1. Introduction If your team uses Google Analytics (GA) to track user behavior but needs to run custom SQL queries — like Daily Active Users (DAU) or session funnels — there’s a fundamental problem: GA data lives in Google Cloud Storage (GCS), and Amazon Athena (your SQL engine) only reads from Amazon S3. Manually downloading […]
Introduction Running containers on Kubernetes feels like putting your application inside a black box. Dozens of pods start and stop. Services talk to each other across namespaces. Traffic shifts, nodes drain, and somewhere in that complexity a latency spike quietly breaks your SLO. Without proper observability, you are flying blind — reacting to symptoms instead […]
Patching Azure VMs from AWS Systems Manager using Hybrid Activation Each cloud platform provides its own native tools, which can lead to fragmented processes and increased administrative overhead. To address this challenge, AWS Systems Manager (SSM) offers a powerful solution through its Hybrid Activation feature. This capability allows non-AWS machines, such as Azure Virtual Machines […]
Introduction Every LLM you’ve ever used is stuck in the past. It knows everything up to its training cutoff and nothing after. It also does not know about your internal documents,your private codebase,or what just happened 5 mis ago. So if you want a model to actually be useful in a real time production environment,you […]
Introduction In a multi-account AWS environment, log management for services such as Cloud Trail, VPC Flow Logs, and WAF is a complex and fragmented process. This is due to the fact that each account has its own log data, which is not easy for security and operations teams to manage centrally. This issue, however, can […]
1. Introduction In a Cloud Managed Services Provider (MSP) ecosystem, incident management is a critical function that directly impacts service availability, SLA adherence, and customer experience. With modern cloud architectures (AWS, hybrid, microservices), incidents are no longer isolated—they are multi-layered and interdependent. This demands a structured, fast, and practical approach to incident handling. This paper […]
Introduction We know that many applications generate large amounts of event data such as alerts, application events, logs, and notifications. This data is usually unstructured and arrives in a continuous manner. The initial step in creating a data engineering pipeline is to store this event data into a reliable and long term storage system in […]
In AWS environments, visibility is critical. When applications run across multiple services, engineers need tools that help them monitor performance, track user activity, and maintain configuration compliance. Three AWS services commonly used for this purpose are Amazon CloudWatch, AWS CloudTrail, and AWS Config. Although these services are related to monitoring and auditing, they solve different […]
In AWS networking, it is common to configure all required components—subnets, gateways, and route tables—yet still encounter connectivity issues. In most cases, the problem is not with individual components, but with a lack of understanding of how these components interact with each other. This article explains how key VPC components—subnets, route tables, Internet Gateway, and […]