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⭐Masterclass
Kubernetes Open Source Limits & Requests Configuration Optimization
A guide to modern Kubernetes network policies
Using Python Virtual Environments in Docker
How to terminate Go programs elegantly – a guide to graceful shutdowns
🔍Secret Knowledge
How Meta Enforces Purpose Limitation at Scale
Why I Use Nim Instead of Python for Data Processing
Convert OpenTelemetry Traces to Metrics using SpanMetrics Connector
What happens when bucket.grantRead() in AWS CDK
Preventing the Risk of Request Collapsing in Web Caching
⚡Techwave
CockroachDB retires its free "Core" version
OpenMetrics is Archived, Merged into Prometheus
Announcing Storage Browser for Amazon S3 for your web applications (alpha release)
Juniper jumps into Wi-Fi 7 with enterprise switches, access points
🛠️Hackhub
Kardinal: lightest-weight way to spin up dev and test environments in Kubernetes
Kubeblocks: control plane software that runs and manages databases, message queues on K8s.
Flipt: Enterprise-ready, GitOps enabled, CloudNative feature management solution
Kubecolor: Colorize your kubectl output
AWS-mine: AWS honey token manager
💡Recommended Learning: Continuous Integration Mastery with Jenkins
Cheers,
Editor-in-Chief
This roadmap provides community-driven guides, resources, and roadmaps to help developers grow in their careers, focusing on different fields like DevOps, backend development, and various programming languages. It offers step-by-step instructions for learning new skills, tracking progress, and staying updated with industry best practices.
Kubernetes Open Source Limits & Requests Configuration Optimization
This article provides a step-by-step guide on using Kexa, an open-source tool for optimizing Kubernetes resource limits and requests through monitoring and alerting, with Grafana for visualization. It explains how to install Kexa using Helm, set up necessary credentials, connect it to databases like Postgres or MySQL, and configure rules to monitor CPU and memory consumption. It then walks through the setup of a Grafana dashboard to display and optimize pod performance.
A guide to modern Kubernetes network policies
In Kubernetes, network policies are rules that control traffic flow between pods in a cluster. They define which traffic is allowed to enter (ingress), exit (egress), or move between pods, helping secure communication within the cluster. These policies fall into two categories based on the OSI model: Layer 4 (L4) policies, which control traffic using IP addresses and ports, and Layer 7 (L7) policies, which offer finer control at the application level (e.g., HTTP routes). By combining both, Kubernetes can implement robust, zero-trust security models.
Using Python Virtual Environments in Docker
The author explains that despite the trend of simplifying Python Docker workflows by avoiding virtual environments, they continue using them for several key reasons. Virtual environments provide predictability, a well-defined structure, and consistency across projects, which simplifies communication and management in team environments. By isolating the Python environment, it helps prevent complex import issues and makes the codebase more reliable and easier to debug.
How to terminate Go programs elegantly – a guide to graceful shutdowns
By handling termination signals like SIGTERM, Go applications can stop accepting new requests while allowing in-flight processes to finish, utilizing tools such as `signal.NotifyContext` and `sync.WaitGroup` to manage concurrency. This approach helps maintain data integrity and smooth operations during shutdowns, particularly in orchestrated environments where unexpected terminations can otherwise lead to issues.
How Meta Enforces Purpose Limitation at Scale
Meta enforces purpose limitation at scale using its Privacy Aware Infrastructure (PAI) through technologies like Policy Zones. Policy Zones ensure that data is processed only for its intended purposes by labeling and tracking data assets across systems. It integrates real-time checks during data flow, preventing unauthorized uses by monitoring the movement and processing of data in different environments like function-based or batch-processing systems. This approach provides granular control over data use while scaling across Meta’s complex infrastructure.
Why I Use Nim Instead of Python for Data Processing
The author chooses Nim over Python for data processing because it offers the simplicity of Python with the speed of C, making it ideal for handling large datasets without complex optimization. In a comparison of processing a 150 MB genome file, Nim significantly outperforms Python, running 30 times faster with nearly identical code. While Nim requires a few syntax changes, such as using `var` for variables and `echo` for output, its faster compilation and execution make it a powerful alternative for tasks like analyzing DNA sequences.
Convert OpenTelemetry Traces to Metrics using SpanMetrics Connector
The SpanMetrics Connector in OpenTelemetry allows you to convert trace data into actionable metrics, addressing the lack of native metrics support in some languages. It works by aggregating key metrics like request counts, errors, and durations (R.E.D metrics) from trace spans. By configuring it in the OpenTelemetry Collector, you can generate useful performance insights without adding extra instrumentation for metrics.
What happens when bucket.grantRead() in AWS CDK
When you call `bucket.grantRead()` in AWS CDK, it grants read permissions to an IAM role or user by either updating identity-based policies (attached to the IAM principal) or resource-based policies (attached to the S3 bucket). If the IAM role was created within the same CDK stack, identity-based policies are updated. However, if the role or bucket is just a reference (using interfaces like `IRole` or `IBucket`), CDK cannot modify existing policies, and the grant may not work.
Preventing the Risk of Request Collapsing in Web Caching
Request collapsing is a caching feature where multiple identical requests for the same resource are combined, so only one is sent to the origin server to reduce load. However, this can cause security issues when dealing with sensitive data, as the response to the first request might be mistakenly sent to other users who made the same request. Even if a server uses `Cache-Control: no-cache`, request collapsing may still send cached responses to multiple users. To prevent this, it's crucial to use strict cache policies, such as disabling caching for certain patterns and configuring both the cache and origin server to avoid caching sensitive data.
CockroachDB retires its free "Core" version
CockroachDB is evolving its self-hosted offering by retiring the free "Core" version and consolidating all users into a single "Enterprise" version that provides full access to its advanced features. This change, starting with version 24.3, ensures that individuals, students, and small businesses (under $10M annual revenue) can still use CockroachDB Enterprise for free with community support, while larger businesses will need a paid license.
OpenMetrics is Archived, Merged into Prometheus
The OpenMetrics project, originally created to spin off Prometheus' metrics format into an independent specification, has been archived and merged back into Prometheus as of July 2024. While OpenMetrics aimed to become a universal format for exporting metrics, it struggled to gain adoption outside the Prometheus ecosystem, where Prometheus had already become the de facto standard for cloud-native observability.
Announcing Storage Browser for Amazon S3 for your web applications (alpha release)
Amazon S3 has released an alpha version of Storage Browser for S3, an open-source component that lets web applications provide a simple interface for users to browse, download, and upload S3-stored data. It integrates with AWS Amplify's JavaScript and React libraries, allowing developers to control access based on user identity and customize the design to fit their app's branding.
Juniper jumps into Wi-Fi 7 with enterprise switches, access points
Juniper has introduced new EX Series switches and Mist Wi-Fi 7 access points for enterprise wireless networks, offering higher speeds, lower latency, and broader range. The EX4400 switches support both Wi-Fi 6E and Wi-Fi 7 and are managed via the AI-powered Mist Cloud, which helps detect and resolve network issues. Juniper’s new AP47 Series access points offer advanced features like dual-5GHz or dual-6GHz operation and AI-based channel management.
kardinal: lightest-weight way to spin up dev and test environments in Kubernetes
Create lightweight, temporary development environments within a shared Kubernetes cluster, making testing and development more efficient. It allows developers to spin up tailored, on-demand "flows"—ephemeral environments that use minimal resources by deploying only the necessary services for feature development.
kubeblocks: control plane software that runs and manages databases, message queues on K8s.
KubeBlocks is an open-source control plane software designed to simplify the management of multiple database engines on Kubernetes (K8s). It uses a unified set of APIs to manage various types of databases, such as MySQL, PostgreSQL, Redis, and Kafka, reducing the need to learn individual database operators.
flipt: Enterprise-ready, GitOps enabled, CloudNative feature management solution
Flipt is a cloud-native, GitOps-enabled feature management solution designed to help organizations separate feature releases from deployments, allowing for safer, more controlled updates. It can be integrated into existing infrastructure to avoid third-party latency and is built with high-performance DevOps teams in mind.
kubecolor: Colorize your kubectl output
Kubecolor is a simple wrapper for the kubectl command-line tool that adds color to its output, making it easier to read and interpret. It enhances the standard kubectl by colorizing logs, tables, and other outputs without changing the actual content. Kubecolor supports custom themes, including options for light backgrounds and colorblind-friendly themes.
aws-mine: AWS honey token manager
aws-mine is a project designed to create "honey tokens" for AWS, which are fake AWS access keys placed in various locations to lure potential attackers. If someone uses these keys, the system sends a notification within about four minutes, allowing you to investigate the possible compromise. Built with AWS Amplify for easy deployment, users can manage their access through Amazon Cognito and receive alerts via Amazon SNS when the keys are accessed.
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