Python

From 48 Hours to 6 Minutes: My Journey Optimizing a Pandas Reconciliation Process for Large-Scale Data

Introduction I recently went through a wild but rewarding ride optimizing a heavy pandas-based reconciliation workflow. What started as a slow, clunky piece of code eating up over 48 hours, ended up getting polished into a lean, mean 6-minutes machine. I wanted to share my story – not as a tutorial, but as a real-world […]

Media & Entertainment

Live Streaming Latency: How OTT Platforms Handle Real-Time Broadcasts

Live streaming is at the heart of modern digital entertainment, whether it’s cricket matches, presidential debates, esports, or live concerts. But for all its innovation, one critical challenge remains: latency. Streaming latency is the delay between a live event happening in real-time and the moment it’s rendered on your device for viewing. It may be […]

DevOps

How Amazon MSK Helped Us Stop Babysitting Kafka

Introduction For years, we have used Kafka in the Data Centre, then we moved to AWS and started using EC2 to run Kafka. However, the headaches increased along with our usage. We began to feel as though we were spending more time managing Kafka than creating anything of value due to broker upgrades, Zookeeper problems, […]

Media & Entertainment

Unlocking Security: Sessions, Cookies, JWTs & User Access in Roku Development

Security is always a big concern for OTT apps. Understanding user identity and their access levels is very crucial while developing secure and user-friendly Roku channels with BrightScript. There are many mechanisms which are used to adopt security in OTT apps. Some of the most commonly used security mechanisms are –  Sessions, Cookies, JWTs, Authentication, […]

DevOps

From Manual Cost Analysis to Automated Insights: Building a Multi-Level Cost Analysis Dashboard in QuickSight.

If you’ve ever tried to track AWS costs with just Cost Explorer and spreadsheets, you’ll know the pain. On paper it sounds simple: export some data, make a pivot table, maybe throw a chart on top. In practice? You’re stuck chasing down anomalies with five browser tabs open, three CSVs half-filtered, and a sinking feeling […]

DevOps

Backup Like a DevOps Pro: 8 mysqldump Tips You Probably Didn’t Know

Introduction If you have worked with databases, you might have definitely crossed paths with MySQL, and probably used mysqldump at some point. It’s a go-to utility for backing up MySQL databases. But let’s be honest — most of us use it in its basic form and forget about it. Here’s the thing: MySQLdump is way […]

BA

Uncovering Product Gold: How to identify opportunities without relying on data alone

Introduction: Think Beyond the Metrics While data is a powerful ally, it’s not the only path to discovering valuable product opportunities. Some of the most game-changing ideas begin with customer pain points, intuitive insights, or simply spotting what’s broken in your app. This blog, inspired by *”Qualitatively Finding an Educated Opportunity”*, explores practical ways for […]

MSP

Why Terraform Is a Popular Choice in the Industry

Why Terraform Is a Popular Choice in the Industry In an era where businesses demand rapid scalability and resilience, Infrastructure as Code (IaC) has become essential. Among the many tools available, Terraform by HashiCorp stands out as a favorite in the industry. Whether you’re managing cloud infrastructure, automating deployments, or building hybrid environments, Terraform simplifies […]

DevOps

RDS Proxy in Production: Real-World Lessons, Limitations, and Why We Use It

Introduction: The Real Problem Ever run RDS PostgreSQL in production? You’ve probably faced connection limit bottlenecks, app crashes during failovers, or unexpected timeouts, often at the worst possible moments. These are real production issues where RDS Proxy proves its value by offering connection pooling, improved failover handling, and secure credential management to keep your services […]