Operations | Monitoring | ITSM | DevOps | Cloud

We chose to feature this article because it reflects exactly what OpsMatters stands for: practitioners solving real problems with practical DevOps thinking. When we came across Ashish's detailed breakdown of his experience modernizing a complex ML environment, it stood out for its clarity and actionable insights. We reached out to him to learn more about the work behind this case study, and with his permission, we are sharing it here so the broader community can benefit from these lessons in observability, cost optimization, and real-world DevOps execution.

The landscape of entrepreneurship in 2025 looks nothing like it did just a few years ago. With AI tools, low-cost infrastructure, and easier access to global markets, launching a startup has become more attainable than ever. But while the tools have changed, the fundamentals of discovering a strong startup idea remain the same - and arguably more important.

Ever tried applying for a loan, renting an apartment, or just upgrading your phone? At some point, someone asks, "Can you show us proof of income?" It seems straightforward, until you realize things have shifted. It's now 2025. Digital payments, side hustles, freelancing, and even crypto earnings have now made things that used to be simple much more complicated. How do you even begin to explain your income when you've got income coming in from five different sources?

Something critical just went down. Again. So you troubleshoot and find out everything's clean - logs, metrics, nothing seems out of the ordinary. You didn't think to look out the window, right? Let's rewind a couple of hours. The temperature spiked 15 degrees outside, the humidity was at 90% and a storm came out of nowhere. Meanwhile, your edge device is sitting in a box on a pole somewhere; it never stood a chance.

Running a solo dental practice isn't just about fillings and fluoride. You're not only the clinician but also the admin team, the scheduler, the marketing department, and sometimes, the IT support. When the waiting room's quiet, you're chasing follow-ups. When it's busy, you're mentally juggling which voicemail needs a callback first. It's no surprise that many solo dentists feel like they're one missed call away from burnout.

What was the biggest pain in your childhood when doing puzzles? Of course, the worst is when you need to somehow finish a plain-black segment of 300-400 pieces. Lost puzzle pieces proudly occupy the second place. Well, if you have chosen to work in the digital marketing or e-commerce industry, nothing changes. You still will suffer from huge black spots and tiny pieces of missing data. The bigger the company you work for is and the larger the amount of data you operate with, the more you will be affected by those information gaps.

Chiropractic care is often misunderstood. Many people think it's only about cracking backs or that it's risky or painful. In reality, chiropractic treatment is a gentle, science-based approach to improving how your spine, joints, and nervous system function. It's not about forcing things into place-it's about helping your body move better and feel better with minimal intervention.

Septic companies face a unique set of challenges that demand agile and innovative solutions. The traditional methods of managing operations, handling customer relationships, scheduling services, and maintaining equipment are becoming increasingly inefficient in this digital age. With technology advancing at a rapid pace, those companies willing to adopt smarter tools for operations gain a significant edge over their competitors. Today's modern septic companies are now seeking ways to enhance efficiency, streamline processes, and ultimately improve customer satisfaction through various software solutions.

Emotions are running high about AI technologies. In this 2-parter, I do my best to make a rational case on the reality of AI, and how we can respond to it. This is part one; part two next week. We seem to be struggling to have pragmatic discussions about advancements in Artificial Intelligence. It's hard to hear calmer voices over the detractors and breathless enthusiasts. Today, I want to make a reasoned, evidence-based case for the potential of this technology, glance at present and future applications, and offer some practical examples for implementing AI within an organization.