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Building Intelligent Application with Langchain4j and Java Frameworks

Rohit Malhotra 15 min read

With the growing influence of AI in our day to day life, integrating of LLM models/AI in enterprise applications will be going to be an essential/critical part. AI will not be a feature going forward, it will be the essential part for any enterprise application which will help users by taking decisions and helping them to fulfill their task. So it means eventually enterprises will need to move their core…

Top Tech Trends 2025

Top Ten Technology Trends for 2025

Ankur Kumar Oct 11, 2025 17 min read

Observing technology trends by analysts, research companies, and thought leaders creates awareness and helps build a broader perspective. This article synthesizes the top ten technology trends for 2025 and beyond…

Building Intelligent Apps with Agentic AI: Top Frameworks to Watch for in 2025

Building Intelligent Apps with Agentic AI: Top Frameworks to Watch for in 2025

Ankur Kumar Jan 24, 2025 15 min read

With the rise of Generative AI, 2025 is all set to extend the realm of building intelligent apps to accelerate productivity and efficiency. While LangChain (launched in 2022) became the…

Top Technology Trends for 2024

Key Takeaways from State of AI Report 2024

Ankur Kumar Nov 12, 2024 6 min read

For the last six years (starting in 2018), AI investors Nathan Benaich and Air Street Capital have consistently published the State of AI Report. This article summarizes key takeaways from…

Top Technology Trends for 2024

Building Gen AI Apps with Snowflake Cortex as a Foundational AI Platform

Ankur Kumar Oct 13, 2024 8 min read

An illustrative blog with a reference application applying Snowflake Cortex With Generative AI in mainstream adoption, Snowflake has shared its Generative AI Vision in the past to bring Gen AI and LLMs…

Top Technology Trends for 2024

Top Ten Technology Trends for 2024

Ankur Kumar Jun 16, 2024 14 min read

Observing technology trends by analysts, research companies, and thought leaders provides a broader perspective. It not only helps software architects to understand the impact of technologies being adopted but also helps them…

modern-buzzwords

Evolution of In-memory database and in-memory data grid technology

Ankur Kumar May 26, 2024 5 min read

Over the years in-memory computing has evolved and played a significant role in modern architecture primarily as part of Data Platform solutions. In-memory data grid and in-memory database/datastore technology are…

Top 5 Open Source LLMs for Building Gen AI Enterprise Applications

Top 5 Open Source LLMs for Building Gen AI Enterprise Applications

Ankur Kumar Feb 5, 2024 7 min read

Introduction Large Language Models (LLMs) do not need any introduction with the rise of its massive adoption in the industry. Most enterprises have either adopted or planning to adopt an…

Key Takeaways from AWS re:Invent 2023 for Software Architects

Key Takeaways from AWS re:Invent 2023 for Software Architects

Ankur Kumar Jan 4, 2024 6 min read

AWS re:Invent 2023 has continued the tradition of being the most happening cloud computing technology event of the year. While there were many sessions covering leadership, partnership, technology updates, case…

tech-tip

Elevate Your AI Journey with Amazon Bedrock: Unraveling The Key Features

Ankur Kumar Oct 7, 2023 6 min read

Amazon Bedrock, which was announced in April 2023, has drawn a lot of attention from businesses looking to leverage their existing AWS architecture for building Generative AI applications. Amazon announced…

cloud-computing

Microsoft’s Partner Ecosystem: A Promising Outlook and Strong Belief with Generative AI and Cloud

Ankur Kumar Aug 9, 2023 3 min read

Microsoft Ignite 2023, a conference aimed at expanding the partner ecosystem, just came to a close. Key announcements have been summarized below: Microsoft is expanding its partnership with Meta by…

Unlocking Dynamic and Futuristic Solutions: AI Development with React

Unlocking Dynamic and Futuristic Solutions: AI Development with React

Harikrishna Kundariya Jul 19, 2023 6 min read

Today, Artificial Intelligence (AI) has become a buzzword. The global AI market size is likely to reach two trillion USD by 2030. Almost all industries around the globe are leveraging…

ChatGPT: Unleashing the Power of Customization for Enterprise Apps

ChatGPT: Unleashing the Power of Customization for Enterprise Apps

Ankur Kumar Jun 24, 2023 6 min read

With the rise of OpenAI’s ChatGPT, there is a huge momentum to experiment, ideate, and create innovative solutions unleashing the power of ChatGPT. This blog’s focus is to explore the currently…

Diving Deep into Service Mesh: Unveiling Its Mechanism, Benefits, and Implementation

Diving Deep into Service Mesh: Unveiling Its Mechanism, Benefits, and Implementation

Rohit Malhotra Jun 10, 2023 9 min read

Preface With the growing demand for cloud-native architecture, microservice-based architecture has become the popular choice for developing distributed architecture. Microservice helps in developing the services with bounded context. This implies…

tech-tip

Top Microservices Frameworks in Go

Ankur Kumar Apr 11, 2023 6 min read

This article is an effort to summarize the Top Microservices Frameworks in Go. Considering the flexibility in MSA (Microservices Architecture), these are not mutually exclusive and you can choose as…

Key Takeaways from Azure Open Source Day 2023

Key Takeaways from Azure Open Source Day 2023

Ankur Kumar Mar 17, 2023 4 min read

Microsoft has organized an Azure Open Source Day on March 7, 2023. A key focus of the event was to promote building Cloud-native applications applying Open source technologies along with…

Top Ten Technology Trends for 2023

Top Ten Technology Trends for 2023

Ankur Kumar Feb 21, 2023 11 min read

Observing technology trends by analysts, research companies, and thought leaders provides a broader perspective. It not only helps software architects to understand the impact of technologies being adopted but also…

Key Takeaways from AWS reInvent 2022

Key Takeaways from AWS reInvent 2022

Ankur Kumar Jan 29, 2023 7 min read

AWS re:Invent 2022 (Nov 28 — Dec 2) has continued the tradition of being the most happening cloud computing technology event. While there were many sessions covering leadership, partnership, technology updates,…

How To Ace The Certified Kubernetes Administrator (CKA) Exam

How To Ace The Certified Kubernetes Administrator (CKA) Exam

Rohit Malhotra Jan 20, 2023 6 min read

With the growing demand for cloud-native architecture, Kubernetes is becoming a de facto skillset for software architects, developers, and system administrators. While there are different mechanisms to learn Kubernetes, certification…

modern-buzzwords

2022 — The Year In Review From Technology Perspective

Ankur Kumar Dec 27, 2022 9 min read

2022 has been a phenomenal year from a technology perspective accelerating the adoption of digital transformation across the industry. I published an article at the beginning of the year consolidating…

Tech Tip #7 – Use Google Lighthouse For Improving Quality of Web Pages

Tech Tip #7 – Use Google Lighthouse For Improving Quality of Web Pages

Ankur Kumar Nov 15, 2022 3 min read

Tech Tip: Google Lighthouse (an open source tool) is an automated tool to measure and improve the quality of web pages. It covers user experience aspects of the web page…

Key Takeaways from Google Cloud Next 2022

Key Takeaways from Google Cloud Next 2022

Ankur Kumar Nov 7, 2022 5 min read

Along with significant product announcements, Google Cloud Next 2022 showed the company’s expanding customer base and partner ecosystem. This article outlines key takeaways from Google Cloud Next 2022, which has…

modern-buzzwords

3 Emerging Technologies Redefining Application Architecture

Ankur Kumar Jun 9, 2022 6 min read

Technology is an evolving field and while I published a separate article on a broader set of technologies getting momentum in 2022, this article’s focus is to highlight emerging technologies…

API Standards

Technology Trends and Updates To Know in API Management Ecosystem

Ankur Kumar May 11, 2022 9 min read

With the evolution of enterprise application integration, APIs are the most common interface to exposing functionalities to the wider ecosystem. The rise of Open Banking APIs for financial services, Open…

The Latest Trends in Serverless Application Development 

The Latest Trends in Serverless Application Development 

Ankur Kumar Apr 22, 2022 8 min read

Serverless computing has established itself in mainstream adoption and started appearing in the technology roadmap for enterprise organizations. Research companies and industry leaders have predicted that serverless adoption will gain…

tech-tip

Key Takeaways From Google Data Cloud Summit 2022

Ankur Kumar Apr 8, 2022 8 min read

Google organized the Google Data Cloud Summit 2022 conference sharing product announcements, data products’ strategy and roadmap, insights of their products, and customer success stories using Google Cloud Data products.…

Kubernetes

5 Lessons Learned From Applying Kubernetes In The Enterprise

Ankur Kumar Mar 22, 2022 5 min read

Kubernetes is no longer a technology under consideration — it is in mainstream adoption and an industry-standard as a container orchestration platform. Kubernetes helps to focus on building business-centric capabilities by providing…

tech-tip

Top Ten Technology Trends For 2022

Ankur Kumar Feb 5, 2022 10 min read

Observing technology trends by analysts, research companies, and thought leaders provides a broader perspective. It not only helps software architects to understand the impact of technologies being adopted but also…

Caching

Why caching and in-memory data grid is no longer an afterthought

Ankur Kumar Feb 3, 2022 8 min read

Evolution of Caching Technologies In an early stage, caching started with simply putting data into memory (mostly as local cache) in the same processing node (usually an application server). Gradually…

service-mesh

AWS App Mesh vs. Istio: A Comparison Of Service Mesh

Gunjan Arora Jan 20, 2022 8 min read

Context As Microservices architecture isolates system functionalities into multiple independent services, the communication mechanism between these services plays a key role for a scalable, available, and high-performance architecture. A service…

cloud-computing

5 Steps You Should Know About Building Cloud Solution Architecture on Azure Cloud

Ankur Kumar Jan 10, 2022 7 min read

Microsoft Azure is one of the fastest-rising cloud solution providers and with their enriched history of building products, Microsoft has created a knowledge hub to help build cloud solution architecture.…

Tech Tip #6 – Use C4Model for documenting software architecture in a modern way

Tech Tip #6 – Use C4Model for documenting software architecture in a modern way

Ankur Kumar Jan 9, 2022 4 min read

Tech Tip: Using C4Model for documenting software architecture in a modern way using the technique created by a software architect (Simon Brown). It has been inspired by Unified Modeling Language…

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Tech Tip #5 – Use Industry Standards And Guidelines For Documenting And Evaluating Software Architecture

Ankur Kumar Dec 21, 2021 2 min read

Tech Tip: Using industry standards and guidelines for documenting and evaluating software architecture provides consistency and common semantics across the entire organization. Software architecture is a well-defined field and while…

Top AWS reInvent 2021 Takeaways for Architects

Top AWS reInvent 2021 Takeaways for Architects

Ankur Kumar Dec 8, 2021 7 min read

AWS re:Invent 2021 (Nov 29 – Dec 3, 2021) has been the key highlight in the technology community particularly after the pandemic. As an in-person attendee, it was a great…

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Tech Tip #4 – Use Lens IDE as a unified tool to manage Kubernetes cluster

Ankur Kumar Dec 3, 2021 3 min read

Abstraction, flexibility, transparency, and avoiding vendor lock-in are key factors in choosing the suitable Kubernetes management solution. Lens Desktop is a developer-friendly IDE to manage Kubernetes built using opensource &…

Kubernetes

5 Awesome Views of Kubernetes Architecture

Max Brenner Nov 5, 2021 4 min read

Kubernetes has emerged as a de-facto standard for platform-as-a-service (PaaS) for Microservices, Cloud Native, and emerging architecture patterns. As a software architect, it is essential to not only understand the…

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Tech Tip #3 – Understand DevOps ecosystem to apply trending patterns

Ankur Kumar Oct 26, 2021 3 min read

Understanding DevOps ecosystem and related CI/CD tools to automate manual operations and apply trending patterns like GitOps, DevSecOps, MLOps, AIOps, DataOps, and many more emerging practices is an essential aspect for Software Architects.…

KEY TAKEAWAYS FROM CNCF KUBECON + CLOUDNATIVECON NA 2021

Key Takeaways from CNCF KubeCon + CloudNativeCon NA 2021

Ankur Kumar Oct 21, 2021 6 min read

CNCF has recently wrapped up a virtual conference (KubeCon + CloudNativeCon North America 2021) with 50+ sessions by engineering experts in Cloud Native technologies. Though this article summarizes key takeaways…

dive for optimizing docker image

Technology Tip #2 – Use dive as a tool for optimizing Docker or OCI image

Ankur Kumar Oct 14, 2021 2 min read

Use dive as a tool for optimizing and exploring a Docker image, layer contents, and discovering ways to shrink the size of your Docker or OCI image Installation Instructions on Mac…

tech-tip

Technology Tip #1 – Use Vegeta as a Modern Load Testing Tool

Ankur Kumar Oct 5, 2021 1 min read

Use Vegeta as a modern HTTP load testing tool written in Golang. It is built out of a need to drill HTTP services with a constant request rate. It can…

Top 10 Tips You Should Know As A Modern Software Architect

Top 10 Tips You Should Know As A Modern Software Architect

Ankur Kumar Sep 27, 2021 9 min read

With fast-paced technology evolution, software architecture is evolving each day with new patterns and technology choices. This article summarizes the top 10 tips you should know as a modern software…

springone

Key Takeaways from SpringOne 2021 Developer Conference

Ankur Kumar Sep 3, 2021 5 min read

SpringOne is a conference organized by VMWare (earlier Pivotal) is the premier conference for developers and architects building cloud-native software. They have recently concluded SpringOne 2021 on September 1-2, 2021 covering…

modern-buzzwords

Modern Technical Buzzwords You Should Know As A Software Architect

Ankur Kumar Aug 21, 2021 11 min read

With the fast-paced technology landscape, there are modern technical buzzwords every software architect encounters on a day-to-day basis. The purpose of this blog is to enlist the majority of these…

cloud-computing

Accelerate Your Cloud Migration Journey With Cloud Assessment Technology

Ankur Kumar Jul 24, 2021 4 min read

Context Cloud migration is the top priority for IT executives as per the survey by leading research firms. Gartner (in their technology trends 2021) and SaaS vendors like Flexera (published 2021 State…

Kubernetes

Solution Options for Choosing the Right Kubernetes Management Strategy

Ankur Kumar Jun 24, 2021 6 min read

The emergence of Kubernetes as an industry standard for container orchestration platforms is recognized as one of the key technology trends. Kubernetes ensures that containers are orchestrated and managed consistently…

SUSECON

SUSE Is All About Enterprise Linux, Kubernetes, And Edge Computing

Ankur Kumar May 27, 2021 4 min read

SUSECON has been concluded recently (May 18-20) with 50+ sessions in the area of Enterprise Linux, Kubernetes, and Edge Computing. SUSE has been an avid contributor to Opensource in the…

Key Takeaways From Google I/O 2021 Keynote

Key Takeaways From Google I/O 2021 Keynote

Ankur Kumar May 20, 2021 5 min read

Google I/O 2021 keynote session led by Sundar Pichai (CEO) on May 18 revealed many product updates, innovation stories, technology roadmap, user experience innovations, AI & machine learning applicability, and…

Kubecon

Rise Of Cloud Native With CNCF Ecosystem

Ankur Kumar May 11, 2021 6 min read

CNCF has recently wrapped up a virtual conference (KubeCon + CloudNativeCon Europe 2021) with 50+ sessions by engineering experts in Cloud-native technologies. Though this article summarizes key takeaways from the…

Vedcraft - A place for software architects

Adobe Is All About Experience Management (Adobe Summit 2021)

Ankur Kumar May 3, 2021 4 min read

Adobe Summit 2021 has been the talk of the town with 400+ sessions focused on Experience Platform, Analytics, Insights & Activation, B2B Marketing & Offerings, Digital Commerce, Digital Assets &…

Redis Is Not Just Caching Platform (RedisConf 2021)

Redis Is Not Just Caching Platform (RedisConf 2021)

Ankur Kumar Apr 22, 2021 4 min read

RedisConf 2021 has been concluded on Apr 4th with 60+ sessions focused on using Redis as technology to discover the power of real-time data. Redis being the opensource in-memory data…

ELASTIC EMERGENCE AS A SEARCH AND OBSERVABILITY PLATFORM

Elastic Emergence As A Search And Observability Platform

Ankur Kumar Apr 1, 2021 4 min read

Elastic has recently organized ElasticON virtual conference for North America (on 25th Mar 2021). While this article summarizes key takeaways from the conference, it is evident that Elastic is emerging…

When to adopt an emerging technology?

When to adopt an emerging technology?

Ankur Kumar Mar 29, 2021 2 min read

As a software architect, you need to make a choice when to adopt emerging technology. As suggested by research companies like Gartner, any emerging technology goes through different phases before…

Linux

Linux Commands Every Architect Should Know

Ankur Kumar Mar 20, 2021 7 min read

Linux is pervasive in software deployment architecture, and being a hands-on technologist with Linux helps in various ways. This article summarizes most of the commonly used Linux commands & utilities…

Learn Docker & Kubernetes

Free Docker & Kubernetes Courses For Application Architects

Ankur Kumar Mar 1, 2021 3 min read

As a full-stack architect, understanding and being hands-on with Docker & Kubernetes helps you to drive end-to-end architecture and technology decisions. This article summarizes free Docker & Kubernetes courses focused…

Top Ten Metrics You Need To Measure For Productivity

Top Ten Metrics You Need To Measure Productivity

Ankur Kumar Feb 10, 2021 4 min read

Follow @ankurkumarz Follow @VedcraftTeam Measuring & tracking the progress of any program is key to success as quoted in the famous saying: If you can’t measure it, you can’t improve…

Emerging Open Source IoT Platforms You Should Not Miss

Emerging Open Source IoT Platforms You Should Not Miss

Ankur Kumar Feb 5, 2021 6 min read

Follow @ankurkumarz Follow @VedcraftTeam With the rise of the Internet of Things, there is an increasing focus on open source IoT platforms for flexibility, cost-effectiveness, interoperability & independence. Most of…

Log Analysis Splunk

How Did We Increase Incident Analysis Efficiency By Over 40 % using Splunk?

Shashank Singh Jan 28, 2021 4 min read

Splunk has been recognized to provide end-to-end data platform capabilities turning data into insights & actionable measures. Logs collection, aggregation, visualization, and insights are table stakes for enterprise applications. Elevating…

Top Technology Trends

Top Ten Technology Trends For 2021

Ankur Kumar Jan 2, 2021 6 min read

Based on reports published by research companies like Gartner, Forrester, Bain, Deloitte, there are numerous technology trends predicted for 2021. This article summarizes the top ten technology trends common across…

Outage Impact

Lessons Learned from AWS Services Outage (Nov 2020)

Ankur Kumar Nov 28, 2020 3 min read

Context, Analysis & Impact Amazon’s internet infrastructure service experienced a multi-hour outage on Wednesday that affected a large portion of the internet. Read more details on The Washington Post by…

Cloud Migration Approach

Don’t Reinvent for Cloud Migration or Adoption Framework

Ankur Kumar Nov 26, 2020 6 min read

When it comes to cloud migration or adoption, often organizations get into the practice of building a cloud migration framework before the migration. While having a cloud migration strategy is…