Runa Capital, an international venture capital firm that’s a serial investor in enterprise software startups, presented key findings of its Open Source software report and named the top products in 2022.
Launched in 2020, ROSS became the first open-source startup index worldwide. Ever since, it has highlighted the fastest-growing, or top-trending, software startups with public repositories on GitHub. This ranking shows which Open Source software products are on top of developers’ minds.
The ROSS index is transparent, measurable, and entirely focused on startups. It tracks more than 160,000 repos and typically highlights startups every quarter.
We fingerprinted nearly 500K code repositories and 160 million code commits across Web3 to create the 2021 Electric Capital Developer Report.
Originally published January 5, 2022. Updated January 26, 2022 to issue a correction.
Created by Electric Capital
https://www.electriccapital.com
We fingerprinted nearly 500K code repositories and 160 million code commits across Web3 to create the 2021 Electric Capital Developer Report.
Created by Electric Capital
https://www.electriccapital.com
We fingerprinted nearly 500K code repositories and 160 million code commits across Web3 to create the 2021 Electric Capital Developer Report.
Created by Electric Capital
https://www.electriccapital.com
We fingerprinted nearly 500K code repositories and 160 million code commits across Web3 to create the 2021 Electric Capital Developer Report.
Created by Electric Capital
https://www.electriccapital.com
Epics - Incentive Revolution for Open Source DevelopmentEpics DAO
Epics is a decentralized crowdsourcing platform for incentivizing open source software development.
Clients can set up a GitHub issue as a Quest (Smart Contract).
Developers can receive token prizes by solving GitHub issues (Quests).
This ecosystem makes developers focus on problems in their expertise. Also, clients will be able to solve more advanced problems.
The more token prizes, the more attention to be solved issues. As a result, open source software grows faster in quality.
Epics solves resource imbalances in software development.
This document discusses Cisco's involvement with and support for open source technologies. Some key points:
- Open source is increasingly important for businesses, with most companies using open source in some way. It provides advantages like faster innovation, lower costs, and an edge in recruiting.
- Cisco contributes significant code to open source projects, with over 27 million lines of code across GitHub and other sites. They participate in projects around IoT, data analytics, networking, and more.
- In 2016, some of Cisco's notable open source contributions included projects like Mantl and Open Networking Architecture. They expect to continue growing investments in new open source projects and monetizing existing ones.
- Cisco works with the
25 Recent Data Points & Rankings for Innovators in Large OrganizationsScott Kirsner
A collection of recent charts, tables, and rankings related to innovation in big organizations. Created in November 2019. Sourced from reports produced by Innovation Leader, Deloitte, IdeaScale, KPMG, BCG, Fast Company, and others.
If you cite data from this report, please credit the original source.
Highlight on FASTEN's Software Composition Analysis Market Background, Virtua...Fasten Project
This presentation looks at the market background that determines the adoption rate of the FASTEN technology. It provides key figures, useful for everyone to have in mind, illustrating the growth of FASTEN’s market, its drivers and will look at the competitive environment.
We fingerprinted nearly 500K code repositories and 160 million code commits across Web3 to create the 2021 Electric Capital Developer Report.
Originally published January 5, 2022. Updated January 26, 2022 to issue a correction.
Created by Electric Capital
https://www.electriccapital.com
We fingerprinted nearly 500K code repositories and 160 million code commits across Web3 to create the 2021 Electric Capital Developer Report.
Created by Electric Capital
https://www.electriccapital.com
We fingerprinted nearly 500K code repositories and 160 million code commits across Web3 to create the 2021 Electric Capital Developer Report.
Created by Electric Capital
https://www.electriccapital.com
We fingerprinted nearly 500K code repositories and 160 million code commits across Web3 to create the 2021 Electric Capital Developer Report.
Created by Electric Capital
https://www.electriccapital.com
Epics - Incentive Revolution for Open Source DevelopmentEpics DAO
Epics is a decentralized crowdsourcing platform for incentivizing open source software development.
Clients can set up a GitHub issue as a Quest (Smart Contract).
Developers can receive token prizes by solving GitHub issues (Quests).
This ecosystem makes developers focus on problems in their expertise. Also, clients will be able to solve more advanced problems.
The more token prizes, the more attention to be solved issues. As a result, open source software grows faster in quality.
Epics solves resource imbalances in software development.
This document discusses Cisco's involvement with and support for open source technologies. Some key points:
- Open source is increasingly important for businesses, with most companies using open source in some way. It provides advantages like faster innovation, lower costs, and an edge in recruiting.
- Cisco contributes significant code to open source projects, with over 27 million lines of code across GitHub and other sites. They participate in projects around IoT, data analytics, networking, and more.
- In 2016, some of Cisco's notable open source contributions included projects like Mantl and Open Networking Architecture. They expect to continue growing investments in new open source projects and monetizing existing ones.
- Cisco works with the
25 Recent Data Points & Rankings for Innovators in Large OrganizationsScott Kirsner
A collection of recent charts, tables, and rankings related to innovation in big organizations. Created in November 2019. Sourced from reports produced by Innovation Leader, Deloitte, IdeaScale, KPMG, BCG, Fast Company, and others.
If you cite data from this report, please credit the original source.
Highlight on FASTEN's Software Composition Analysis Market Background, Virtua...Fasten Project
This presentation looks at the market background that determines the adoption rate of the FASTEN technology. It provides key figures, useful for everyone to have in mind, illustrating the growth of FASTEN’s market, its drivers and will look at the competitive environment.
Insight Report: Global Enterprise Solution SectorOddup
What do the past year's global funding trends showcase for the enterprise solutions sector? And where is the sector heading next? Find out more with Oddup's report http://bit.ly/es_sector
- Crypto now has over 23,000 monthly active developers as of December 2022, a 5% increase from December 2021 despite a 70%+ decline in crypto prices.
- Since 2018, crypto network value is back to January 2018 levels but monthly active developers have increased by 297%.
- Major ecosystems beyond just Bitcoin and Ethereum are emerging, with 72% of monthly active developers now working outside of Bitcoin and Ethereum.
Shift Happens Report - The State of Software Development Life Cycle 2023
The research highlights evolution of the Israeli ecosystem, shares insights on budgets and trends and go-to-market best practices.
Shift Happens Report - The State of Software Development Life Cycle 2023
The research highlights evolution of the Israeli ecosystem, shares insights on budgets and trends and go-to-market best practices.
26,323
Developer All-Time High
Dec 2022
Developers: 23,343
Network Value Trough
Developers are down -11% from their all-time high in June 2022, while total network value is down -71% from its all-time high in November 2021, indicating developers are staying engaged with crypto development while prices are declining.
26,323
Dec 2022
Developers: 23,343
Developers are down -11% from peak while network value is down -71% from peak, indicating developers are staying engaged in crypto development despite the market downturn.
Open Source in ISO Building the First LF Standard in Fourteen Years and What ...Shane Coughlan
This talk explored the process of building and deploying the first Linux Foundation ISO standard in fourteen years, highlighting both what has changed since we deployed Linux Standard Base, and why formal standardization is a topic that will increasingly be on your radar. The discussion will be primarily focused on OpenChain, the industry standard for open source compliance, and how collaboration with the Joint Development Foundation allowed a transformation from de facto into formal standard in a timescale that suits open source development. The lessons learned are applicable to any projects building out specifications or code that seek worldwide, sustainable adoption across multiple industries, and the presentation will include an explanation of how Linux Foundation and Joint Development Foundation are ready to support that process today.
The survey summarizes the results of an online survey of 713 IoT developers conducted in 2017. The top findings are:
- Home automation, industrial automation, and IoT platforms are the top 3 industries. Security, connectivity, and interoperability are the top concerns.
- C and C++ are the most commonly used programming languages. Linux is the dominant operating system.
- AWS, Microsoft Azure and Google Cloud Platform are the most popular cloud platforms. Wi-Fi and TCP/IP are the most used connectivity protocols.
- MQTT and HTTP are the top messaging protocols. Security technologies like encryption and authentication are widely used.
Vietnam IT industry human resources insight - TopDevTopDev.vn
Over the past 5 years, AI technology has been developing into a very stable and complete stage, it has the power to revolutionise how businesses operate and the way we live. In Vietnam Tech Market, many startups have already developed numerous AI Machine Learning projects creating an innovative boost for the whole industry. For that matter, the salary for this particular skill is increasing significantly for the years to come.
At recent national tech conferences like Vietnam Web Summit and Vietnam Mobile Day, many companies and corporations from all over the globe have mentioned a lot about applying AI and Business Intelligence in to their current bussiness models. It shows us that AI is the key to our future and this is one of the focuses for Vietnamese Tech industry to look at for the next innovation movement.
Not just AI, many other technologies are also on the rise, understand the market is the key to your future success. While advances in technology may someday result in ground-breaking solutions, for now businesses should follow a clear path for their innovation process and this is the best information we’ve provided yet. Your success is our success.
The global devops market to increase from US$ XX.X million in 2020 to US$ XX.X million by 2025 with a compound annual growth rate (CAGR) of XX.X% for the period 2020-2025. The research report on the global devops market provides extensive competition analysis and competitive conditions. The report includes information on significant products, players, challenges and developments, and other information specific to the devops market. The data in this report is targeted for business and industry practitioners and specifically intended to assist in the explanation, direction, and understanding of the potential of the devops markets. The study focuses on providing readers with an understanding of developments in the industry, market segments, market forecasts, leading players, and market drivers.
The document discusses trends in open source software. It notes that every company is becoming a software company and must understand software to survive. Open source is also growing, with 78% of companies now using open source software and 63% participating in open source projects. It discusses how companies like Google, Facebook, and Netflix are increasingly open sourcing their projects. It also summarizes the rise of open source programs in companies and the formation of the TODO Group, a collaboration of companies to share best practices around open source programs. The TODO Group partners with the Linux Foundation to help establish it as a legitimate entity.
A $5 Billion Value: Estimating the Total Development Cost of Linux Foundation’s Collaborative Projects
By Jeff Licquia and Amanda McPherson - A Linux Foundation publication
- The document summarizes Notation's annual meeting, reviewing their 2019 performance and 2020 strategy. It provides updates on their two funds, key investments, and team.
- Notation Fund I is mostly invested with several potential high-value companies. Fund II also shows promising signs despite being earlier-stage.
- Notation will focus on technical founding teams in NYC and other areas like proptech, healthcare, and education. They may increase check sizes due to rising valuations.
- Goals for 2020 include improving deal flow strategies and scaling their network to find more pre-seed opportunities. Pro-rata remains a challenge that may require more incubation.
Presentation for World Financial Symposiums, London April 16th 2013: Benchmarking the Cloud, look at SaaS financials and Saas Market statistics. Which countries move to the cloud fastest, which segments, how much do saas companies spend on Sales & Marketing and how much do they grow
2018 State of DevOps Report: Essential Database Practices for Successful Soft...DevOps.com
According to the 2018 State of DevOps Report, database changes are often a major source of risk and delay when performing application deployments. The research team at DevOps Research Assessment (DORA) set out to investigate which database-related practices help when implementing continuous delivery to improve both software delivery performance and availability. Please join Dr. Nicole Forsgren, founder and CEO, DORA and Robert Reeves, co-founder and CTO, Datical to learn more about the survey findings and explore the database practices that were identified as essential to successful software delivery.
This document estimates the total development cost of Linux Foundation's collaborative open source projects if they had to be rebuilt from scratch. It analyzes over 115 million lines of source code across various projects. Using the Constructive Cost Model (COCOMO), it estimates it would take over 41,000 person-years of work and cost $5 billion to recreate these projects. The largest projects by lines of code are Tizen and Code Aurora Forum. While a simple analysis, it demonstrates the significant value provided by collaborative open source development.
In 2015, cloud markets outperformed NASDAQ by 2x demonstrating how cloud computing continues to be an influential technology sector. In Bessemer’s 2016 State of the Cloud, leading SaaS and cloud investors Byron Deeter and Kristina Shen highlight market trends, metrics and benchmarks every SaaS founder should track, and the top predictions for 2016.
In this report, you’ll also learn:
- Key trends of the Cloud Index from 2015
- The five metrics of cloud finance
- Predictions for 2016
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data LakeWalaa Eldin Moustafa
Dynamic policy enforcement is becoming an increasingly important topic in today’s world where data privacy and compliance is a top priority for companies, individuals, and regulators alike. In these slides, we discuss how LinkedIn implements a powerful dynamic policy enforcement engine, called ViewShift, and integrates it within its data lake. We show the query engine architecture and how catalog implementations can automatically route table resolutions to compliance-enforcing SQL views. Such views have a set of very interesting properties: (1) They are auto-generated from declarative data annotations. (2) They respect user-level consent and preferences (3) They are context-aware, encoding a different set of transformations for different use cases (4) They are portable; while the SQL logic is only implemented in one SQL dialect, it is accessible in all engines.
#SQL #Views #Privacy #Compliance #DataLake
Insight Report: Global Enterprise Solution SectorOddup
What do the past year's global funding trends showcase for the enterprise solutions sector? And where is the sector heading next? Find out more with Oddup's report http://bit.ly/es_sector
- Crypto now has over 23,000 monthly active developers as of December 2022, a 5% increase from December 2021 despite a 70%+ decline in crypto prices.
- Since 2018, crypto network value is back to January 2018 levels but monthly active developers have increased by 297%.
- Major ecosystems beyond just Bitcoin and Ethereum are emerging, with 72% of monthly active developers now working outside of Bitcoin and Ethereum.
Shift Happens Report - The State of Software Development Life Cycle 2023
The research highlights evolution of the Israeli ecosystem, shares insights on budgets and trends and go-to-market best practices.
Shift Happens Report - The State of Software Development Life Cycle 2023
The research highlights evolution of the Israeli ecosystem, shares insights on budgets and trends and go-to-market best practices.
26,323
Developer All-Time High
Dec 2022
Developers: 23,343
Network Value Trough
Developers are down -11% from their all-time high in June 2022, while total network value is down -71% from its all-time high in November 2021, indicating developers are staying engaged with crypto development while prices are declining.
26,323
Dec 2022
Developers: 23,343
Developers are down -11% from peak while network value is down -71% from peak, indicating developers are staying engaged in crypto development despite the market downturn.
Open Source in ISO Building the First LF Standard in Fourteen Years and What ...Shane Coughlan
This talk explored the process of building and deploying the first Linux Foundation ISO standard in fourteen years, highlighting both what has changed since we deployed Linux Standard Base, and why formal standardization is a topic that will increasingly be on your radar. The discussion will be primarily focused on OpenChain, the industry standard for open source compliance, and how collaboration with the Joint Development Foundation allowed a transformation from de facto into formal standard in a timescale that suits open source development. The lessons learned are applicable to any projects building out specifications or code that seek worldwide, sustainable adoption across multiple industries, and the presentation will include an explanation of how Linux Foundation and Joint Development Foundation are ready to support that process today.
The survey summarizes the results of an online survey of 713 IoT developers conducted in 2017. The top findings are:
- Home automation, industrial automation, and IoT platforms are the top 3 industries. Security, connectivity, and interoperability are the top concerns.
- C and C++ are the most commonly used programming languages. Linux is the dominant operating system.
- AWS, Microsoft Azure and Google Cloud Platform are the most popular cloud platforms. Wi-Fi and TCP/IP are the most used connectivity protocols.
- MQTT and HTTP are the top messaging protocols. Security technologies like encryption and authentication are widely used.
Vietnam IT industry human resources insight - TopDevTopDev.vn
Over the past 5 years, AI technology has been developing into a very stable and complete stage, it has the power to revolutionise how businesses operate and the way we live. In Vietnam Tech Market, many startups have already developed numerous AI Machine Learning projects creating an innovative boost for the whole industry. For that matter, the salary for this particular skill is increasing significantly for the years to come.
At recent national tech conferences like Vietnam Web Summit and Vietnam Mobile Day, many companies and corporations from all over the globe have mentioned a lot about applying AI and Business Intelligence in to their current bussiness models. It shows us that AI is the key to our future and this is one of the focuses for Vietnamese Tech industry to look at for the next innovation movement.
Not just AI, many other technologies are also on the rise, understand the market is the key to your future success. While advances in technology may someday result in ground-breaking solutions, for now businesses should follow a clear path for their innovation process and this is the best information we’ve provided yet. Your success is our success.
The global devops market to increase from US$ XX.X million in 2020 to US$ XX.X million by 2025 with a compound annual growth rate (CAGR) of XX.X% for the period 2020-2025. The research report on the global devops market provides extensive competition analysis and competitive conditions. The report includes information on significant products, players, challenges and developments, and other information specific to the devops market. The data in this report is targeted for business and industry practitioners and specifically intended to assist in the explanation, direction, and understanding of the potential of the devops markets. The study focuses on providing readers with an understanding of developments in the industry, market segments, market forecasts, leading players, and market drivers.
The document discusses trends in open source software. It notes that every company is becoming a software company and must understand software to survive. Open source is also growing, with 78% of companies now using open source software and 63% participating in open source projects. It discusses how companies like Google, Facebook, and Netflix are increasingly open sourcing their projects. It also summarizes the rise of open source programs in companies and the formation of the TODO Group, a collaboration of companies to share best practices around open source programs. The TODO Group partners with the Linux Foundation to help establish it as a legitimate entity.
A $5 Billion Value: Estimating the Total Development Cost of Linux Foundation’s Collaborative Projects
By Jeff Licquia and Amanda McPherson - A Linux Foundation publication
- The document summarizes Notation's annual meeting, reviewing their 2019 performance and 2020 strategy. It provides updates on their two funds, key investments, and team.
- Notation Fund I is mostly invested with several potential high-value companies. Fund II also shows promising signs despite being earlier-stage.
- Notation will focus on technical founding teams in NYC and other areas like proptech, healthcare, and education. They may increase check sizes due to rising valuations.
- Goals for 2020 include improving deal flow strategies and scaling their network to find more pre-seed opportunities. Pro-rata remains a challenge that may require more incubation.
Presentation for World Financial Symposiums, London April 16th 2013: Benchmarking the Cloud, look at SaaS financials and Saas Market statistics. Which countries move to the cloud fastest, which segments, how much do saas companies spend on Sales & Marketing and how much do they grow
2018 State of DevOps Report: Essential Database Practices for Successful Soft...DevOps.com
According to the 2018 State of DevOps Report, database changes are often a major source of risk and delay when performing application deployments. The research team at DevOps Research Assessment (DORA) set out to investigate which database-related practices help when implementing continuous delivery to improve both software delivery performance and availability. Please join Dr. Nicole Forsgren, founder and CEO, DORA and Robert Reeves, co-founder and CTO, Datical to learn more about the survey findings and explore the database practices that were identified as essential to successful software delivery.
This document estimates the total development cost of Linux Foundation's collaborative open source projects if they had to be rebuilt from scratch. It analyzes over 115 million lines of source code across various projects. Using the Constructive Cost Model (COCOMO), it estimates it would take over 41,000 person-years of work and cost $5 billion to recreate these projects. The largest projects by lines of code are Tizen and Code Aurora Forum. While a simple analysis, it demonstrates the significant value provided by collaborative open source development.
In 2015, cloud markets outperformed NASDAQ by 2x demonstrating how cloud computing continues to be an influential technology sector. In Bessemer’s 2016 State of the Cloud, leading SaaS and cloud investors Byron Deeter and Kristina Shen highlight market trends, metrics and benchmarks every SaaS founder should track, and the top predictions for 2016.
In this report, you’ll also learn:
- Key trends of the Cloud Index from 2015
- The five metrics of cloud finance
- Predictions for 2016
Similar to Runa Capital Open Source Software Report 2022 (20)
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data LakeWalaa Eldin Moustafa
Dynamic policy enforcement is becoming an increasingly important topic in today’s world where data privacy and compliance is a top priority for companies, individuals, and regulators alike. In these slides, we discuss how LinkedIn implements a powerful dynamic policy enforcement engine, called ViewShift, and integrates it within its data lake. We show the query engine architecture and how catalog implementations can automatically route table resolutions to compliance-enforcing SQL views. Such views have a set of very interesting properties: (1) They are auto-generated from declarative data annotations. (2) They respect user-level consent and preferences (3) They are context-aware, encoding a different set of transformations for different use cases (4) They are portable; while the SQL logic is only implemented in one SQL dialect, it is accessible in all engines.
#SQL #Views #Privacy #Compliance #DataLake
STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...sameer shah
"Join us for STATATHON, a dynamic 2-day event dedicated to exploring statistical knowledge and its real-world applications. From theory to practice, participants engage in intensive learning sessions, workshops, and challenges, fostering a deeper understanding of statistical methodologies and their significance in various fields."
End-to-end pipeline agility - Berlin Buzzwords 2024Lars Albertsson
We describe how we achieve high change agility in data engineering by eliminating the fear of breaking downstream data pipelines through end-to-end pipeline testing, and by using schema metaprogramming to safely eliminate boilerplate involved in changes that affect whole pipelines.
A quick poll on agility in changing pipelines from end to end indicated a huge span in capabilities. For the question "How long time does it take for all downstream pipelines to be adapted to an upstream change," the median response was 6 months, but some respondents could do it in less than a day. When quantitative data engineering differences between the best and worst are measured, the span is often 100x-1000x, sometimes even more.
A long time ago, we suffered at Spotify from fear of changing pipelines due to not knowing what the impact might be downstream. We made plans for a technical solution to test pipelines end-to-end to mitigate that fear, but the effort failed for cultural reasons. We eventually solved this challenge, but in a different context. In this presentation we will describe how we test full pipelines effectively by manipulating workflow orchestration, which enables us to make changes in pipelines without fear of breaking downstream.
Making schema changes that affect many jobs also involves a lot of toil and boilerplate. Using schema-on-read mitigates some of it, but has drawbacks since it makes it more difficult to detect errors early. We will describe how we have rejected this tradeoff by applying schema metaprogramming, eliminating boilerplate but keeping the protection of static typing, thereby further improving agility to quickly modify data pipelines without fear.
The Ipsos - AI - Monitor 2024 Report.pdfSocial Samosa
According to Ipsos AI Monitor's 2024 report, 65% Indians said that products and services using AI have profoundly changed their daily life in the past 3-5 years.
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...Social Samosa
The Modern Marketing Reckoner (MMR) is a comprehensive resource packed with POVs from 60+ industry leaders on how AI is transforming the 4 key pillars of marketing – product, place, price and promotions.
Global Situational Awareness of A.I. and where its headedvikram sood
You can see the future first in San Francisco.
Over the past year, the talk of the town has shifted from $10 billion compute clusters to $100 billion clusters to trillion-dollar clusters. Every six months another zero is added to the boardroom plans. Behind the scenes, there’s a fierce scramble to secure every power contract still available for the rest of the decade, every voltage transformer that can possibly be procured. American big business is gearing up to pour trillions of dollars into a long-unseen mobilization of American industrial might. By the end of the decade, American electricity production will have grown tens of percent; from the shale fields of Pennsylvania to the solar farms of Nevada, hundreds of millions of GPUs will hum.
The AGI race has begun. We are building machines that can think and reason. By 2025/26, these machines will outpace college graduates. By the end of the decade, they will be smarter than you or I; we will have superintelligence, in the true sense of the word. Along the way, national security forces not seen in half a century will be un-leashed, and before long, The Project will be on. If we’re lucky, we’ll be in an all-out race with the CCP; if we’re unlucky, an all-out war.
Everyone is now talking about AI, but few have the faintest glimmer of what is about to hit them. Nvidia analysts still think 2024 might be close to the peak. Mainstream pundits are stuck on the wilful blindness of “it’s just predicting the next word”. They see only hype and business-as-usual; at most they entertain another internet-scale technological change.
Before long, the world will wake up. But right now, there are perhaps a few hundred people, most of them in San Francisco and the AI labs, that have situational awareness. Through whatever peculiar forces of fate, I have found myself amongst them. A few years ago, these people were derided as crazy—but they trusted the trendlines, which allowed them to correctly predict the AI advances of the past few years. Whether these people are also right about the next few years remains to be seen. But these are very smart people—the smartest people I have ever met—and they are the ones building this technology. Perhaps they will be an odd footnote in history, or perhaps they will go down in history like Szilard and Oppenheimer and Teller. If they are seeing the future even close to correctly, we are in for a wild ride.
Let me tell you what we see.
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...Aggregage
This webinar will explore cutting-edge, less familiar but powerful experimentation methodologies which address well-known limitations of standard A/B Testing. Designed for data and product leaders, this session aims to inspire the embrace of innovative approaches and provide insights into the frontiers of experimentation!
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Data and AI
Round table discussion of vector databases, unstructured data, ai, big data, real-time, robots and Milvus.
A lively discussion with NJ Gen AI Meetup Lead, Prasad and Procure.FYI's Co-Found
Codeless Generative AI Pipelines
(GenAI with Milvus)
https://ml.dssconf.pl/user.html#!/lecture/DSSML24-041a/rate
Discover the potential of real-time streaming in the context of GenAI as we delve into the intricacies of Apache NiFi and its capabilities. Learn how this tool can significantly simplify the data engineering workflow for GenAI applications, allowing you to focus on the creative aspects rather than the technical complexities. I will guide you through practical examples and use cases, showing the impact of automation on prompt building. From data ingestion to transformation and delivery, witness how Apache NiFi streamlines the entire pipeline, ensuring a smooth and hassle-free experience.
Timothy Spann
https://www.youtube.com/@FLaNK-Stack
https://medium.com/@tspann
https://www.datainmotion.dev/
milvus, unstructured data, vector database, zilliz, cloud, vectors, python, deep learning, generative ai, genai, nifi, kafka, flink, streaming, iot, edge
2. ROSS Index: the fastest-growing open-source startups
The Runa Open Source Startup (ROSS) Index is a regularly updated ranking of the
fastest-growing open-source startups. It was created and maintained by Runa Capital
since 2020.
We use a simple and transparent methodology:
1. Monitor all GitHub repos with at least 1,000 stars
2. Calculate their growth during the target period
3. Select repos that are only associated with startups
4. Highlight the top-20 open-source startups by their GitHub star growth
ROSS index usually highlights startups every quarter. In this report we decided to
apply the same approach to all of 2022.
GitHub star growth is not a perfect metric. Yet it is good enough to reflect what is
preeminent for developers. So you can view this report as the top trending
open-source products created by startups in 2022.
2
3. 3
Runa Capital: a global VC firm for tech-savvy founders
Runa Capital is a global venture capital firm. It was founded in 2010 by tech
entrepreneurs, who have build enterprise software companies such as
Acronis, Parallels and Acumatica. We have offices in Palo Alto, Luxembourg,
London and Berlin.
Runa has invested in 100+ early-stage tech startups from Europe and the US.
Many of those are B2B SaaS and open-source companies like Nginx, Mambu,
Ecwid, n8n and MariaDB.
ROSS index is our commitment to giving back to the global open-source
community. It is led by our London-based General Partner Konstantin
Vinogradov and Sofia-based Data Lead Bogdan Semenov.
4. 145 unique startups have appeared in ROSS Index
These are the fast-growing companies that have featured in ROSS
Index since its inception in Q2 2020. It represents the cutting edge
of the modern open-source movement. And this set is worth
analyzing!
4
5. ROSS Index is a good predictor of new VC rounds
145
unique startups have appeared
in the index since Q2 2020
40%
early-stage startups raised
VC rounds after being ranked
$1.4B
total funding raised
after starring in the index
The top-10 account for 57% of all VC funding
raised by startups after ROSS Index
The top-10 investors funded 41% of startups
that raised after ROSS Index
5
6. Supabase 🥇🥈
featured in five quarters
Q3-Q4 2020, Q1-Q3 2021
ROSS Index has its own familiar faces
Builder.io 🥇🥈
featured in five quarters
Q3-Q4 2021, Q1-Q3 2022
Jina AI 🥉
featured in four quarters
Q4 2020, Q1-Q3 2021
GitHub owner mentions in ROSS Index
6
7. ROSS Index open-source community snapshot
7
Total # of stars from the index repos
1.6M+
GitHub stars overall
11K+
total # of contributors
5.6K+
contributors made
commits in the last
twelve months
4.3K+
contributors made
their first commit in
the past year
+56%
annual
growth
Aggregated metrics for ROSS Index repos
8. ROSS Index members prefer TypeScript, Go and Rust
8
JavaScript, Python and Java are the most popular languages at GitHub*, representing 41% of repos.
However, it is not the case for ROSS index members where TypeScript, Go and Rust dominate.
This trio of languages focuses on advanced performance, safety and scalability and is preferred by the
current wave of open-source startups, besides the ubiquitous Python.
Language popularity among repos
* research dataset = all GitHub repos with 1K+ stars
9. ROSS Index members use more protective licenses
9
MIT open source license is the most popular choice at GitHub, used by 46% repos*. However, startups
care more about business than the average GitHub org, so they tend to use more protective licenses.
ROSS Index members like Apache (#1) with its patent and trademark protection, and AGPLv3, which
prevents others from profiting from your repo without contribution.
* research dataset = all GitHub repos with 1K+ stars
License popularity among repos
10. 58% index members have HQs outside the US
There are clear country leaders where local open-source startups tend to secure VC funding: the US,
the UK, Germany and France. They account for 79% of all VC-funded ROSS Index members.
Despite the decentralised nature of the global open-source community, funding of OS startups is even
more concentrated on these four countries than for a typical startup* (57%).
10
* research dataset = all startups listed in “Software”, “Information Technology” categories in Crunchbase
HQs of startups raised VC funding in 2020-2022
11. 75% of startups enter ROSS within five years
11
What comes first for an open-source startup: the company or the repo?
For ROSS Index, only 20% of repos were created before the associated startups were founded. And for
58% startups, it took between one and three years from its creation to be featured in our index.
Repo creation relative to startup launch ROSS appearance relative to startup launch
14. 14
The winners of ROSS Index 2022
The top 50 fastest-growing
open-source startups of 2022
come from 17 countries.
There are 81 founders, of whom
only 4% are female.
Builder.io has three repos within
the top 50: qwik, partytown,
mitosis.
We have selected only “qwik” as
the repo with the highest growth
rate (968% AGR*), according to
our methodology.
* AGR = annual growth rate of GitHub stars.
15. Top 50 fastest-growing open-source startups in 2022
Rank Company Country Repo Founded Raised ($M) Stars (K) *AGR Rank Company Country Repo Founded Raised ($M) Stars (K) AGR
1 Builder USA repo 2018 17.0 14.1 968% 26 Fig USA repo 2020 2.4 21.0 146%
2 Novu Israel repo 2021 6.0 16.1 446% 27 Pipedream USA repo 2019 22.0 5.2 143%
3 refine Turkey repo 2022 1.0 6.6 395% 28 Apify Czech Rep. repo 2015 0.5 7.4 133%
4 Safing Austria repo 2017 6.0 345% 29 NetBird Germany repo 2022 0.2 4.0 128%
5 Nhost Sweden repo 2019 3.1 5.5 300% 30 Logseq China repo 2020 19.4 126%
6 ToolJet India repo 2021 1.6 15.6 256% 31 Anchore USA repo 2016 29.0 3.5 125%
7 Netmaker USA repo 2021 2.3 5.8 221% 32 OpenReplay France repo 2018 6.2 6.7 124%
8 IceWhale China repo 2020 0.4 8.0 212% 33 GrowthBook USA repo 2020 0.5 4.0 121%
9 Penpot Spain repo 2019 8.0 19.7 202% 34 SEO4Ajax France repo 2015 9.9 120%
10 MindsDB USA repo 2017 7.9 12.2 189% 35 CodeSandbox Netherlands repo 2017 15.1 2.9 119%
11 ZincSearch USA repo 2021 3.6 13.1 188% 36 Appsmith India repo 2019 51.5 23.8 117%
12 Medusa Denmark repo 2021 1.0 15.9 183% 37 LiveKit USA repo 2021 7.0 4.4 116%
13 Quickwit USA repo 2020 2.6 2.9 181% 38 AppFlowy USA repo 2021 30.5 115%
14 Umbrel India repo 2020 3.0 3.8 177% 39 Orchest Netherlands repo 2020 4.2 3.6 111%
15 NuxtLabs France repo 2017 2.0 11.0 175% 40 OpenBB USA repo 2021 8.5 18.5 110%
16 Astro USA repo 2019 7.0 23.8 172% 41 Budibase UK repo 2020 9.2 16.8 105%
17 Obsidian Canada repo 2020 3.8 165% 42 Slint Germany repo 2020 5.5 104%
18 Charm USA repo 2019 3.0 2.9 165% 43 daily.dev Israel repo 2020 9.9 103%
19 SuperTokens India repo 2019 1.5 7.8 165% 44 StarRocks USA repo 2021 3.7 103%
20 SST USA repo 2017 1.0 10.6 164% 45 Signoz India repo 2020 10.9 98%
21 Deepfence USA repo 2017 10.5 2.6 153% 46 Mattermost USA repo 2015 70.0 14.0 96%
22 Coqui Germany repo 2020 7.5 152% 47 Bahasa Indonesia repo 2021 6.0 95%
23 Amplication Israel repo 2020 6.6 9.1 150% 48 Project Discovery India repo 2019 26.7 2.1 92%
24 Bytebase China repo 2021 3.0 4.6 150% 49 Appwrite Israel repo 2019 28.1 91%
25 RustDesk Singapore repo 2020 35.2 147% 50 Dendron USA repo 2019 2.0 5.0 89%
15
* AGR = annual growth rate of GitHub stars.
16. Command line tools
Web app frameworks
Backend as a service
Knowledge management
Security & Privacy
Internal tool builders
ML/AI & Search
Noteworthy trends in open-source during 2022
16
Databases Website scraping
17. 44% of the top-50 startups have raised capital since 2022
22
startups from the top-50
raised from VCs since 2022
$169M
total VC funding raised by
ROSS Index 2022 startups
68%
of these startups
raised seed investment
17
Appsmith
Raised $41M in a
Series B round from
Insight Partners, Accel
& OSS Capital
Appwrite
Raised $27M of Series
A funding from Tiger
Global, Bessemer &
Seedcamp
Project Discovery
Raised $25M in its
Series A round from
CRV
Pipedream
Raised $20M of Series
A funding from True
Ventures, CRV & Felicis
Ventures
18. ROSS Index 2022 open-source community snapshot
18
Total # of stars across the top-50 repos in 2022
531K+
GitHub stars
2.3K+
Total # of contributors
1.8K+
contributors made
commits in the last
twelve months
1.6K+
contributors made
their first commit in
the past year
Aggregated metrics from the top-50 repos
19. ROSS Index 2022 members grew faster than 99.6% repos
The average GitHub* repo star
count rises at a relatively low
pace with the median repo
increasing around 5% annually.
ROSS Index 2022 grows much
faster — on average, it
increases 177% per year.
This growth rate put ROSS
members within the top 0.4%
of all GitHub repos.
19
* research dataset = all GitHub repos with 1K+ stars
ROSS Index
177% annual growth
99.6% percentile
20. Founders’ backgrounds in ROSS Index 2022
20
Google and IBM featured most prominently on founders’ CVs before launching their startups.
For education, the top two universities for founders are non-US: France’s EPITECH; and the University
of Waterloo in Canada. However, founders’ backgrounds is fairly decentralised and we do not see any
noteworthy hub.
Previous employer University alumni
21. 21
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