News Aggregator

How to Handle Secrets in Helm

Aggregated on: 2023-11-17 20:12:34

Kubernetes (K8s), an open-source container orchestration system, has become the de-facto standard for running containerized workloads thanks to its scalability and resilience. Although K8s has the capabilities to streamline deployment processes, the actual deployment of applications can be cumbersome, since deploying an app to a K8s cluster typically involves managing multiple K8s manifests (like Deployment, Service, ConfigMap, Secret, Ingress, etc.) in YAML format. This isn't ideal because it introduces additional operational overhead due to the increased number of files for one app. Moreover, it often leads to duplicated, copy-pasted sections of the same app across different environments, making it more susceptible to human errors.

LinkedIn’s Feed Evolution: More Granular and Powerful Machine Learning, Humans Still in the Loop

Aggregated on: 2023-11-17 19:42:34

LinkedIn's feed has come a long way since the early days of assembling the machine-learning infrastructure that powers it. Recently, a major update to this infrastructure was released. We caught up with the people behind it to discuss how the principle of being people-centric translates to technical terms and implementation. Introduction How do data and machine learning-powered algorithms work to control newsfeeds and spread stories? How much of that is automated, how much should you be able to understand and control, and where is it all headed?

The Moat for Enterprise AI Is RAG + Fine Tuning: Here’s Why

Aggregated on: 2023-11-17 19:27:34

The hype around LLMs is unprecedented, but it’s warranted. From AI-generated images of the Pope in head-to-toe Balenciaga to customer support agents without pulses, generative AI has the potential to transform society as we know it. And in many ways, LLMs are going to make data engineers more valuable — and that’s exciting!

5 Best Practices for Secure Payment Processing in Applications

Aggregated on: 2023-11-17 19:12:34

Secure payment processing is vital for ensuring customers can shop safely on your app. Cyberattacks become more frequent each year, with a particular emphasis on stealing financial information. Luckily, you can implement a few best practices to simplify security and protect your clients’ data. 1. Use Multifactor Authentication Multifactor authentication (MFA) is one of the top methods for securing payment systems today. It involves verifying the customer’s identity using a secondary confirmation method. For example, people can verify a legitimate payment attempt by entering a one-time code sent to their verified phone number.

Smoke Testing and the Spaceship Analogy

Aggregated on: 2023-11-17 18:42:34

Smoke testing, often referred to as "build verification testing" or "sanity testing," is a powerful tool that brings unique advantages to software development teams. It gives confidence that critical functionalities behave as expected and that code stability can be maintained through issue resolution from fast feedback mechanisms. Smoke Testing vs. Regression Testing Smoke testing is a subset of regression testing. Take a regression test suite and extract the absolutely necessary tests that you need for your verifications and your validations. Extract the most critical tests - the ones that if they fail testing then the bugs that have just been uncovered must be fixed immediately. You've got yourself a smoke test suite now! Maybe you plan to release a new feature and you want to conduct smoke testing early for quick feedback. Or maybe you performed a bug fix, performance improvements, or code restructuring, and you want a quick idea if your system was negatively impacted in a big way. Smoke testing is what you need.

Acting Soon on Kafka Deserialization Errors

Aggregated on: 2023-11-17 18:27:34

Event-driven architectures have been successfully used for quite an amount of time by a lot of organizations in various business cases. They excel at performance, scalability, evolvability, and fault tolerance, providing a good level of abstraction and elasticity. These strengths made them good choices when applications needed real or near real-time reactiveness. In terms of implementations, for standard messaging, ActiveMQ and RabbitMQ are good candidates, while for data streaming, platforms such as Apache Kafka and Redpanda are more suitable. Usually, when developers and architects need to opt for either one of these two directions they analyze and weigh from a bunch of angles – message payload, flow and usage of data, throughput, and solution topology. As the discussion around these aspects can get too big and complex, it is not going to be refined as part of this article.

Use Amazon Bedrock and LangChain To Build an Application To Chat With Web Pages

Aggregated on: 2023-11-17 17:12:34

Conversational interaction with large language model (LLM) based solutions (for example, a chatbot) is quite common. Although production grade LLMs are trained using a huge corpus of data, their knowledge base is inherently limited to the information present in the training data, and they may not possess real-time or the most up-to-date knowledge. Here is an example:

API-Driven Integration

Aggregated on: 2023-11-17 16:12:34

Enterprises must leverage technology's potential to streamline their processes, enhance customer interactions, and foster innovation to remain competitive. It's an established truth that an organization's triumph is contingent on its capacity to smoothly amalgamate systems, applications, and data. Among the most revolutionary approaches in this context is API-driven integration, acting as the linchpin of contemporary business functions. As an integration evangelist with extensive and diverse experience, I hold a steadfast belief that API-driven integration is not merely a passing trend; it's a transformative force poised to reshape how businesses function, excel, and evolve. The widely discussed approach of API-led integration represents a purposeful and strategic method for unifying and aligning diverse systems, applications, and data sources within an organization. It essentially revolves around the seamless connection of various software components, utilizing Application Programming Interfaces (APIs) as foundational building blocks. These APIs facilitate effective and standardized data exchange and communication among different applications, acting as intermediaries.

Application Scaling: Pointers on Choosing Scaling Strategies

Aggregated on: 2023-11-17 15:42:34

I bet every single entrepreneur has scalability on the list as they plan their future app. No matter the business goals in mind, everyone would be happy to get a stable app that survives Black Friday without a hint of a glitch. Hey, I’m Alex Shumski, Head of Presales at Symfa. So far as building software architectures is what I have been doing for a living for years and years, I’m here to suggest a thing or two to those who aren’t certain if they need app scaling at all and which strategy to follow, if any.

Application Security in Technical Product Management

Aggregated on: 2023-11-17 15:42:34

In recent years, the number of cyberattacks has been steadily increasing, and applications have become increasingly targeted. According to a report by Verizon, web applications were the most common target of data breaches in 2022, accounting for over 40% of all breaches. The cost of cyberattacks is also significant. According to a report by IBM, the average cost of a data breach in 2022 was $4.35 million. This includes the cost of containment, eradication, recovery, and reputational damage.

Teach Your LLM to Always Answer With Facts Not Fiction

Aggregated on: 2023-11-17 14:42:35

Large Language Models are advanced AI systems that can answer a wide range of questions. Although they provide informative responses on topics they know, they are not always accurate on unfamiliar topics. This phenomenon is known as hallucination. What Is Hallucination? Before we look at an example of an LLM hallucination, let's consider a definition of the term "hallucination" as described by Wikipedia.com(opens a new window:

Automation Using GitHub in Deploying AWS Cloud Infrastructure

Aggregated on: 2023-11-17 13:42:34

Automating the deployment of AWS cloud infrastructure can help you save time and reduce errors. One way to do this is to use GitHub Actions, a continuous integration and continuous delivery (CI/CD) platform that allows you to automate your development workflow. Benefits of Using GitHub Actions To Automate AWS Deployments There are several benefits to using GitHub Actions to automate AWS deployments, including:

Integrating ChatGPT With ReactJS: A Comprehensive Guide

Aggregated on: 2023-11-17 13:27:34

In the dynamic landscape of web development, creating interactive and engaging user experiences is a top priority. One powerful way to enhance user interaction is through the integration of natural language processing (NLP) capabilities into your web applications. Enter ChatGPT, a cutting-edge language model developed by OpenAI, and ReactJS, a popular JavaScript library for building user interfaces. In this comprehensive guide, we will explore the fundamentals of ChatGPT and delve into the step-by-step process of integrating it with ReactJS. Understanding ChatGPT What Is ChatGPT? ChatGPT is a state-of-the-art language model developed by OpenAI. It is based on the GPT (Generative Pre-trained Transformer) architecture, which enables it to generate human-like text based on the input it receives. This model has been trained on diverse internet text, making it versatile and capable of understanding and generating content across a wide range of topics.

Exploring The Features And Flexibility Of Astro

Aggregated on: 2023-11-17 13:27:34

Over the past few years, many new frontend frameworks have been released, offering developers a wide range of options to choose the one that best fits their projects. In this article, we will analyze Astro, an open-source project released with an MIT license. The first version, v1.0, was released in August 2022 as a web framework tailored for high-speed and content-focused websites. One year later, in August 2023, they released Astro 3.0 with a lot of new features like view transitions, faster-rendering performance, SSR enhancements for serverless, and optimized build output, which we will cover later in the article. On October 12, 2023, they announced Astro 3.3 with exciting updates, such as the <Picture/> component for image handling.

A Complete Tutorial to Appium Capabilities for Mobile Automation

Aggregated on: 2023-11-17 13:12:33

Capabilities are a set of parameters that describe the device on which the Appium test should run, along with the application to be used for testing. These capabilities must be provided to the Appium Server while creating the session. With these capabilities, the Appium Server parses them, creates the session with the target device described in the capabilities, and installs or launches the target application on the device before our test starts executing. Before we go into more detail with capabilities, let’s first understand Appium. Appium is an open-source mobile application testing framework and a complete ecosystem to help automate Android and iOS applications categorized across different mobile-based applications, like Native, Web, and Hybrid. It also supports automating Smart TV and Windows and macOS-based desktop applications.

AI Career Trends: What's Hot in the World of Artificial Intelligence?

Aggregated on: 2023-11-17 12:27:33

AI has significantly revolutionized our work and life in the past few decades. This groundbreaking technology has made what was once considered impossible become possible. From space exploration to melanoma detection or product recommendation systems as the simplest, its applications are recognized everywhere. That being said, the growth and integration of AI in various industries have opened up exciting opportunities, making it unquestionably one of the hottest career trends of today. Indeed indicated that ML Engineers and Data Scientists held the top positions of Best Jobs during 2015-2018. Similarly, LinkedIn identified artificial intelligence practitioners as one of the rapidly expanding job roles in 2021.

Enhancing Observability With AI/ML

Aggregated on: 2023-11-17 12:12:33

This is an article from DZone's 2023 Observability and Application Performance Trend Report.For more: Read the Report AIOps applies AI to IT operations, enabling agility, early issue detection, and proactive resolution to maintain service quality. AIOps integrates DataOps and MLOps, enhancing efficiency, collaboration, and transparency. It aligns with DevOps for application lifecycle management and automation, optimizing decisions throughout DataOps, MLOps, and DevOps. Observability for IT operations is a transformative approach that provides real-time insights, proactive issue detection, and comprehensive performance analysis, ensuring the reliability and availability of modern IT systems.

Automating Data

Aggregated on: 2023-11-17 11:42:34

In today’s world, where information holds the highest precedence, it won’t be wrong to say, “Data is the new gold.” Every move we make now is a data point; running an errand to the supermarket where we earn points by scanning the app with our details filled out, making a reservation at a hotel, or signing up to watch a movie online, data today is digitized. Importance of Digital Data Until a decade ago, when paper records used to hold information, storing wasn’t the only problem; it needed to be organized for quick and easy access, but the major issue began when the number of records increased.

The Zero Copy Principle With Apache Kafka

Aggregated on: 2023-11-17 11:27:34

The Apache Kafka, a distributed event streaming technology, can process trillions of events each day and eventually demonstrate its tremendous throughput and low latency. That’s building trust and over 80% of Fortune 100 businesses use and rely on Kafka. To develop high-performance data pipelines, streaming analytics, data integration, etc., thousands of companies presently use Kafka around the globe. By leveraging the zero-copy principle, Kafka improves efficiency in terms of data transfer. In short, when doing computer processes, the zero-copy technique is employed to prevent the CPU from being used for data copying across memory regions. Additionally, it removes pointless data copies, conserving memory bandwidth and CPU cycles. Broadly, the zero-copy principle in Apache Kafka refers to a technique used to improve the efficiency of data transfer between producers and consumers by minimizing the amount of data copying performed by the operating system. By minimizing the CPU and memory overhead involved in copying data across buffers, the zero-copy technique can be very helpful for high-throughput, low-latency systems like Kafka.

Painless Protection for Cloud-Native Apps Across the Lifecycle

Aggregated on: 2023-11-17 11:27:34

Modern cloud-native applications built on containers, microservices, and serverless platforms have exploded in popularity. But this new decoupled architecture also creates major pain points around data protection and recovery. Legacy backup solutions are siloed and lack context into the inner workings of cloud-native apps. Critical components go unprotected, leading to disruption when data loss or outages occur.

Create a Low-Code GPT AI App in Five Minutes

Aggregated on: 2023-11-17 11:12:33

A GPT is basically a custom AI app allowing you to have ChatGPT interact with any API. This results in a completely new user interface, where you're using AI to interact with your application instead of a graphical user interface. At AINIRO.IO, we're committed to delivering value and amazing tech based on AI, some examples being our ChatGPT chatbot, AI Search, and AI Expert Systems — And now we're adding a fourth type of application to our AI suite; "AI Apps."

JPA Criteria With Pagination

Aggregated on: 2023-11-17 11:12:33

In Java Persistence API (JPA) development, the flexibility and dynamism of queries play a pivotal role, especially when dealing with dynamic search interfaces or scenarios where the query structure is known only at runtime. The JPA Criteria Query emerges as a powerful tool for constructing such dynamic queries, allowing developers to define complex search criteria programmatically. One critical aspect of real-world applications, particularly those involving user interfaces for specific record searches, is the implementation of pagination. Pagination not only enhances the user experience by presenting results in manageable chunks but also contributes to resource optimization on the application side.

A Roadmap to True Observability

Aggregated on: 2023-11-16 20:12:33

This is an article from DZone's 2023 Observability and Application Performance Trend Report.For more: Read the Report Observability is essential in any modern software development and production environment. It allows teams to better identify areas of improvement, enabling them to make informed decisions about their development processes. Telemetry, being a critical part of observability, refers to the continuous nature of data collection. This data enables organizations to paint a picture of the whole system's health and achieve a higher level of observability and responsiveness in managing their applications.

Reading Table Metadata With Flight SQL

Aggregated on: 2023-11-16 19:42:33

Apache Arrow Flight SQL is “a new client-server protocol developed by the Apache Arrow community for interacting with SQL databases that makes use of the Arrow in-memory columnar format and the Flight RPC framework.” In this article, we’ll explore some of the advantages of Arrow Flight SQL, as well as how to read table metadata from an SQL database. Reading table metadata from an SQL database is crucial for several reasons. First, it provides essential information about the table's structure, including column names, data types, and constraints.

Running Kafka in Kubernetes With Kraft Mode and SASL Authentication

Aggregated on: 2023-11-16 19:42:33

Learn how to launch an Apache Kafka with the Apache Kafka Raft (KRaft) consensus protocol and SASL/PLAIN authentication. PLAIN versus PLAINTEXT: Do not confuse the SASL mechanism PLAIN with the no TLS/SSL encryption option, which is called PLAINTEXT. Configuration parameters such as sasl.enabled.mechanisms or sasl.mechanism.inter.broker.protocol may be configured to use the SASL mechanism PLAIN, whereas security.inter.broker.protocol or listeners may be configured to use the no TLS/SSL encryption option, SASL_PLAINTEXT.

Ensuring API Resilience in Spring Microservices Using Retry and Fallback Mechanisms

Aggregated on: 2023-11-16 19:12:33

In the digital landscape of today, applications heavily rely on external HTTP/REST APIs for a wide range of functionalities. These APIs often orchestrate a complex web of internal and external API calls. This creates a network of dependencies. Therefore, when a dependent API fails or undergoes downtime, the primary application-facing API needs adeptly handle these disruptions gracefully. In light of this, this article explores the implementation of retry mechanisms and fallback methods in Spring microservices. Specifically, it highlights how these strategies can significantly bolster API integration reliability and notably improve user experience. Understanding Dependent API Failures Mobile and web applications consuming APIs dependent on other services for successful execution face unique challenges. For instance, calls to dependent APIs can fail for a variety of reasons, including network issues, timeouts, internal server errors, or scheduled downtimes. As a result, such failures can compromise user experience, disrupt crucial functionalities, and lead to data inconsistencies. Thus, implementing strategies to gracefully handle these failures is vital for maintaining system integrity.

Architecture Approach: Domain-Driven Design (DDD)

Aggregated on: 2023-11-16 19:12:33

What Is Domain-Driven Design (DDD)? DDD is a software development approach that focuses on aligning complex software designs with business needs. It advocates for a deep connection between the implementation and the core business concepts. This alignment is achieved through several key concepts that guide the design and development process. Key Concepts Domain: The term “domain” refers to the specific business area or sphere of knowledge and activity around which the software is built. It encompasses the business’s problems, operations, logic, and rules. Understanding the domain is crucial, as the software’s purpose is to address and solve real-world problems within this domain. It may also contain sub-domains.

Graph RAG: Unleashing the Power of Knowledge Graphs With LLM

Aggregated on: 2023-11-16 18:42:33

In the era of information overload, sifting through vast amounts of data to provide accurate search results in an engaging and comprehensible manner has become an uphill battle. Traditional search enhancement techniques often fall short when it comes to complex queries and the high demand brought by cutting-edge technologies like ChatGPT. This is where Graph Retrieval-Augmented Generation (RAG) steps in. Graph RAG technique is based on knowledge graphs. It combines knowledge graphs with large language models (LLMs) to provide search engines with a more comprehensive contextual understanding. It assists users in obtaining smarter and more precise search results at a lower cost.

Spring OAuth Server: Token Claim Customization

Aggregated on: 2023-11-16 18:42:33

I wrote previously about the default configuration of Spring oauth-authorization-server. Now let's jump into how we can customize it to suit our requirements. Starting with this article, we will discuss how we can customize the JWT token claims with default configurations (though you can change them as per your requirement). The default access_token claims are:

Optimizing Generative AI With Retrieval-Augmented Generation: Architecture, Algorithms, and Applications Overview

Aggregated on: 2023-11-16 18:27:33

This article is intended for data scientists, AI researchers, machine learning engineers, and advanced practitioners in the field of artificial intelligence who have a solid grounding in machine learning concepts, natural language processing, and deep learning architectures. It assumes familiarity with neural network optimization, transformer models, and the challenges of integrating real-time data into generative AI systems. Introduction Retrieval-Augmented Generation (RAG) models have emerged as a compelling solution to augment the generative capabilities of AI with external knowledge sources. These models synergize neural retrieval methods with seq2seq generation models to introduce non-parametric data into the generative process, significantly expanding the potential of AI to handle information-rich tasks. In this article we'll look into a technical exposition of RAG architectures, delve into their operational intricacies, and provide a quick evaluation of their utility in professional settings and an overview of RAG models, highlighting their strengths, limitations, and the computational considerations intrinsic to their deployment.

The Role of an Internal DevSecOps Platform in the Digital Age

Aggregated on: 2023-11-16 17:57:33

In this article, we will delve into the crucial concept of an internal DevSecOps platform (IDSP) and why businesses need it. The traditional approach of treating security as an afterthought or as a separate stage in the software development lifecycle is no longer defensible in an age where data breaches, cyberattacks, and compliance concerns loom large. An IDSP is a bridge that brings together development, security, and operations where security is not just an end goal but an ongoing, integral part of the entire software development journey.

Developer Productivity — How To Measure It

Aggregated on: 2023-11-16 16:57:33

Humans are inherently cognitive misers, and we have a tendency to solve complex problems in simple and least effortful ways. And that’s what we have been doing with “developer productivity” by taking the easiest available ways to measure it. First Thoughts When You Hear “Developer Productivity”? I bet it’s something negative, and no doubt this is almost a taboo amongst development teams, as leaders are often scared that having a conversation about this would make the team think they are being micro-managed or that there’s a lack of trust. Two reasons why:

Should Machines Use GenAI to Converse With Each Other in English?

Aggregated on: 2023-11-16 16:42:33

On numerous occasions during Star Trek: The Next Generation’s run, Lt. Cmdr. Data, an android, communicates with the ship’s computer via spoken English. The writers want us, the audience, to hear their conversation, of course. But would it make sense for two AI-based systems to interact with each other via a conversation in English (or any other natural, aka ‘human’ language*)?

Build ChatGPT 2.0 With React JS

Aggregated on: 2023-11-16 15:42:33

Creating a chatbot has always been a fascinating endeavor for developers. The ability to build a virtual conversational agent that can interact with users in a natural and human-like way has endless possibilities. Chatbots have found applications in customer support, virtual assistants, and even in gaming. While there are many platforms and frameworks available to create chatbots, in this blog, we will explore how to build ChatGPT 2.0 with React JS, a powerful combination that can take your chatbot development to the next level. Chatbots and the Rise of Conversational AI The field of Conversational AI has seen significant growth in recent years. Chatbots have become an integral part of many businesses, enhancing customer service and streamlining communication processes. The term "chatbot" often refers to a computer program designed to simulate conversation with human users, and there are various approaches and technologies for building them.

The Future of Software Testing: Top Trends and Predictions for 2024

Aggregated on: 2023-11-16 15:42:33

Software testing, an essential part of the development process, is evolving rapidly. With the advent of new technologies and methodologies, the landscape of software testing is changing, making it more efficient and integral to delivering high-quality software products. As we look ahead to 2024, several emerging trends promise to redefine the field of software testing. This article will explore these trends and make predictions on how they will shape the future of this vital industry. Embracing AI and Machine Learning in Software Testing Artificial Intelligence (AI) and Machine Learning (ML) are no longer buzzwords but are becoming practical tools within software testing. By 2024, we predict that AI will be routinely used to generate test cases, predict critical areas of an application for testing, and identify the root causes of defects in software. Machine learning algorithms will analyze historical test data to predict future test outcomes, helping teams prioritize their testing efforts where it matters most.

Ways To Reduce JVM Docker Image Size

Aggregated on: 2023-11-16 15:27:33

This blog post focuses on optimizing the size of JVM Docker images. It explores various techniques such as multi-stage builds, jlink, jdeps, and experimenting with base images. By implementing these optimizations, deployments can be faster, and resource usage can be optimized. The Problem Since Java 11, there is no pre-bundled JRE provided. As a result, basic Dockerfiles without any optimization can result in large image sizes. In the absence of a provided JRE, it becomes necessary to explore techniques and optimizations to reduce the size of JVM Docker images.

Any Version of the Test Pyramid Is a Misconception – Don’t Use Anyone

Aggregated on: 2023-11-16 14:57:33

The test pyramid (testing pyramid, test automation pyramid) was originally published in the famous book by Mike Cohn: Succeeding with Agile: Software Development Using Scrum (Cohn, 2010). The original figure is: The concept is simple: you should write more unit tests than service tests and only a few UI tests. The reason behind this is that:

Top 30+ Microservices Interview Questions With Answers

Aggregated on: 2023-11-16 14:57:33

In this article, we will delve into several commonly asked Microservices interview questions and provide comprehensive answers to assist you in your interview preparation. What Are Microservices? Among the Microservices interview questions, this is considered one of the most fundamental and vital ones.

Data Analysis for Live Streaming: What Happens in Real Time Is Analyzed in Real Time?

Aggregated on: 2023-11-16 14:42:33

As live streaming emerges as a way of doing business, the need for data analysis follows up. What's Different About Data Analytics in Live Streaming? Live streaming is one typical use case for real-time data analysis because it stresses speed. Livestream organizers need to keep abreast of the latest data to see what is happening and maximize effectiveness. To realize that requires high efficiency in every step of data processing:

Building a Live Auction Platform With React and Dyte

Aggregated on: 2023-11-16 14:27:33

In today’s digital landscape, the art of buying and selling has taken a remarkable leap forward with the advent of real-time online marketplaces and auctions. A live auction is an interactive bidding process in real-time, facilitated through digital platforms. Participants place live bids on goods or services within a defined timeframe, and the highest bid at the end of the auction wins the item or service being auctioned. We want to help people create engaging live experiences with Dyte, and live auctions just happened to be on the market. By blending technology with real-time bidding, in this blog, we’ll delve into the essentials and take you through the application flow of building and running your own live auction platform before the fall of the hammer.

Resilience Pattern: Circuit Breaker

Aggregated on: 2023-11-16 13:57:33

In this article, we will explore one of the most common and useful resilience patterns in distributed systems: the circuit breaker. The circuit breaker is a design pattern that prevents cascading failures and improves the overall availability and performance of a system. What Is a Circuit Breaker? A circuit breaker is a component that monitors the health of a dependency, such as a remote service, an external API, or a database. A dependency can become unhealthy or unavailable for various reasons, such as network failures, high latency, timeouts, errors, or overload. When a dependency is unhealthy, it can cause failures in the components that depend on it, leading to a domino effect that can bring down the whole system.

Exploring Google Cloud Platform: A Comprehensive Overview of Services and Capabilities

Aggregated on: 2023-11-16 13:42:33

In today’s digital age, businesses and organizations all over the world are looking for powerful and scalable cloud solutions to drive innovation, improve efficiency, and accelerate growth. Google Cloud Platform (GCP), an expansive suite of cloud-based tools and services designed to meet the diverse needs of businesses ranging from startups to enterprise-level corporations, is one of the top contenders in the cloud computing arena. With its robust infrastructure, advanced machine learning capabilities, and seamless integration options, GCP has emerged as a cloud computing force to be reckoned with. In this article, we will explore the key features and advantages of Google Cloud Services, highlighting its capabilities and potential for businesses of all sizes.

Modernizing SCADA Systems and OT/IT Integration with Apache Kafka

Aggregated on: 2023-11-16 12:42:33

SCADA control systems are a vital component of IT/OT modernization. The old IT/OT infrastructure and SCADA system are monolithic, proprietary, not scalable, and miss open APIs based on standard interfaces. This post explains the modernization of such a system based on the real-life use case of 50Hertz, a transmission system operator for electricity in Germany. Two common business goals drove them: Improve the Overall Equipment Effectiveness (OEE) and stay innovative. A lightboard video about the related data streaming enterprise architecture is included. The State of Data Streaming for Manufacturing in 2023 The evolution of industrial IoT, manufacturing 4.0, and digitalized B2B and customer relations require modern, open, and scalable information sharing. Data streaming allows integrating and correlating data in real-time at any scale. Trends like software-defined manufacturing and data streaming help modernize and innovate the entire engineering and sales lifecycle.

Introduction To Face Authentication With FACEIO in AngularJS

Aggregated on: 2023-11-15 20:42:32

In today’s digital age, security, and user convenience are of paramount importance for web applications. Traditional methods of authentication, such as passwords, while widely used, come with their own set of challenges, including the risk of breaches and the inconvenience of remembering and managing passwords. In this context, facial authentication offers an innovative and secure solution that enhances the user experience. This guide introduces you to the world of face authentication using the FACEIO platform, specifically tailored for AngularJS applications. FACEIO simplifies the integration of facial recognition technology, allowing you to incorporate this advanced security feature seamlessly into your web applications.

Architecture Patterns: API Gateway

Aggregated on: 2023-11-15 20:27:32

What Is an API Gateway? An API Gateway is a tool that acts as an intermediary for requests from clients seeking resources from servers or microservices. It manages, routes, aggregates, and secures the API requests. Like previous patterns we have explored, this is often described as a “microservices context” pattern, but this is not necessarily the case. It could be worth using in many “not microservices” cases and sometimes shouldn’t be used in microservices.

Performance of ULID and UUID in Postgres Database

Aggregated on: 2023-11-15 19:42:32

Hello everyone! In this article, I want to share my knowledge and opinion about the data types that are often used as an identifier. Today we will touch on two topics at once. These are measurements of search speed by key and data types for the key on the database side. I will use a PostgreSQL database and a demo Java service to compare query speeds.

Exploring the Powerhouse of Cloud Computing: An In-Depth Look at Amazon Web Services (AWS)

Aggregated on: 2023-11-15 19:42:32

Amazon Web Services (AWS) is a leading cloud service provider in today’s digital age, where organizations and individuals rely heavily on the cloud for their computing needs. AWS, which was founded in 2006 by Amazon.com, has transformed the way businesses operate by offering a diverse set of scalable and cost-effective cloud computing services. Amazon Web Services (AWS) is a comprehensive cloud computing platform provided by Amazon.com. Since its inception in 2006, AWS has become a dominant force in the cloud computing industry, offering diverse services and solutions to businesses and individuals worldwide. This article aims to provide a comprehensive overview of AWS, discussing its key offerings, advantages, use cases, and the impact it has had on the industry.

Instant Microservices: Rules for Logic and Security

Aggregated on: 2023-11-15 18:42:32

In this article, see how to build a complete database system, in minutes instead of weeks or months: An API, and, we'll add UI and logic to make it a microservice Logic and security: Multi-table constraints and derivations, and role-based security An Admin app: And finally, a multi-page, multi-table web app We'll use API Logic Server (open source), providing:

How 5G Is Empowering Digital Twins

Aggregated on: 2023-11-15 17:57:32

5G is revolutionizing digital twin technology, enabling faster data transfers, real-time monitoring, seamless collaboration, and advanced security. These features are advancing the capabilities of digital twins and the value organizations can gain from them. What are the benefits of building a digital twin simulation on a 5G network? Capability for Large-Scale Real-Time Monitoring Low latency and high bandwidth are the top benefits of 5G. One exciting application for these features is real-time monitoring at scale. 5G can handle expansive IoT networks. It can transmit large quantities of real-time data and continue to do so efficiently as an organization scales up its IoT infrastructure.

MuleSoft: Anypoint Mule Gateway vs. Anypoint Flex Gateway vs. Anypoint Service Mesh

Aggregated on: 2023-11-15 17:42:32

In this article, I would like to do a comparison study of MuleSoft Anypoint Gateway Runtimes — Mule Gateway, Flex Gateway, and Service Mesh. I will take you through key differences and commonalities (high-level — not at code- or configuration-level) among these gateway options. Introduction MuleSoft offers three Gateway Runtime options for managing backend APIs (Mule or non-Mule):