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Your AI bill is rising. How do you direct every dollar to business value?

Источник: Grid Dynamics

Your AI bill is rising. How do you direct every dollar to business value?

Source: Grid Dynamics

Learn about advancements in cloud platforms and product engineering, including application modernization and AI-powered development.

September 26, 2026

Cloud platform and product engineering (106)

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Cloud platform and dev tools

Case Study

Building a global technical support team in 30 days

Case Study Building a global technical support team in 30 days

With consistent global user growth reaching 15M+ active users, a leading software development tools company needed a reliable partner to quickly onboard and manage skilled support teams across multiple countries and time zones.​

Case Study

Modernizing a legacy commerce stack under pressure

Case Study Modernizing a legacy commerce stack under pressure

A distinguished British luxury jeweler partnered with us to replace a decade-old SAP Hybris platform with a modern, composable architecture featuring 15 external integrations, all while existing ecommerce trade continued without interruption. The goal was to deliver a faster, more flexible omnichann...

White Paper

AI SDLC in 2026: Point of view

White Paper AI SDLC in 2026: Point of view

Most enterprises are already betting big on AI… but very few have turned it into a reliable, industrial‑grade software factory. On the backend, most engineering leaders know they need AI SDLC, but few know how to measure whether they’re actually doing it well. Download the white paper to run a...

Article

Agentic AI now builds autonomously. Is your SDLC ready to adapt?

Article Agentic AI now builds autonomously. Is your SDLC ready to adapt?

According to Gartner, by 2028, 33% of enterprise software applications will include agentic AI. But agentic AI won’t just be embedded in software; it will also help build it. AI agents are rapidly evolving from passive copilots to autonomous builders, prompting organizations to rethink how they dev...

Ebook

Top 4 cloud and application modernization trends shaping infrastructure in 2025

Article

Cloud modernization playbook: From monolith to microservices

Article Cloud modernization playbook: From monolith to microservices

Many organizations have already embraced practices like Agile and DevOps to enhance collaboration and responsiveness in meeting customer needs. While these advancements mark significant milestones, the journey doesn't end here. Microservices offer another powerful way to accelerate business capabil...

Article

Breaking down legacy barriers: A deep dive into insurance modernization

Article Breaking down legacy barriers: A deep dive into insurance modernization

The insurance industry is behind the digital modernization curve because of its reliance on outdated, inflexible, and cumbersome legacy systems. Although the sector manages trillions of dollars in assets and plays a vital role in global economic stability, insurance technology needs to keep pace wi...

Article

Kubernetes use cases beyond container scheduling

Demo

Developer portal

Demo Developer portal

Experience how the developer portal streamlines your entire software development lifecycle through a unified, self-service platform. Watch as we demonstrate portfolio management, environment control, release automation, and BlindSpot detection features that help development teams focus on innovatio...

Article

IaC framework selection guideline: Practical recommendations

Article IaC framework selection guideline: Practical recommendations

This is the second part of the two-part selection guideline for Infrastructure as Code (IaC) framework selection. The first part provides the recommended approach to IaC framework selection. The second part reviews the actual IaC frameworks and makes specific recommendations for relevant use cases....

Article

IaC framework selection guideline: Defining the problem

Article IaC framework selection guideline: Defining the problem

Prior to August 2023, cloud resource configuration management automation was dominated by three frameworks: AWS CloudFormation for Amazon Web Services (AWS), Kubernetes API-based tools for Kubernetes, and HashiCorp Terraform. Terraform, in particular, held the position of the go-to solution for clo...

Ebook

Embedded finance: Unlocking new revenue streams in everyday interactions

Demo

AI Assistant for Cloud Observability

Demo AI Assistant for Cloud Observability

Optimize cloud management by leveraging AI to interpret natural language queries, providing immediate and insightful responses to complex metrics. This capability simplifies the analysis and troubleshooting of cloud environments by transforming intricate data into easily understandable insights. As...

Demo

AI Test Automation

Demo AI Test Automation

Harness the power of advanced planning and reasoning capabilities provided by large language models (LLMs) to produce comprehensive, end-to-end test scenarios. This includes the generation of unit tests, integration tests, and performance tests, all within a highly customizable workflow framework....

Demo

AI Application Modernization

Demo AI Application Modernization

Enhance the efficiency of legacy system updates by thoroughly analyzing existing codebases, generating detailed specifications, and developing new code in the target language. As artificial intelligence consultants, we bring advanced methodologies to address common issues related to documentation g...

Demo

Cloud Microservices Platform

Demo Cloud Microservices Platform

The Cloud Microservices Platform accelerates the construction of a microservices platform from months to days. It comes pre-packaged with a set of tools, capabilities, policies, and design practices to modernize and seamlessly integrate, deploy, monitor, and manage applications on Kubernetes, signi...

Article

10 reasons to migrate from PCF and embrace cloud hyperscalers

Article 10 reasons to migrate from PCF and embrace cloud hyperscalers

Are you currently navigating the landscape of application hosting and management with Pivotal Cloud Foundry (PCF), now known as VMware Tanzu Application Service? Perhaps you're contemplating a pivotal (pun intended) decision: the transition to cloud hyperscaler Kubernetes engines like Amazon Elas...

Article

From traditional to trailblazing: Generative AI’s impact on fintech software development

White Paper

Evaluating the impact of GenAI on enterprise software development

White Paper Evaluating the impact of GenAI on enterprise software development

Discover the transformative potential of Generative Artificial Intelligence (GenAI) in the software development industry. At Grid Dynamics, we've conducted an extensive study to quantitatively assess the performance enhancements provided by GenAI tools across various software development tasks and...

Article

Semantic layer: Design principles and cloud-agnostic architecture

Article Semantic layer: Design principles and cloud-agnostic architecture

The diversity of modern data technologies leads to new challenges in establishing a consistent and accurate data view for data consumers. In light of this issue, a semantic data layer introduces a means of harmonizing a single point of view for business metrics, no matter how many different data...

Video

Dynamic talks – episode 2: The re-emergence of private cloud – a POV from Mike Dvorkin—CTO, Hedgehog

Article

How cloud-based automotive experience engineering ensures integrated ecosystems for a superior ride

Article

Accelerate migration from Pivotal Cloud Foundry to Google Kubernetes Engine

Article Accelerate migration from Pivotal Cloud Foundry to Google Kubernetes Engine

Of the three main cloud providers–Google Cloud Platform (GCP), Amazon Web Services (AWS), and Microsoft Azure (Azure)–GCP can definitely be considered a pioneer in terms of solutions evolution. Many of the IT products we consider to be “industry standard” today, were created or based on Googl...

Article

IoT platform: A starter kit for Azure

Article IoT platform: A starter kit for Azure

Industrial IoT (IIoT) has become mainstream in a broad range of industries, including manufacturing, supply chain, logistics, energy, smart cities, and agriculture. IoT solutions enable intelligent decision-making for use cases such as predictive maintenance, visual quality control, and anomaly det...

Article

DevOps adoption – hype or necessity?

Article DevOps adoption – hype or necessity?

Developing and releasing new software into production quickly is key to maintaining a competitive advantage in the evolving digital landscape. This has led many companies to adopt DevOps practices to improve their speed and quality. DevOps, which stands for development and operations, is a...

Article

Driving the future of automotive manufacturing with cloud-native analytics

Article Driving the future of automotive manufacturing with cloud-native analytics

The commercial vehicle manufacturing industry has been held back by the limitations of enormous on-premises systems for far too long. And now, since the outset of the global pandemic, and the war in Ukraine, the sense of urgency to maintain availability, adapt to the changing supply chain landsca...

Article

Smart manufacturing: Navigating change management, automation, and governance in the cloud

Article

Cutting cloud costs and complexity: A strategy

Article Cutting cloud costs and complexity: A strategy

With the current uncertain economic environment, many leaders are searching for ways to cut costs and redistribute their savings to growth areas. It puts them in a challenging position of simultaneously trying to cut back on spending while positioning their businesses for future growth. For many...

Article

An application of microservice architecture to data pipelines

Article An application of microservice architecture to data pipelines

Building e-commerce analytics and product recommendations capabilities should start with data. And while data is abundant in the world of retail, it often comes from dispersed sources owned by either independent teams or external vendors. That was exactly the issue that one of our large retail c...

Article

Accelerate migration from Pivotal Cloud Foundry to Azure Kubernetes

Article Accelerate migration from Pivotal Cloud Foundry to Azure Kubernetes

Modern cloud providers offer compelling opportunities to modernize IT infrastructure and gain operational efficiency through DevOps, containers, and cloud-native design practices. However, migration to the cloud can be quite challenging. Those who join the cloud movement soon realize that there...

Article

2023 trends: Flexibility is the new norm for technology infrastructure

Article 2023 trends: Flexibility is the new norm for technology infrastructure

With Industry 4.0 on our doorstep, the business landscape presents a completely new set of challenges and possibilities. To achieve the flexibility required to navigate this new environment, companies need to add extra storage, new applications, advanced networking technologies, better hardware, an...

Article

Building an IoT platform in GCP: A starter kit

Article Building an IoT platform in GCP: A starter kit

Over the past decade, the complexity of manufacturing processes and assembly lines have significantly increased. Whereas in the past, businesses relied on linear assembly lines, today’s assembly lines can produce customized products, as seen in the automotive industry. However, introducing customiz...

Article

IoT platform: A starter kit for AWS

Article IoT platform: A starter kit for AWS

The global market for the Internet of Things (IoT) is expected to reach $413.7 billion by 2031, according to a recent report published by Allied Market Research. The key industries driving this growth include manufacturing, supply chain and logistics, energy, and smart cities. The digital transform...

Article

Visual quality control with AWS Lookout for Vision

Article Visual quality control with AWS Lookout for Vision

Originally published on the AWS Partner Network blog Conveyor belts are an essential material handling tool for various industrial processes, and one of the most effective ways to quickly and continuously transport large amounts of materials or products. However, high throughput rates make i...

Article

Building a predictive maintenance solution using AWS AutoML and no-code tools

Article

Accelerate and improve app development with Apollo GraphQL

Article Accelerate and improve app development with Apollo GraphQL

These days, there is an ever-more pressing need for app development to be fast, dynamic, and scalable. That’s why Grid Dynamics teamed up with Apollo, the leader in open source and commercial GraphQL technologies. Apollo’s supergraph adds a revolutionary layer to your organization’s technology st...

Article

Anomaly detection in industrial IoT data using Google Vertex AI: A reference notebook

Solution Brief

Cloud and application modernization

Solution Brief Cloud and application modernization

As cloud adoption is becoming a rule rather than an exception, the question is no longer about whether to migrate to the cloud or not, but rather how to maximize the value of the cloud and cloud applications. Services are available from inception through development into production, engineering up...

Article

Modern serverless data ingestion solution on AWS

Article Modern serverless data ingestion solution on AWS

A meal kit company that specializes in delivering healthy, organic, ready meal kits was about to start its journey to the cloud. The company was recently acquired by a leader in the food and beverage industry who intended to merge the business under one umbrella, with the same brand, customer man...

Article

Why you need a cloud-native analytics platform for smart manufacturing

Article Why you need a cloud-native analytics platform for smart manufacturing

The manufacturing industry has been held back by the limitations of enormous on-premises systems for far too long. And now, since the outset of the global pandemic and the war in Ukraine, the sense of urgency to maintain availability, adapt to the changing supply chain landscape, and meet customer...

White Paper

The cloud imperative for insurers: Application modernization strategies to drive value

Article

Should I move from Pivotal Cloud Foundry to Amazon Kubernetes? A critical comparison

Article

3 strategies for maximizing the value of cloud

Article 3 strategies for maximizing the value of cloud

Let’s face it; the current state of today’s digital technology revolution would not exist without the cloud. With this undeniable truth, the pressure on business leaders to embrace and optimize strategies for the cloud is mounting inexorably. And we see this with the growing rate of cloud adoption...

Article

Enterprise-grade ML platform in AWS: A starter kit

Article Enterprise-grade ML platform in AWS: A starter kit

Modern enterprises operate with tremendous amounts of data, and data management has become an integral part of business decision-making processes, KPI management and reporting. However, getting advanced insights from data and ML models is a sophisticated process that many companies still stru...

Article

Scalable monorepo solution with Nx

Article Scalable monorepo solution with Nx

Over the last few years, the demand for complex scalable architecture with independently deployable modules and loosely-coupled units has increased. Recently, one of our clients, who has an online chemical platform, requested a solution to develop a complex extendable architecture that allows cross...

Article

Accelerate migration from Pivotal Cloud Foundry to AWS Kubernetes

Article Accelerate migration from Pivotal Cloud Foundry to AWS Kubernetes

Modern cloud providers offer compelling opportunities to modernize IT infrastructure and gain operational efficiency through cloud-native design practices, DevOps, containers and more. However, moving to the cloud isn't easy. Those who join the cloud movement soon learn that there are a lot of m...

Case Study

How a global manufacturer functions faster with serverless FaaS

Case Study How a global manufacturer functions faster with serverless FaaS

To meet the need for faster deployments and a scalable, cost-efficient infrastructure, a leading global manufacturer of electronic components worked with us to reach those goals faster. They needed a modern application to track component lifecycles, demands, and delivery timelines, and calculate co...

Article

The benefits of FaaS with AWS Lambda and Node.js

Article The benefits of FaaS with AWS Lambda and Node.js

As the complexity of modern software development and maintenance grows, so too does the cost - in terms of time and money. It comes as no surprise then that the evolution of technologies continues to make progress in hiding complexity under abstractions for ease of operations. This has always been...

Case Study

Loss prevention with AI-powered IoT analytics platform on AWS

Case Study Loss prevention with AI-powered IoT analytics platform on AWS

A global industrial technology leader in transportation and mobility faced multimillion-dollar annual losses from fuel distribution challenges, including leaks, theft, and meter inaccuracies. By deploying a cloud-native AWS analytics platform in just seven days, the company implemented AI-powered a...

Article

Deploy Data Platform on AWS in One Day

Article Deploy Data Platform on AWS in One Day

Every business is focused on a rapid time to market and return on investment. It’s no longer enough to implement a data lake, businesses require a data platform that can provide immediately actionable insights. But building a data platform from the ground up can take a significant amount of tim...

Article

Istio service mesh beyond Kubernetes

Article Istio service mesh beyond Kubernetes

Cloud migration has been a hot topic for many years but for many organizations it's far from being complete. According to a recent Forrester's State Of Public Cloud Migration report, about two-thirds of firms plan to move their workloads to public clouds in the next 12 months. When we design a c...

Article

How to release components independently when you have a distributed monolith

Article How to release components independently when you have a distributed monolith

It's an e-commerce web application for a top-tier North American retailer. Quite a large application system - a few hundred developers are working on it. The system was rebuilt from scratch from a heavy monolithic enterprise application platform to a number of separately deployed components inter...

Article

Turn data into insights faster with Grid Dynamics analytics platform starter kit on AWS cloud

Article

CI/CD challenges of 2020

Article CI/CD challenges of 2020

There’s no way around it - preparing an annual CI/CD roadmap is boring. For the last half a decade it has simply ended up with listing the same "automate X", "extend pipeline Y", or "implement dashboard Z" actions. Always referring to similar tools and barely ever featuring any novel ideas. The...

Article

When microservices migration doesn’t make sense

Article When microservices migration doesn’t make sense

While microservices architecture is a great way to design modern systems, most enterprise applications are still built as monoliths. While working with both Fortune-1000 companies and startups we often hear the same three questions: Should I use microservices architecture for the new system I...

Article

Avoid the monolithic release process when migrating to microservices

Article Avoid the monolithic release process when migrating to microservices

The trend of implementing and migrating to microservices isn’t new. The industry is full of war stories where companies invested a lot of time, money, and effort to migrate microservices architectures but were never able to realize the full benefits. Every company’s journey is unique and mistakes t...

Article

How to use GCP and AWS big data and AI cloud services from Jupyter notebook

Article How to use GCP and AWS big data and AI cloud services from Jupyter notebook

How does a data scientist typically perform their standard job stack such as data processing and training models? In the case of playing around with test data or models, all the work can be done locally. But when that isn’t the case, data specialists often resort to the help of cloud solutions, w...

Article

WSO2 vs GraphQL: comparison of open source API management products

Article WSO2 vs GraphQL: comparison of open source API management products

In recent years, many organizations have provided public access to their digital ecosystems via APIs. This has transformed APIs from being a tool, into being a product. At the same time, wide adoption of microservices has led to an increased number of internal APIs used by organizations as well....

Article

DevOps 2.0 is here, and it’s time to put end-to-end continuous delivery pipelines behind every project

Article

Developing a modular pipeline library to improve DevOps collaboration

Article Developing a modular pipeline library to improve DevOps collaboration

Despite speeding up development with deployment automation, one of our clients was experiencing slow time-to-market due to a lack of collaboration in DevOps. While they had invested in DevOps, every production pipeline was set up individually, forcing teams to remake the wheel for each project....

Article

Why you need a microservices management platform and how to build it

Article Why you need a microservices management platform and how to build it

Retailers wanting to upgrade their monolithic architecture systems to a microservices approach will need to build a management platform to truly capture its benefits. The advantages of microservices over monolithic architectures are evident: greater scalability, more customization, quicker updates,...

Article

In-sprint QE automation improves code and accelerates development speed

Article In-sprint QE automation improves code and accelerates development speed

Speed and quality have always seemed mutually exclusive for engineering development -- but do they have to be? In order to ensure high quality, builds need to be thoroughly tested. However, testing takes time, and leads to slower production and missed deadlines. If teams release a product without i...

Article

Developing real-time applications on AWS ELB without WebSocket

Article Developing real-time applications on AWS ELB without WebSocket

Recently, we started working on a mini chat application for a client support team. Though we expected a quick and easy implementation, we hit on some unexpected issues. We built the UI for our real-time application, wrote unit tests, and prepared some routes and controllers on the back end. Every...

Article

More details on building cloud-portable DevOps stack with Mesos and Marathon

Article More details on building cloud-portable DevOps stack with Mesos and Marathon

In the previous blog post we explained our overall approach to the DevOps stack used for the deployment and management of the In-Stream Processing blueprint. In this post we’ll focus on more details of Mesos and Marathon, and provide you with scripts to provision the complete computational environm...

Article

DevOps stack for in-stream processing service using AWS, Docker, Mesos, Marathon, Ansible and Tonomi

Article

From reference architecture to reference implementation: Detailing the DevOps aspects of in-stream processing service

Quality and performance engineering

Demo

Governance for AI coding agents at enterprise scale

Demo Governance for AI coding agents at enterprise scale

Rosetta is open-source AI coding agent governance embedded into your engineering DNA. It compiles your engineering judgment into a single source of truth and delivers it consistently to every agent your teams use. So your standards scale persistently with headcount instead of drifting and fragmenti...

Article

How AI agents took automated test coverage from 20% to 80% in just 6 weeks

Article How AI agents took automated test coverage from 20% to 80% in just 6 weeks

White Paper

AI SDLC in 2026: Point of view

White Paper AI SDLC in 2026: Point of view

Demo

GAIN: Grid Dynamics AI-Native Development Platform

Demo GAIN: Grid Dynamics AI-Native Development Platform

Demo

Agentic QA Platform in action

Demo

Demo

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