Jayanth Katta | Technology, Life, Health & Learning

Today I ran into one of those issues that looks complex, but turns out to be beautifully simple. Every job I launched in Ansible Automation Platform (Tower / Controller 4.5) just sat there. No output. No errors. No movement. Just PENDING . And sometimes, silence is the loudest signal. What I Saw Everything looked healthy on the surface: Job templates launched successfully Jobs stayed in PENDING forever No logs, no failures, no hints Execution Environments looked perfectly fine At first, I suspected Ansible itself,  playbooks, environments, something deep. But this didn’t feel like a playbook problem. This felt like something wasn’t even starting . The Turning Point When jobs don’t start at all, it’s usually not Ansible… it’s scheduling. So I went one level lower services. That’s when I checked Receptor , the quiet engine behind job execution in AAP 4.x. And there it was: systemctl status receptor ● receptor.service - Receptor    Loaded: loaded (/usr/lib/system...

  There’s a question I often reflect on: Why am I more inclined toward long‑term, consistent investments instead of rushing into real estate or chasing fast returns? I don’t deny the importance of diversification. Any well‑balanced portfolio should ideally be spread across multiple investment types like equities, real estate, fixed income, and alternative assets. But for me, the future‑focused approach offers something deeper than numbers on a balance sheet. It gives me relief, hope, and most importantly teaches me patience. Long‑term investing forces you to trust time rather than timing. Whether it’s contributing steadily to a TTPF, building a 529 plan for education, holding a VUL life insurance policy, or sticking to systematic investment plans, the philosophy remains the same: consistency over intensity. Automating investments, especially in strong, innovative companies like the so‑called Magnificent 7 removes emotion from the equation and replaces it with discipline. These choi...

  Introduction Cloud costs do not always rise because of growth. Sometimes they rise because of configuration. That was exactly the case in our environment. We noticed that Log Analytics costs had climbed to roughly $17,000 per month . At first, nothing obvious stood out. There were no major application changes, no large-scale onboarding of new workloads, and no sudden increase in operational activity. But once we reviewed the ingestion data closely, the real issue became clear: a logging configuration was generating far more data than was actually needed. This post explains what we found, what we changed, and how the environment moved from a high-cost logging model to a much more efficient one while still keeping the right operational and security visibility. The Problem: High Log Analytics Ingestion The first step was to understand which tables were driving ingestion. Using the Usage table in Log Analytics, we reviewed billable ingestion over time and by data type. The results s...

Introduction Backups are one of those things we rarely think about—until the moment we need them the most. In a recent scenario, I had to design a solution to move and retain large SQL Server backups (around 2TB) from on-premises to Azure for a short duration. What initially seemed simple quickly evolved into a design problem involving cost, performance, automation, and reliability . This post walks through the thinking, decisions, and lessons learned. The Problem Multiple SQL Server databases One large database (~2TB) Daily backups required for 2 weeks Fast restore capability needed Cost-sensitive solution This wasn’t just backup—it was controlled, intentional data movement . The Questions That Matter This is where the real engineering begins: Do we need Hot, Cool, or Archive storage? What if restore is needed immediately? Should we copy .bak files or backup directly? How do we automate safely? What happens if authentication expires? How do we handle large databases efficiently? Thes...

  Why do I have adult conversations with Ameya? Why do I tell her how my day went, honestly, not filtered? Why do I share when I felt bad because someone at work wasn’t kind to me? And the bigger question, how would an 18-month-old even understand any of this? Maybe she doesn’t. Not today. But I believe children are always listening. Not just to words, but to tone, to emotion, to how we carry ourselves after life nudges us the wrong way. When I speak to her, I’m not trying to be understood in the moment. I’m trying to build something deeper, an environment where honesty is normal, emotions are not hidden, and recovery is more important than reaction. I want her to see that it’s okay to feel hurt, but also important to let go. That not every bad moment deserves a permanent place in your mind. One day, years from now, maybe she’ll come home from school and say something like, “Dad, my friend was rude to me today. It didn’t feel good, but it’s okay. It’s not important. You are...

  Change is hard… but it is possible. I say that not as motivation, but as experience. I’ve struggled to change my food habits. I’ve tried to stay consistent with exercise. I’ve pushed myself to think differently, to become better. Every time I start, there’s energy. Motivation shows up, strong and convincing. For a few days, sometimes weeks, I feel like I’ve finally figured it out. And then… it fades. Not suddenly. Not dramatically. Just slowly enough that I don’t notice until I’m back in the same loop I promised I’d escape. I used to think something was wrong with me. But maybe it’s not that simple. Maybe it’s the constant comparison. Maybe it’s the invisible competition with people I don’t even know. Maybe it’s impatience — wanting results before the process has had time to work. Or maybe it’s stress… the kind that doesn’t announce itself, but quietly drains discipline. So I started asking myself different questions. What if I stopped comparing myself to others? What if I on...

  When I was growing up, money was always spoken about with one main instruction. Save. Save what you can. Don’t waste money. Keep something aside for the future. Those lessons were sincere and practical. They helped families stay safe during uncertain times. Saving money was seen as responsibility and discipline. But as I grew older, I slowly realized something important. While we were taught how to save money , very few of us were taught how to invest money . Saving protects what you have. Investing grows what you have. That difference changes everything over a lifetime. Learning Later in Life Like many people, I entered adulthood focused mostly on earning and saving. Work hard, earn a paycheck, and keep a portion aside. That was the pattern. Only later did I start learning about investing, compounding, and ownership. I began to understand that money, when invested wisely and given enough time, has the ability to grow quietly in the background. It does not happen overnight. It...

When people talk about giving their children a good life, they often talk about education, money, or opportunities. Those things matter. But the older I get, the more I realize there is something even more important. Health. I want my child to grow up without the quiet worry of wondering what might happen to her parents. I don’t want her to carry that burden while she is trying to build her own life. The truth is, our children watch us more than they listen to us. They see how we live. They see the choices we make every day. If I wake up early to move my body, if I choose real food over convenience, if I take care of my mind and my energy, I am not just doing it for myself. I am doing it so that one day my child can look at me and feel peace. Peace knowing that her parents took care of themselves. Peace knowing that she doesn’t have to pause her life to worry about ours. I want to be present for the long road ahead. To walk beside her through different stages of life. To see wh...

Investing, for me, is not about excitement. It is about patience. For many years I watched the markets the way most people do. Numbers moving, headlines shouting, predictions everywhere. It all felt noisy. Over time I realized that real wealth is not built in moments of excitement. It grows quietly through discipline and consistency. My interest in stocks and ETFs comes from a simple belief. The world continues to innovate, companies continue to grow, and patient investors benefit from that growth if they are willing to wait. I do not try to predict short-term market movements. I focus on learning, investing regularly, and thinking in decades rather than days. I am especially drawn to long-term investing because it mirrors many other parts of life. Health improves through small daily habits. Knowledge grows through years of curiosity. Wealth grows through time and compounding. None of these things happen overnight. This section of the website is simply a place where I document my j...

In your twenties, the body forgives almost everything. Late nights. Poor diet. Lack of exercise. But as the years pass, the margin for error slowly narrows. Approaching 40 made me pause and reflect. Not with fear — but with awareness. Health is not something that suddenly disappears one day. It slowly shifts based on the choices we make. One of the biggest lessons I learned is this: Longevity is not built through extreme efforts. It is built through consistency. A single workout does not transform the body. But thousands of workouts over years will. A single healthy meal does not change metabolism. But thousands of balanced meals gradually reshape it. I started focusing on simple principles: Eat foods that stabilize blood sugar Prioritize protein and whole foods Move the body regularly Build strength and endurance Sleep well and manage stress These habits may not look dramatic on any single day. But over time, they become powerful. Health is not about...

Modern diets are built around convenience. Unfortunately, convenience often comes at the cost of metabolic health. For most of my life, foods like rice, wheat, bread, and sugar were normal parts of daily meals. They are deeply woven into culture and comfort. But as I started reading more about metabolism and long-term health, I realized something important: Not all calories behave the same in the body. Many refined carbohydrates digest extremely quickly. When they enter the bloodstream, they cause a rapid spike in blood glucose. The body responds by releasing insulin to push that glucose into cells. Occasionally, this is not a problem. But when this cycle repeats day after day for years, it can slowly lead to: insulin resistance chronic inflammation weight gain around the abdomen fatigue and energy crashes increased risk of metabolic diseases So instead of following the traditional pattern, I started making gradual changes. I reduced foods that rapidly spike bl...

There comes a moment in life when you stop chasing short-term comfort and begin investing in long-term vitality. For me, that moment arrived when I started asking a simple question: How do I want to feel at 60, 70, or even 80 years old? Not just alive — but energetic, clear-minded, mobile, and present for my family. Longevity is not built in hospitals or pharmacies. It is built quietly, every day, through habits. So I began making small but deliberate changes. Rethinking Food: Fuel Instead of Comfort One of the biggest changes I made was rethinking the way I eat . I gradually removed or reduced foods that spike blood sugar rapidly — especially refined sugars, wheat, and excess white rice . These foods are deeply embedded in modern diets, but they often create a cycle of: blood sugar spikes insulin surges energy crashes chronic inflammation Instead, I moved toward foods that nourish the body more steadily: Overnight oats with seeds and nuts Eggs for high-qu...

There comes a moment in life when you realize that learning alone is not enough. You begin to feel the need to capture the journey —to write down what you are discovering, struggling with, building, and becoming. That moment is why jayanthkatta.com exists. This website is not meant to be a perfect collection of polished ideas. It is a living notebook , a place where I document lessons from technology, health, discipline, fatherhood, and long-term thinking. Life moves fast. Ideas appear and disappear like clouds. Writing slows the mind just enough to turn those clouds into something lasting. A Career Built on Curiosity My professional journey began in the world of databases and enterprise systems . Over the years I have worked with technologies like Oracle databases, cloud platforms, and modern data systems. Recently my focus has expanded toward cloud architecture and data engineering —fields that shape how organizations store, process, and learn from massive amounts of data. Technolog...