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How to use a Python multiprocessing module

Python's multiprocessing module provides a way to spawn multiple processes and execute functions in parallel, allowing for efficient handling of program execution and avoiding the use of threads. The module's Process class is specifically designed to manage and interact with these processes within P.. read more  

How to use a Python multiprocessing module
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How to Work With Time Series in Python?

One of the ways software engineers add value is by performing time-series analysis, which involves extracting insights from temporal data and making predictions based on time-based patterns. Python is a preferred tool for time-series analysis due to its simplicity, versatility, extensive library sup.. read more  

How to Work With Time Series in Python?
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Bridging the Python async gap from the other side

The article discusses the challenges of mixing synchronous and asynchronous code in Python and explores different solutions. It introduces asyncio and provides examples of how to use it to handle async tasks while still executing sync code. The article also introduces the concept of a ThreadRunner c.. read more  

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Abusing Amazon VPC CNI plugin for Kubernetes

An Amazon EKS cluster can manipulate the networking of other EC2 instances, even those in other VPCs, thanks to theAmazon VPC CNI plugin for Kubernetes. This allows an attacker with access to an EKS cluster to potentially exploit services in other VPCs... read more  

Abusing Amazon VPC CNI plugin for Kubernetes
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Analyzing Time Series for Pinterest Observability

Time series is a critical part of Observability at Pinterest, powering 60,000 alerts and 5,000 dashboards. To adequately express what operations to perform on time series data in a readable and efficient manner, Pinterest developed a domain-specific language called TScript... read more  

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"I Don't Have Time to Write Tests"

Engineers who skip testing or rely on manual debugging are making a mistake that can lead to system issues and wasted time. A dedicated QA team to handle testing is not efficient, as it causes delays and dependence on others, while involving engineers in writing tests can lead to faster and more eff.. read more  

"I Don't Have Time to Write Tests"
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Why is DNS still hard to learn?

DNS, which has been used on the internet for over 35 years, can be challenging to troubleshoot despite not being overly complex. The difficulties arise from hidden aspects like the resolver's cache, different DNS library codes, and the lack of transparent conversations between resolvers and authorit.. read more  

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Automating API delivery with CI/CD pipelines

Automating API delivery using CI/CD pipelines can cut down costs and double production, drawing parallels to automotive assembly lines. A recent report shows that over 51% of organizations devote more than half of their development efforts to APIs, making it essential to integrate them into CI/CD pi.. read more  

Automating API delivery with CI/CD pipelines
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AWS Lambda now detects and stops recursive loops in Lambda functions

AWS Lambda can now detect and stop recursive loops in Lambda functions. Customers build event-driven applications using Lambda functions to process events from sources like Amazon SQS and Amazon SNS. However, in certain scenarios, due to resource misconfiguration or code defect, a processed event ma.. read more  

AWS Lambda now detects and stops recursive loops in Lambda functions
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Understanding AWS Lambda Proactive Initialization

AWS has released an update to the documentation for the AWS Lambda function lifecycle, stating that when using unreserved on-demand concurrency, Lambda may proactively initialize function instances even before there is an invocation. This proactive initialization helps reduce the impact of cold star.. read more  

Understanding AWS Lambda Proactive Initialization

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