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How to Read a CSV File from Amazon S3 Using Python (With Headers and Rows Displayed)

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  Introduction If you’re working with cloud data, especially on AWS, chances are you’ll encounter data stored in CSV files inside an Amazon S3 bucket . Whether you're building a data pipeline or a quick analysis tool, reading data directly from S3 in Python is a fast, reliable, and scalable way to get started. In this blog post, we’ll walk through: Setting up access to S3 Reading a CSV file using Python and Boto3 Displaying headers and rows Tips to handle larger datasets Let’s jump in! What You’ll Need An AWS account An S3 bucket with a CSV file uploaded AWS credentials (access key and secret key) Python 3.x installed boto3 and pandas libraries installed (you can install them via pip) pip install boto3 pandas Step-by-Step: Read CSV from S3 Let’s say your S3 bucket is named my-data-bucket , and your CSV file is sample-data/employees.csv . ✅ Step 1: Import Required Libraries import boto3 import pandas as pd from io import StringIO boto3 is...
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13 Tricky Kubernetes Os Interview Questions

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THE tricky interview questions will simplify your job search - the listed questions are in the order of basic to midlevel skills. Kubernetes is an operating system built to work on Linux distributions for the sole purpose of Kubernetes Cluster.

13 Tricky Kubernetes Os Interview Questions
Kubernetes


13 Tricky Kubernetes Interview Questions.


These interview questions help you to recap before the interviews. Also, you can use this knowledge for your projects.



1. What is Kubernetes?


Kubernetes is OS (operating system) on the cloud, which oversees the cloud-native containerized apps. It is an orchestrator, which takes care of cloud apps - updates, rollback, scale-up, scale down, maintenance, etc.


2. What are Cloud-native apps?


These run on the cloud, which means on any cloud - private, public, hybrid. They also run in an on-premise datacenter.


The right answer is- applications designed and written in such a way that scale up or scale down as demand rises or fallen.


3. What are Containerized apps?


Containers, which have images of apps, The beauty of containerizations is portability. You can deploy on any cloud.


4. What is the background of Kubernetes?


Google developed the Kubernetes for its cloud use - written in Golang. In 2014, Google handed over this to CNCF (cloud-native computing foundation). Since then, it has become open-source.


5. What is the prime difference between Docker and Kubernetes?


Docker is, wherein you can create packages - packages to containers. In simple terms, Docker is a container manager wherein port applications to different regions - unit testing, integration testing, etc. 


In the cloud, you need a manager for containers. That is Kubernetes. Its role is to manage the containers deployed on the cloud.


Prime difference between Docker and Kubernetes?



6. What are the three basic things you can find in Kubernetes?


  1. Masters
  2. Nodes
  3. Apps (packaged in the form of a Container and wrapped in a Pod)


7. What is Masters in Kubernetes?


It is a control panel, 3 or 4 high available masters present in production Kubernetes apps. These Masters manage the Kubernetes-cluster nodes.


8. What are the nodes in Kubernetes?


The nodes are workers. Who is responsible for the Control pane (Masters). Also, they execute the work assigned by Masters and give feedback.


9. What are Apps in Kubernetes?


The Apps, which are developed by individual clients, deploy to the cloud in the form of packaged containers. Kubernetes will take care of these to run on the cloud as needed.


10. What are the three components of Nodes?


Those are Kubelet, Container run-time, Kube-proxy.


11. What is the desired-state?


While deploying apps, you need to define the desired state in the Kubernetes. When the App state changes, the Kubernetes will correct it.


12. What is Pod?


A Pod holds one or more containers of Apps. It is superior in terms of Kubernetes - in Vmware world, VM, and in Docker's world, Container.


13. What is the virtualization of Pods?


In the Kubernetes world, Pods will virtualize based on demand or fall.



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