chunk on infrastructure costs too!
That’s impressive! We’ve also seen huge savings—over $2 million this year—by improving cloud hygiene practices after years of neglect.
Wait, how did you get away with tearing down the DB on weekends? Seems risky if you aren’t in a field where weekends are quiet!
I also saved around $20,000 a month by cleaning up abandoned AWS projects with leftover resources. It’s mind-blowing how much money can go to waste if no one monitors those projects regularly!

That’s wild! In my first job, I used SQL to analyze sales data and inadvertently helped reduce headcount too—definitely bittersweet.