STKI Summit 2015: V3 Israel IT Market

Objectives: - Provide analysts and some industry leaders view on Digital development and future, on Countries and Companies levels - Outline key issues, shifts, implications. Not everything, but certainly important things to consider

The Manufacturer UK Readiness report exploring the impact of the Fourth Industrial Revolution and the shift in systems and thinking required

This document appears to be part of a market study on the Israeli IT market conducted by STKI IT Knowledge Integrators. It includes copyright notices, methodology descriptions, comparisons of software market forecasts, analyses of different categories of software including system infrastructure tools and middleware tools, and Israeli positioning of various vendors in categories like enterprise backup software and container platforms. The document contains confidential information for STKI.

The document discusses the history and evolution of Dr. Jimmy Schwarzkopf's company STKI. It provides details about how STKI began as a market research firm in the 1980s, analyzing Israel's emerging IT market. Over time, STKI expanded its services to include consulting. It was later acquired by Gartner but continued operating in Israel under the STKI name. The document also references Dr. Schwarzkopf's research on technological revolutions and paradigm shifts in computing and their impact on business models and the economy.

The document provides an overview of an Israeli IT market study conducted in 2021 by STKI analysts. It discusses the impacts of COVID-19 on accelerating digital transformation and the implementation of new technologies. It then introduces the concepts of a "remote-first economy", "data economy", "distributive economy", and "passion economy" as frameworks for understanding trends in a post-COVID world. The document emphasizes that the most enduring impact of COVID-19 will be as an "implementation accelerant", driving organizations to rapidly implement technologies to deliver value.

India is the world's largest sourcing destination for the IT industry, accounting for 67% of the $124-130 billion global market. The industry employs 10 million people and has transformed the Indian economy. India has a competitive advantage due to its lower costs, which are 3-4 times cheaper than the US. The IT industry has driven growth in education. Key segments include IT services, BPM, software products, and hardware. The sector is expected to grow at a CAGR of 9.5% to $300 billion by 2020. India is also becoming a major player in areas like internet services, e-commerce, cloud computing, and startups. The government is undertaking initiatives like Digital India to further promote the

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The presentation explores the current state of investing in AI, including its industrial split, and provides a detailed outlook on AI applications in Healthcare, Transportation and Industrial sectors.

The article discusses big data analytics and its importance. Big data analytics describes analyzing large datasets to uncover trends and patterns to help make data-informed decisions. These processes use statistical analysis techniques and newer tools to analyze more extensive datasets. Harnessing solar energy for energy transition is also discussed as it is clean and utilizes abundant, free resources. However, solar energy is currently unreliable and issues need to be addressed regarding its conventional use.

The 28th edition of the annual research covering all aspects of the IT Market in Israel. Volume 1: introduction, what is POSTCOVID19 Transformation and economic issues and market analysis

The document analyzes the Indian IT industry using institutional theory. It describes the industry's evolution since the 1970s and outlines key trends. The top players like TCS, Infosys, Wipro and HCL adopted similar strategies in response to trends to gain legitimacy, such as developing global delivery models in response to offshoring and investing in new technologies like cloud, IoT and big data. While the players' precise responses differed slightly, the analysis found their structures largely conformed to their institutional environment, as institutional theory predicts.

The document discusses trends in information technology from 2007 to the present and future. It describes how computing advanced through integrated circuits and Moore's law, enabling communication technologies like the internet and mobile. Recent cost reductions in data storage are driving big data, cloud computing, blockchain, artificial intelligence, and virtual reality. The presentation argues that organizations must embrace digital disruption and innovation to gain competitive advantages, such as adopting platform business models and focusing on customer-centric experiences. Future technologies like blockchain may create new trust architectures as well.

The document discusses technology trends and opportunities for leveraging those trends. It covers topics such as why to track trends, how to validate and view trends, tools for tracking trends, and how to leverage trends to create opportunities. Examples of short, medium, and long term trends are provided such as web applications, virtualization, and parallel programming. The document also discusses new skills that may be needed to take advantage of trends, such as learning, experimenting, and collaborating.

86% of German executives indicate at least some degree of gaps in IT skills at their business exists. 69% of German executives believe the cybersecurity threat level is increasing. Find out more on how companies are adopting new technology and how it's impacting their workforce.

STKI researches and publishes once a year a complete Market Study about the Israeli Information Technology Scene. This is a version 2 that includes changes that were found after companies presented (again) their 2018 results and STKI analysts accepted the changes.

CompTIA’s IT Industry Outlook 2015 provides an overview of the size, shape and growth factors of the information technology (IT) industry.

White Star Capital believes that the digitalization of industry has reached an inflection point, with smart factories, advanced automation, and intelligent supply chains powered by artificial intelligence and machine learning. This Fourth Industrial Revolution, or Industry 4.0, will affect global supply chains in three main ways: 1) Demand-driven production enabled by an intelligence layer, 2) Smarter robots and adaptive manufacturing, and 3) Automated quality control and predictive maintenance using sensors, data analytics, and digital twins. Covid-19 is accelerating the adoption of Industry 4.0 initiatives by highlighting the need for manufacturers to digitize and automate their supply chains to respond quickly to supply shocks.

Dr. Jimmy Schwarzkopf has over 40 years of experience in various areas of the computer information services industry. He has worked as an industry analyst, academic researcher, consultant, systems professional, sales/marketing professional, teacher/mentor, and entrepreneur. He founded STKI, which is now the leading market research and strategic analyst firm in Israel covering the IT industry. STKI conducts original research and provides advisory services to help clients make strategic decisions about their IT systems. The document provides details about STKI's research methodology, services offered, and summaries of their studies on the Israeli IT market.

The document discusses the findings of an Israeli IT market study conducted by STKI in 2021. It notes that COVID-19 accelerated changes in how IT services are delivered to satisfy new delivery scenarios. The study analyzed trends like the remote-first, data, and passion economies that emerged from the pandemic. The key finding is that the most enduring impact of COVID-19 will be as an "implementation accelerant", forcing faster implementations of technologies to deliver value immediately. The document provides background on STKI and outlines the methodology used in the 2021 market study.

The document provides information about STKI IT Knowledge Integrators, a market research and strategic analyst firm in Israel. It includes pages describing STKI's services, methodology, research focus areas, and client base. STKI conducts original research through face-to-face interviews and surveys of both technology users and vendors to establish an equilibrium model of the Israeli IT market. The document contains sample slides of the type of data and positioning analyses STKI provides to clients.

The document provides an overview of an Israeli IT market study conducted in 2021 by STKI analysts. It discusses the impacts of COVID-19 on accelerating digital transformation and the implementation of new technologies. It then introduces the concepts of a "remote-first economy", "data economy", "distributive economy", and "passion economy" as frameworks for understanding trends in a post-COVID world. The document emphasizes that the most enduring impact of COVID-19 will be as an "implementation accelerant", driving organizations to rapidly implement technologies to deliver value.

The document summarizes the findings of an Israeli IT market study conducted in 2021 by STKI analysts. It discusses how Covid-19 accelerated changes in how IT services are delivered to satisfy new delivery scenarios. The post-Covid economy is characterized as remote-first, data-driven, distributed, and focused on passion and implementation. The study measures the Israeli IT market after Covid-19 using interviews with both technology users and vendors to estimate revenues. It describes STKI's methodology, categories of products and services analyzed, vendors surveyed, and how vendor revenues are attributed. Tables and charts are included to illustrate Israeli positioning of products based on their presence and support in Israel.

This document provides an overview of the 2022 STKI IT Knowledge Integrators summit. It discusses how global events have impacted the previously optimistic outlook for IT budgets in 2022, noting issues like rising inflation, economic recession, war in Ukraine, and layoffs in the tech sector. However, it predicts that Israeli IT budgets will still rise 12-13% in 2022. It also covers STKI's services, research methodology, vendor positioning approach, and includes data about Israel's population, mobile/internet usage, and 5G penetration.

The document is a slide deck from STKI, an Israeli market research and strategic analyst firm, discussing the impact of global events on IT budgets in Israel in 2022-2024. It notes that while IT budget increases were forecasted to be large in 2022, events like the war in Ukraine, inflation, interest rate hikes, and political instability have changed the outlook. IT budgets in Israel are still expected to rise 12-13% in 2022 but forecasts beyond that are difficult given uncertainties. Digital transformation alone is no longer sufficient - companies must undergo smart business transformations to deliver personalized, data-driven experiences to customers.

This is the annual STKI IT Market in Israel study. It is released to the public but when using data or graphs the source or attribution should be attached. We will prosecute users of the data that do not do the above.

2024 Market analysis of the Israeli Information Technology Market

This document is a presentation by STKI IT Knowledge Integrators on their 2023 Israel IT Market Study. It provides information on STKI's methodology, which uses an equilibrium model to calculate the IT market size based on interviews with both technology users and vendors. It outlines the types of research and services STKI provides on topics like IT trends, budgets, forecasts, and vendor positioning. The presentation also includes sections on the Israeli economy, changing business environment, and factors impacting the CIO role. Slides are included on Israeli company statistics and examples of STKI's vendor positioning analysis.

The document discusses disruptive technologies and trends impacting Israeli CIOs in 2006 according to interviews and surveys conducted by the author. Some key points include: 1) Most CIOs saw increases in their 2006 budgets compared to 2005 and report directly to the CEO. Outsourcing and temporary staffing were common. 2) Emerging technologies of interest included SOA, enterprise architecture, analytics, and open source software. CIOs wanted skills in these areas. 3) Survey results found that asset management, business process mapping, and integrating systems were priorities to improve operations and decision making. This creates opportunities for vendors in these areas.

The document describes STKI, an IT market research and strategic analyst firm based in Israel. Over its 31 years in business, STKI has established relationships with major IT organizations and vendors through thousands of annual interviews. STKI uses an equilibrium model to analyze both what users purchase from vendors and what vendors sell, in order to determine the overall Israeli IT market size. The company provides research reports, briefings, and workshops to clients on topics like technology trends, industry surveys, and vendor positioning.

The document discusses trends in the IT workforce and industry. It finds that while the IT workforce peaked in size in 2000 and shed 500,000 jobs in 2001, the workforce has since stabilized and is slowly increasing again. Nine out of ten IT workers are employed not by IT companies but by banks, manufacturers, and other non-IT businesses. The Indian IT industry has grown rapidly since the early 1990s and now exports software and services to 95 countries, with the US being the largest market, though offshore services are becoming more common.

Introduction To Butler Group\'s Premier Information Support & Advisory service, the CIO Knowledge Centre service

M&A in the IT Services sector has traditionally been relatively slow and far lower values than the rest of the high flying tech sector. Today, deal flow is accelerating for the services companies with the right profile. Does your company match that profile? What are buyers looking for when it comes to acquiring an IT services company? What factor does target market play? What about geography? This Market Spotlight webcast brings together buyers, sellers, bankers and investors to answer these questions and more.

1) Digital transformation is being driven by technologies like the Internet of Everything, which connects people, processes, data and things. 2) Most companies will attempt digital transformation initiatives by 2020 but only 30% will be successful due to lack of skills and expertise. 3) Digital disruption is pulling industries towards a digital center and normal, with technology, media and retail being the most vulnerable to disruption. 4) Next generation cyber threat defense can provide enhanced security while simplifying operations and reducing costs through improved network visibility, automated tuning, and advanced malware protection.

This document provides a market analysis of the IT sector in India. It discusses trends in the IT market and spending. It analyzes the market share of major IT companies in India like IBM, TCS, and Wipro. It also examines employee turnover and labor-capital ratios for these companies. Finally, it uses machine learning algorithms to predict future share prices for Wipro, TCS, and Larsen and Toubro based on past data.

The document provides an overview of the information technology industry. It discusses the history and development of IT, focusing on the creation and storage of information using various technologies over time. It also outlines key aspects of the modern IT industry including major players, products/services, financial data, and government regulations. SWOT and PEST analyses are presented to evaluate strengths/weaknesses and opportunities/threats. The document uses Infosys as a case study to illustrate aspects of a major Indian IT company.

This is the official company presentation of IoT Analytics GmbH, a leading firm for market insights around the Internet of Things and Industry 4.0 .

Cisco Systems is a large networking company founded in 1984 that generates over $40 billion in annual revenue. It has a dominant position in routers and switches with over 70% market share. However, competition from HP, Juniper, and others poses threats. Cisco's strengths include its strategic partnerships and acquisitions strategy, while weaknesses include lack of brand recognition in consumer markets and high prices. In the long term, Cisco aims to improve its position in consumer products and capitalize on opportunities in smart grid technology and cloud computing.

The document appears to be a presentation from STKI IT Knowledge Integrators on the state of Israel's economy and IT market following the outbreak of war in October 2023. It includes data and forecasts from various sources on how the war has negatively impacted Israel's GDP, business activity, and key industries. The original forecast predicted growth in Israel's IT market from 2018-2024, but the forecast has been corrected downward due to the unforeseen economic damage from the war, with the IT market now expected to decline in 2023 and 2024 compared to 2022 levels.

This document discusses communication and collaboration in product-led organizations. It covers topics like internal collaboration, collaboration challenges, collaboration tools, and collaboration overload. It also discusses the human factors of product-led organizations like empowering teams, keeping people interested and informed, and addressing issues like the great resignation and quiet quitting. The overall document provides insights into improving collaboration and communication in product-led companies.

The document discusses the evolution of the Office of the Chief Information Officer (OCIO) role over time. It describes how the OCIO started as an "order taker" for IT in the 1990s (OCIO v1). In the 2000s, the OCIO was established to better align IT with business needs (OCIO v2). Later, business relationship managers (BRMs) were introduced to improve customer experience but acted as bottlenecks (2017-2022). The document argues for a product-led organization where product teams are empowered and the OCIO acts as an enabler by providing resources and skills to product managers based on product success metrics.

This document discusses platform teams and platform engineering. It introduces platform products as products that can be easily used by other teams to focus on business problems while maintaining standards. Platform engineering is defined as designing and building toolchains and workflows that enable self-service capabilities for other teams. Platform products have functionality above the surface that developers see, and infrastructure components below the surface. Integration platforms, SRE, SASE, storage and backup tools, and micro frontends are discussed as examples of platform products.

This document discusses transitioning from a project-led organization to a product-led organization. It notes that while many companies have tried approaches like agile, digital transformation and design thinking, software projects still often fail to deliver user satisfaction. It advocates empowering product teams to own the entire product lifecycle and giving them autonomy to solve problems, rather than managing software development as a series of projects. This approach mirrors how successful startups operate and can help deliver better customer outcomes.

This document discusses transforming from data projects to data products. It outlines how companies can adopt a product mindset and focus on creating data products that solve specific customer problems. Key aspects include defining data product teams led by data product managers, adopting a product mindset of focusing on outcomes rather than outputs, and using storytelling to communicate insights from data products. The presentation argues that treating data as a product can create competitive advantages and that every company may need to become a data science company in the future.

This document discusses product discovery and the importance of making the process data-driven. It recommends gathering customer data from various sources, analyzing the customer experience, and using product analytics tools to obtain both quantitative and qualitative insights. This will help ensure ideas are validated with real customers before significant development work begins. The goal is to learn fast through discovery while still releasing products with confidence.

The document discusses content from STKI, an IT knowledge integration company, including information about their new website and content examples. It covers topics like digital disruption, the four industrial revolutions, predictions for 2023 in Israel, and how every company will need to become a software company. Across multiple pages, it provides definitions, predictions, recommendations, and perspectives on challenges and opportunities brought about by digital transformation and the fourth industrial revolution.

This document appears to be from an annual IT market study presentation by STKI IT Knowledge Integrators. It includes an agenda for the presentation covering the 2022 IT market study results, enterprise budgets, economic forecasting signals, top vendors, and a post-COVID world. The presentation contains many slides with graphs, charts, and text analyzing the Israeli IT market and global economic conditions. It discusses challenges in forecasting 2023-2024 given various political and economic uncertainties globally and in Israel.

Recommended for CIOs and Applications Managers In this session we will discuss how next generation business applications enable the creation of much needed hyper-personalized experiences for customers and employees. Center Office is a new delivery model that is emerging in response to the need to deliver end to end hyper-personalized solutions that improve on older enterprise (legacy) applications. Center Office relies on technologies such as APIs, microservices and Hyperautomation (next level of automation that meshes AI tools with RPA,, enabling scaling for complex business processes). How do we manage employees' experiences as well as preserve talent and create collaborative workplaces for teams? which new skills are needed? what will the workforce of the future look like? Which new tools are needed for HR (employee well- being)?

Recommended for CDOs and all Data & Analytics Managers The past 2 years have had a huge impact on organizations journeys to become data driven. Existing data architectures were disrupted; rigid structures and processes were questioned, and many data strategies were re-written. On the one hand, the global pandemic emphasized the need for organizations to raise the bar, implement strategies, improve data literacy and culture, increase investments in data and analytics, and explore AI opportunities. On the other, it also presented new challenges such as: the war for data talent and the wide literacy gap. Inadequate structures as well as outdated processes were exposed. Major changes in the data landscape (Data Fabric, Data Mesh, Transition to Data Clouds) will further disrupt existing data architectures and enhance the need for a new adaptive architecture and organization.

Recommended for CTOs, architects, IT Managers COVID-19 has emphasized the fact that business agility and hence technology agility are the most if not the only factors for business success. However, technology agility in most IT departments is not the “strongest muscle”. Technology adoption of Cloud, Devops, Integration, Low-Code and Zero Trust are affecting all IT departments and even the entire organization. New processes and relationships between the various branches of the IT department should emerge, forsaking old habits and technologies. New technologies and roles\responsibilities are taking their place.

Recommended for CXOs and all IT Managers If COVID-19 has demonstrated anything it is that organizations can no longer rely on traditional long-term strategic direction-setting, in order to succeed and grow. Today, organizations need to be able to quickly identify changes and respond with speed. Adaptive enterprises have the technical and organizational agility to do this. In this session, we will present the organizational structure, technologies and concepts that make up an adaptive organization and discuss topics such as: Concierge hyper-personalization services; Personalized (PBC) Business Capabilities; adaptive organizational structure; Centers of Excellence; center office; hyper-automation and data centric organizations.

The 28th edition of the annual research covering all aspects of the IT Market in Israel. Volume 4: VALUE ADDED SERVICES

The 28th edition of the annual research covering all aspects of the IT Market in Israel. Volume 2: Hardware and Infrastructure Markets

This document discusses reimagining the future through innovation and transformation. It covers topics like exponential growth, science fiction becoming science fact with examples of the internet and search engines. It discusses how organizational "terroir" affects change and the need to adapt proactively through initiatives like building a data model, implementing analytic tools, and automating jobs. The document outlines the stages of digital transformation companies have gone through and need to continue, moving from automated to autonomous and data-centric systems. It discusses how paying off technical and process debts is needed for companies to adapt to new technologies like artificial intelligence and autonomous vehicles that are revolutionizing various industries.

Initiatives are organizational challenges aimed at transforming business models to adapt to disruptive changes in the economy. They involve multiple "treks" or projects that follow best practices to achieve important goals, with each trek representing a journey with several important steps that may also be individual projects. Initiatives are maps to help companies navigate the connected modern economy through continuous improvement efforts.

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Is your patent a vanity piece of paper for your office wall? Or is it a reliable, defendable, assertable, property right? The difference is often quality. Is your patent simply a transactional cost and a large pile of legal bills for your startup? Or is it a leverageable asset worthy of attracting precious investment dollars, worth its cost in multiples of valuation? The difference is often quality. Is your patent application only good enough to get through the examination process? Or has it been crafted to stand the tests of time and varied audiences if you later need to assert that document against an infringer, find yourself litigating with it in an Article 3 Court at the hands of a judge and jury, God forbid, end up having to defend its validity at the PTAB, or even needing to use it to block pirated imports at the International Trade Commission? The difference is often quality. Quality will be our focus for a good chunk of the remainder of this season. What goes into a quality patent, and where possible, how do you get it without breaking the bank? ** Episode Overview ** In this first episode of our quality series, Kristen Hansen and the panel discuss: ⦿ What do we mean when we say patent quality? ⦿ Why is patent quality important? ⦿ How to balance quality and budget ⦿ The importance of searching, continuations, and draftsperson domain expertise ⦿ Very practical tips, tricks, examples, and Kristen’s Musts for drafting quality applications https://www.aurorapatents.com/patently-strategic-podcast.html

As a popular open-source library for analytics engineering, dbt is often used in combination with Airflow. Orchestrating and executing dbt models as DAGs ensures an additional layer of control over tasks, observability, and provides a reliable, scalable environment to run dbt models. This webinar will cover a step-by-step guide to Cosmos, an open source package from Astronomer that helps you easily run your dbt Core projects as Airflow DAGs and Task Groups, all with just a few lines of code. We’ll walk through: - Standard ways of running dbt (and when to utilize other methods) - How Cosmos can be used to run and visualize your dbt projects in Airflow - Common challenges and how to address them, including performance, dependency conflicts, and more - How running dbt projects in Airflow helps with cost optimization Webinar given on 9 July 2024

To help you choose the best DiskWarrior alternative, we've compiled a comparison table summarizing the features, pros, cons, and pricing of six alternatives.

In the modern digital era, social media platforms have become integral to our daily lives. These platforms, including Facebook, Instagram, WhatsApp, and Snapchat, offer countless ways to connect, share, and communicate.

Today’s digitally connected world presents a wide range of security challenges for enterprises. Insider security threats are particularly noteworthy because they have the potential to cause significant harm. Unlike external threats, insider risks originate from within the company, making them more subtle and challenging to identify. This blog aims to provide a comprehensive understanding of insider security threats, including their types, examples, effects, and mitigation techniques.

Cybersecurity is a major concern in today's connected digital world. Threats to organizations are constantly evolving and have the potential to compromise sensitive information, disrupt operations, and lead to significant financial losses. Traditional cybersecurity techniques often fall short against modern attackers. Therefore, advanced techniques for cyber security analysis and anomaly detection are essential for protecting digital assets. This blog explores these cutting-edge methods, providing a comprehensive overview of their application and importance.

MuleSoft Meetup on APM and IDP

Manual Method of Product Research | Helium10 | MBS RETRIEVER

Have you noticed the OpenSSF Scorecard badges on the official Dart and Flutter repos? It's Google's way of showing that they care about security. Practices such as pinning dependencies, branch protection, required reviews, continuous integration tests etc. are measured to provide a score and accompanying badge. You can do the same for your projects, and this presentation will show you how, with an emphasis on the unique challenges that come up when working with Dart and Flutter. The session will provide a walkthrough of the steps involved in securing a first repository, and then what it takes to repeat that process across an organization with multiple repos. It will also look at the ongoing maintenance involved once scorecards have been implemented, and how aspects of that maintenance can be better automated to minimize toil.

The integration of programming into civil engineering is transforming the industry. We can design complex infrastructure projects and analyse large datasets. Imagine revolutionizing the way we build our cities and infrastructure, all by the power of coding. Programming skills are no longer just a bonus—they’re a game changer in this era. Technology is revolutionizing civil engineering by integrating advanced tools and techniques. Programming allows for the automation of repetitive tasks, enhancing the accuracy of designs, simulations, and analyses. With the advent of artificial intelligence and machine learning, engineers can now predict structural behaviors under various conditions, optimize material usage, and improve project planning.

The DealBook is our annual overview of the Ukrainian tech investment industry. This edition comprehensively covers the full year 2023 and the first deals of 2024.

Jindong Gu, Zhen Han, Shuo Chen, Ahmad Beirami, Bailan He, Gengyuan Zhang, Ruotong Liao, Yao Qin, Volker Tresp, Philip Torr "A Systematic Survey of Prompt Engineering on Vision-Language Foundation Models" arXiv2023 https://arxiv.org/abs/2307.12980

Password Rotation in 2024 is still Relevant

This is a powerpoint that features Microsoft Teams Devices and everything that is new including updates to its software and devices for May 2024

How do we build an IoT product, and make it profitable? Talk from the IoT meetup in March 2024. https://www.meetup.com/iot-sweden/events/299487375/

This presentation explores the practical application of image description techniques. Familiar guidelines will be demonstrated in practice, and descriptions will be developed “live”! If you have learned a lot about the theory of image description techniques but want to feel more confident putting them into practice, this is the presentation for you. There will be useful, actionable information for everyone, whether you are working with authors, colleagues, alone, or leveraging AI as a collaborator. Link to presentation recording and transcript: https://bnctechforum.ca/sessions/details-of-description-part-ii-describing-images-in-practice/ Presented by BookNet Canada on June 25, 2024, with support from the Department of Canadian Heritage.

Everything that I found interesting last month about the irresponsible use of machine intelligence

Stream processing is a crucial component of modern data infrastructure, but constructing an efficient and scalable stream processing system can be challenging. Decoupling compute and storage architecture has emerged as an effective solution to these challenges, but it can introduce high latency issues, especially when dealing with complex continuous queries that necessitate managing extra-large internal states. In this talk, we focus on addressing the high latency issues associated with S3 storage in stream processing systems that employ a decoupled compute and storage architecture. We delve into the root causes of latency in this context and explore various techniques to minimize the impact of S3 latency on stream processing performance. Our proposed approach is to implement a tiered storage mechanism that leverages a blend of high-performance and low-cost storage tiers to reduce data movement between the compute and storage layers while maintaining efficient processing. Throughout the talk, we will present experimental results that demonstrate the effectiveness of our approach in mitigating the impact of S3 latency on stream processing. By the end of the talk, attendees will have gained insights into how to optimize their stream processing systems for reduced latency and improved cost-efficiency.

Recent advancements in the NIST-JARVIS infrastructure: JARVIS-Overview, JARVIS-DFT, AtomGPT, ALIGNN, JARVIS-Leaderboard