CIO

MAY 30, 2024

As enterprises increasingly embrace serverless computing to build event-driven, scalable applications, the need for robust architectural patterns and operational best practices has become paramount. The application design principle promotes modularity and enables combining modules to build complex applications.

Serverless 174

Serverless Cloud Scalability Architecture 174

AWS Machine Learning - AI

NOVEMBER 6, 2024

Traditionally, building frontend and backend applications has required knowledge of web development frameworks and infrastructure management, which can be daunting for those with expertise primarily in data science and machine learning. For more information on how to manage model access, see Access Amazon Bedrock foundation models.

Generative AI 119

Generative AI AWS Artificial Inteligence Applications 119

AWS Machine Learning - AI

OCTOBER 31, 2024

The workflow includes the following steps: The process begins when a user sends a message through Google Chat, either in a direct message or in a chat space where the application is installed. After it’s authenticated, the request is forwarded to another Lambda function that contains our core application logic.

Generative AI 123

Generative AI Lambda Applications AWS 123

Xebia

JANUARY 26, 2025

This blog explores how to optimize feature branch workflows, maintain encapsulated logical stacks, and apply best practices like resource naming to improve clarity, scalability, and cost-effectiveness. By switching to serverless, you pay for the usage. These stacks should have a minimal number of dependencies.

Weak Development Team 162

Weak Development Team Serverless Lambda Resources 162

AWS Machine Learning - AI

OCTOBER 29, 2024

Recently, we’ve been witnessing the rapid development and evolution of generative AI applications, with observability and evaluation emerging as critical aspects for developers, data scientists, and stakeholders. In this post, we set up the custom solution for observability and evaluation of Amazon Bedrock applications.

Generative AI 113

Generative AI Applications AWS Knowledge Base 113

AWS Machine Learning - AI

DECEMBER 4, 2024

Building generative AI applications presents significant challenges for organizations: they require specialized ML expertise, complex infrastructure management, and careful orchestration of multiple services. Building a generative AI application SageMaker Unified Studio offers tools to discover and build with generative AI.

Generative AI 106

Generative AI Applications Technical Review Software Review 106

AWS Machine Learning - AI

MARCH 4, 2025

We demonstrate how to harness the power of LLMs to build an intelligent, scalable system that analyzes architecture documents and generates insightful recommendations based on AWS Well-Architected best practices. This scalability allows for more frequent and comprehensive reviews.

Generative AI 118

Generative AI Technical Review Software Review Systems Review 118

AWS Machine Learning - AI

APRIL 23, 2024

Generative artificial intelligence (AI) has gained significant momentum with organizations actively exploring its potential applications. As successful proof-of-concepts transition into production, organizations are increasingly in need of enterprise scalable solutions.

Knowledge Base 126

Knowledge Base Scalability Applications Generative AI 126

AWS Machine Learning - AI

NOVEMBER 22, 2024

Cloud providers have recognized the need to offer model inference through an API call, significantly streamlining the implementation of AI within applications. AWS Step Functions is a fully managed service that makes it easier to coordinate the components of distributed applications and microservices using visual workflows.

Generative AI 99

Generative AI AWS Technical Review Backup 99

Tenable

FEBRUARY 13, 2024

Cybersecurity teams often struggle with securing cloud-native applications, which are becoming increasingly popular with developers. The good news is that deploying these applications on a serverless architecture can make it easier to protect them. What is serverless? How can serverless help? Here’s why.

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Serverless Architecture Applications Cloud 106

AWS Machine Learning - AI

JANUARY 29, 2025

Open foundation models (FMs) have become a cornerstone of generative AI innovation, enabling organizations to build and customize AI applications while maintaining control over their costs and deployment strategies. Consider the following pricing example: An application developer imports a customized Llama 3.1

Generative AI 132

Generative AI Artificial Inteligence AWS Technical Review 132

CIO

APRIL 25, 2025

Flexible integration with multiple data types and sources Enterprise data is spread across a multitude of databases, internal applications, and software-as-a-service. APIs These make the onboarding of new applications and data sources easier. When considering an AI search platform, look for these features.

Enterprise 99

Enterprise Artificial Inteligence Survey Firewall 99

Xebia

AUGUST 17, 2023

Leveraging Serverless and Generative AI for Image Captioning on GCP In today’s age of abundant data, especially visual data, it’s imperative to understand and categorize images efficiently. TL;DR We’ve built an automated, serverless system on Google Cloud Platform where: Users upload images to a Google Cloud Storage Bucket.

Serverless 130

Serverless Generative AI Google Cloud Technical Review 130

AWS Machine Learning - AI

NOVEMBER 6, 2024

Limited scalability – As the volume of requests increased, the CCoE team couldn’t disseminate updated directives quickly enough. This strategic decision to use a managed service at the application layer, such as Amazon Q Business, enabled the CCoE to deliver tangible value for the business units in a matter of weeks.

Generative AI 114

Generative AI Government Technical Review Innovation 114

AWS Machine Learning - AI

OCTOBER 29, 2024

Organizations typically can’t predict their call patterns, so the solution relies on AWS serverless services to scale during busy times. Amazon DynamoDB is a fully managed NoSQL database service that provides fast and predictable performance with seamless scalability.

Generative AI 111

Generative AI Video Engineering Artificial Inteligence 111

AWS Machine Learning - AI

SEPTEMBER 3, 2024

From deriving insights to powering generative artificial intelligence (AI) -driven applications, the ability to efficiently process and analyze large datasets is a vital capability. That’s where the new Amazon EMR Serverless application integration in Amazon SageMaker Studio can help.

Serverless 117

Serverless AWS Artificial Inteligence Big Data 117

Dzone - DevOps

DECEMBER 7, 2023

The rise of serverless computing has transformed the way applications are built and deployed, offering unparalleled scalability, reduced infrastructure management, and improved cost efficiency.

Serverless 105

Serverless Performance Tools Scalability 105

AWS Machine Learning - AI

NOVEMBER 7, 2024

While organizations continue to discover the powerful applications of generative AI , adoption is often slowed down by team silos and bespoke workflows. Generative AI components provide functionalities needed to build a generative AI application. Each tenant has different requirements and needs and their own application stack.

Generative AI 113

Generative AI AWS Enterprise Artificial Inteligence 113

Prisma Clud

NOVEMBER 22, 2024

Unmanaged cloud resources, human error, misconfigurations and the increasing sophistication of cyber threats, including those from AI-powered applications, create vulnerabilities that can expose sensitive data and disrupt business operations. virtual machines, containers, Kubernetes, serverless applications and open-source software).

AWS 105

AWS Cloud Network Compliance 105

TechCrunch

DECEMBER 13, 2022

An open source package that grew into a distributed platform, Ngrok aims to collapse various networking technologies into a unified layer, letting developers deliver apps the same way regardless of whether they’re deployed to the public cloud, serverless platforms, their own data center or internet of things devices.

Firewall 240

Firewall Serverless Internet Load Balancer 240

AWS Machine Learning - AI

MARCH 20, 2025

It integrates with existing applications and includes key Amazon Bedrock features like foundation models (FMs), prompts, knowledge bases, agents, flows, evaluation, and guardrails. Solution overview Amazon Bedrock provides a governed collaborative environment to build and share generative AI applications within SageMaker Unified Studio.

Generative AI 116

Generative AI Systems Review System Lambda 116

Dzone - DevOps

FEBRUARY 11, 2025

In recent years, cloud-native applications have become the go-to standard for many businesses to build scalable applications. Among the many advancements in cloud technologies, serverless architectures stand out as a transformative approach.

Serverless 81

Serverless AWS Architecture Scalability 81

Perficient

MARCH 10, 2025

If so, youre already benefiting from a powerful, globally optimized platform designed for modern web applications. Vercel Fluid Compute is a game-changer, optimizing workloads for higher efficiency, lower costs, and enhanced scalability perfect for high-performance Sitecore deployments. What is Vercel Fluid Compute?

Performance 52

Performance Serverless Scalability Comparison 52

AWS Machine Learning - AI

APRIL 23, 2025

Designed with a serverless, cost-optimized architecture, the platform provisions SageMaker endpoints dynamically, providing efficient resource utilization while maintaining scalability. In this post, we discuss how you can build an AI-powered document processing platform with open source NER and LLMs on SageMaker.

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Artificial Inteligence Open Source AWS Serverless 67

Xebia

MAY 21, 2024

Cloud modernization has become a prominent topic for organizations, and AWS plays a crucial role in helping them modernize their IT infrastructure, applications, and services. Migration: Many companies start their cloud modernization journey by migrating existing applications and workloads to the cloud.

AWS 130

AWS Strategy Serverless Microservices 130

Dzone - DevOps

OCTOBER 14, 2023

EDA and serverless functions are two powerful software patterns and concepts that have become popular in recent years with the rise of cloud-native computing. While one is more of an architecture pattern and the other a deployment or implementation detail, when combined, they provide a scalable and efficient solution for modern applications.

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Serverless Architecture Scalability Applications 97

Dzone - DevOps

JANUARY 16, 2024

Serverless architecture is a way of building and running applications without the need to manage infrastructure. AWS offers various serverless services, with AWS Lambda being one of the most prominent. When we talk about " serverless ," it doesn't mean servers are absent.

Serverless 94

Serverless Architecture AWS Lambda 94

Dzone - DevOps

FEBRUARY 26, 2024

The landscape of cloud computing has evolved dramatically over the last decade, culminating in the revolutionary concept of serverless computing. This approach to cloud services is rapidly reshaping how businesses deploy and scale applications, making serverless architectures a focal point of modern IT strategies.

Serverless 52

Serverless Scalability Applications Cloud 52

Dzone - DevOps

MAY 1, 2023

With the growth of the application modernization demands, monolithic applications were refactored to cloud-native microservices and serverless functions with lighter, faster, and smaller application portfolios for the past years.

Serverless 94

Serverless Lambda Data AWS 94

Confluent

FEBRUARY 27, 2019

With serverless being all the rage, it brings with it a tidal change of innovation. or invest in a vendor-agnostic layer like the serverless framework ? or invest in a vendor-agnostic layer like the serverless framework ? What is more, as the world adopts the event-driven streaming architecture, how does it fit with serverless?

Serverless 109

Serverless Lambda AWS Systems Review 109

InfoQ Culture Methods

JUNE 15, 2022

Moving application workloads to multi- and hybrid cloud platforms causes more carbon dioxide emissions even though better scalability and performance. By Daniel Oh.

Serverless 89

Serverless Scalability Cloud Performance 89

AWS Machine Learning - AI

MARCH 13, 2025

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies, such as AI21 Labs, Anthropic, Cohere, Meta, Mistral, Stability AI, and Amazon through a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Generative AI 113

Generative AI CTO Coach AWS Artificial Inteligence 113

AWS Machine Learning - AI

APRIL 3, 2024

With cosine similarity, you can measure the orientation between two vectors, which makes it a good choice for some specific semantic search applications. You can also generate smaller dimensions to optimize for speed and performance Amazon OpenSearch Serverless – It is an on-demand serverless configuration for OpenSearch Service.

Serverless 135

Serverless Artificial Inteligence Engineering Generative AI 135

CIO

DECEMBER 20, 2024

With a wide range of services, including virtual machines, Kubernetes clusters, and serverless computing, Azure requires advanced management strategies to ensure optimal performance, enhanced security, and cost efficiency. Monitoring resources with analytics helps obtain real-time insights into the health of the applications.

Azure 88

Azure Analysis Cloud Resources 88

Apiumhub

DECEMBER 9, 2024

Simplified Access Control : Azure Key Vault Secrets integration with Azure Synapse enables teams to control access at the Key Vault level without exposing sensitive credentials directly to users or applications. How Do You Create Azure Synapse Analytics? This is designed for large-scale data storage, query optimization, and analytics.

Azure 91

Azure Analytics Storage Machine Learning 91

AWS Machine Learning - AI

JANUARY 29, 2025

Generative AI can revolutionize organizations by enabling the creation of innovative applications that offer enhanced customer and employee experiences. For a comprehensive read about vector store and embeddings, you can refer to The role of vector databases in generative AI applications. These safeguards are FM agnostic.

Generative AI 98

Generative AI Organization Enterprise Artificial Inteligence 98

AWS Machine Learning - AI

FEBRUARY 19, 2024

In this post, we illustrate contextually enhancing a chatbot by using Knowledge Bases for Amazon Bedrock , a fully managed serverless service. Therefore, a managed solution that handles these undifferentiated tasks could streamline and accelerate the process of implementing and managing RAG applications. Choose Next.

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Knowledge Base Artificial Inteligence Applications Lambda 133