Index Ventures is a venture capital firm based in London, San Francisco, and Geneva, helping entrepreneurs turn bold ideas into global businesses.  Since 1996, Index has partnered with exceptional entrepreneurs who are using technology to reshape the world. The companies they’ve started include Adyen, Deliveroo, Dropbox, Farfetch, King, Slack, and Supercell.

Index Ventures

Benchmark invests in and works alongside entrepreneurs building startups into transformational companies. They focus on early-stage venture investing in mobile, marketplaces, social, and infrastructure and enterprise software. Founded in 1995, the firm has offices in Woodside and San Francisco, California. The firm has been recognized for its commitment to open source and is noted for creating the first equal ownership and compensation structure for its partners. The five equal general partners who take board seats and a hands-on approach to every entrepreneur and company they back, with no junior investment staff. Current general partners are Chetan Puttagunta, Sarah Tavel, Victor Lazarte, Peter Fenton, and Eric Vishria. Benchmark has had 37 exits since beginning of 2011; 14 IPOs and 23 M&As representing a total market value of more than $60 billion. Benchmark’s current portfolio of early-stage venture investments includes private market leaders such as Uber, Snapchat, Tinder, Stitch Fix, Elastic and Cyanogen; recent IPOs and acquisitions such as Twitter, Instagram, Yelp, League of Legends, Jasper, OpenTable, New Relic, Hortonworks, Amplitude, Confluent, GrubHub, Zendesk and Zillow; and franchise companies from Juniper to eBay to Red Hat.

Benchmark

Altimeter Capital is a technology-focused investment firm based in Menlo Park, CA and Boston, MA.  Altimeter manages a long/short public equity fund and growth-stage private capital funds.

Altimeter Capital

Coatue is a privately owned hedge fund sponsor. The firm invests in the public equity markets globally focusing on investments in technology, media, and telecommunications in addition to other sectors. It employs a long or short strategy to make its investments.

Coatue

Redpoint has partnered with visionary founders to create new markets and redefine existing ones since 1999. The firm invests in startups across seed, early, and growth phases. In total, Redpoint manages $4 billion across multiple funds.

Redpoint

Almaz Capital is an international venture capital firm investing in early stage, capital efficient technology companies. A unique bridge fund headquartered in Silicon Valley, Almaz Capital connects Eastern European/former Soviet engineering and entrepreneurial talent to the U.S. market and helps build global businesses. The firm invests in high-growth sectors such as artificial intelligence and blockchain applications, data engineering, cybersecurity, industrial IoT, networking architecture and infrastructure. Its investors include Cisco, the European Bank for Reconstruction and Development (EBRD), and International Finance Corporation (IFC), a member of the World Bank Group.  Founded in 2008, Almaz Capital has invested in over 30 portfolio companies and has had nine exits to date.

Almaz Capital

Lead Edge Capital is a $5 billion growth equity firm investing in software, internet, and tech-enabled services businesses globally. The firm has invested in a number of major software and internet companies around the world, including Alibaba Group, Arrive Logistics, Asana, Azul Systems, Bazaarvoice, Benchling, Clearscore, Duo Security, Grafana, GrowthZone, Holistiplan, LeanStaffing, LiveView Technologies, Pacemate, Safesend, Signal Sciences, Tempo, Toast, Wise, and YouSign. Lead Edge has invested in more than 100 companies worldwide and has seen over 60 portfolio companies achieve an exit.   One of the main drivers of Lead Edge’s success is its unique investor base, a group of 700+ executives, entrepreneurs, and dealmakers who have built and run some of the world’s most successful companies. In addition to providing flexible capital, Lead Edge leverages this global advisory group to connect portfolio companies with the customers, partners, talent, and advisors needed to accelerate growth. Lead Edge Capital was founded in 2011 and has offices in New York City and Santa Barbara.

Lead Edge Capital

FirstMark is an early-stage venture capital firm based in New York City, backing exceptional founders making their mark on the world. FirstMark has proudly invested in founders of remarkable businesses like Pinterest, Shopify, DraftKings, Discord, Airbnb, Stubhub, Riot Games, and dozens more.

FirstMark

Lightspeed Venture Partners is a venture capital firm that engages in consumer, enterprise, technology, and cleantech markets. It focuses on seed, early-stage, later-stage, expansion-stage, start-ups, growth companies, and incubation, and specializes in debt financing for start-ups and growth companies. Lightspeed Venture Partners invests in various sectors that include enterprise, consumer, big data, bitcoin, enterprise technology, cleantech, mobile, internet, financial technology, cloud solutions, e-commerce, storage, media, networking, energy, and software, software-as-a-service, information technology, biotechnology, and social. It mainly invests in countries such as the United States, Europe, Israel, China, and India.

Lightspeed Venture Partners

Thrive Capital is a venture capital investment firm that focuses on building and investing in Internet, software, and technology-enabled companies.

Thrive Capital

ClickHouse

ClickHouse is an open-source column-oriented DBMS for online analytical processing that enables users to produce analytical reports in real time by running SQL queries. The actual column-oriented DBMS design is at the heart of ClickHouse’s uniqueness. This distinct design provides compact storage with no unnecessary data accompanying the values, which significantly improves processing performance. It uses vectors to process data, which improves CPU efficiency and contributes to ClickHouse’s exceptional speed.

ClickHouse is a company that provides a real-time data warehouse solution for various industries, including analytics, observability, machine learning, business intelligence, financial services, fraud detection, and gaming. Its primary offering is an open-source online analytical processing (OLAP) database management system (DBMS) designed for high-performance data analysis and processing.

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Alibaba Group

To offer ClickHouse as an enterprise, first-party service on Alibaba Cloud's platform, providing users with higher performance, cost efficiency, and serverless capabilities for building analytical applications.

Building future-ready applications in the cloud

Cloud-native Tech

Vendors offering solutions for application definition and development. This layer focuses on the tools that enable engineers to build cloud-native applications

ClickHouse is an open-source, column-oriented database management system designed for online analytical processing (OLAP). Developed by Russian search engine company Yandex in 2016, ClickHouse is optimized for high-performance analytics on large datasets. Its column-based storage architecture allows for efficient data compression and fast query execution, particularly for aggregate queries on specific columns. ClickHouse can process billions of rows and petabytes of data, returning results in real-time for many analytical queries.
ClickHouse utilizes a number of architectural features to achieve its performance, including vectorized query execution, data compression, approximated calculations, and sparse indexing. It supports distributed query processing across multiple servers for horizontal scalability. ClickHouse uses a SQL-like query language, though with some limitations compared to standard SQL. The system is designed primarily for insert-heavy workloads with infrequent updates or deletes.
Key features of ClickHouse include its columnar storage engine, support for various table engines like MergeTree, ability to run queries across distributed clusters, and a vector computation engine for parallel processing. ClickHouse can achieve very high insert rates, in some benchmarks outperforming other time-series databases at over 600,000 rows per second on a single node. For analytical queries, ClickHouse has shown superior performance to some row-oriented databases, especially for scans and aggregations on a subset of columns in wide tables.
Key customers and partnerships
ClickHouse is used by major technology companies for large-scale analytics workloads. Yandex uses ClickHouse to power Yandex.Metrica, which is reported to be the second largest web analytics platform globally. Cloudflare utilizes ClickHouse for real-time DNS query analytics, processing up to 6 million requests per second across over 100 petabytes of data. Other notable users include Uber and Apple. ClickHouse has also formed partnerships with cloud providers to offer managed versions of the database.

ClickHouse is a company that provides a real-time data warehouse solution for various industries, including analytics, observability, machine learning, business intelligence, financial services, fraud detection, and gaming. Its primary offering is an open-source online analytical processing (OLAP) database management system (DBMS) designed for high-performance data analysis and processing.The company offers multiple deployment options for its ClickHouse database, including ClickHouse Cloud, self-managed ClickHouse, and ClickHouse Local. ClickHouse Cloud is a managed service available on major cloud platforms, while the self-managed option allows users to deploy and maintain their own ClickHouse instances. The database is known for its speed, cost-effectiveness, and resource optimization features. ClickHouse also provides over 100 integrations with other tools and platforms, making it compatible with various existing technology stacks.In July 2024,&nbsp;<a href="https://sp-edge.com/updates/32148">ClickHouse acquired PeerDB</a>, a company specializing in change data capture (CDC) for Postgres databases, to enhance its real-time data replication capabilities. The acquisition aimed to integrate PeerDB's technology into ClickHouse Cloud, enabling seamless, real-time data synchronization from Postgres to ClickHouse.&nbsp;Key customers and partnershipsIn March 2023, ClickHouse partnered with Alibaba Cloud to offer ClickHouse as an enterprise, first-party service on Alibaba Cloud's platform. This exclusive agreement for mainland China allowed Alibaba Cloud to provide a joint first-party enterprise service in the APAC region and made ClickHouse's analytical database capabilities more accessible to users across Asia.&nbsp;Furthermore, In April 2024, ClickHouse expanded its partnership with Alibaba Cloud, announcing the general availability of ApsaraDB for ClickHouse (also called ClickHouse Enterprise Edition) on Alibaba Cloud. This collaboration combined ClickHouse's database performance with Alibaba Cloud's infrastructure to improve data management and analysis capabilities for organizations in China and international markets.

Fivetran is a cloud-based automated data integration platform that enables businesses to move data from various sources, including SaaS applications, databases, and files, into data warehouses, data lakes, and other destinations. The company's platform offers multiple deployment models to meet diverse business needs, ranging from stringent security requirements to maintaining on-premises databases even after partial cloud migration.The company's data movement platform is designed to automate and streamline the process of extracting, loading, and transforming (ELT) data, empowering organizations to focus on data-driven insights and decision-making. With real-time analytics, database replication, AI workflows, and cloud migrations facilitated by Fivetran, thousands of customers worldwide can leverage the platform to drive business growth.Fivetran's core offering revolves around its connector library, which supports over 500 data sources, including SaaS applications, databases, ERPs, and files. These connectors enable automatic, reliable, and secure data movement, regardless of whether the data resides on-premises, in the cloud, or in a hybrid environment. The platform's scalable architecture allows businesses to seamlessly add or remove data sources as their needs evolve.To enhance the usability and accessibility of the ingested data, Fivetran employs a normalized schema approach. By delivering data in a normalized format, the platform enables customers to remix and reshape the data according to their specific requirements, facilitating efficient data analysis and reporting. Additionally, Fivetran offers pre-built data models and dbt Core integration, empowering customers to create analytics-ready tables tailored to their business use cases, such as analyzing deal opportunities from Salesforce, generating general ledger reports from QuickBooks data, or evaluating return on ad spend across advertising platforms.In <a href="https://sp-edge.com/updates/30203">June 2024</a>, the company launched Managed Data Lake Service to simplify the process of managing data lakes for businesses of any size. Key benefits include the ability to centralize data for insights and convenience. Furthermore it reduces costs by discontinuing support for legacy data warehouses.Key customers and partnershipsOver the years, Fivetran has attracted a diverse range of customers across various industries, including ecommerce, finance, technology, and media. Notable clients include Autodesk, Conagra Brands, JetBlue, Lionsgate, Morgan Stanley, and Ziff Davis, among others. These companies leverage Fivetran's platform to streamline their data integration workflows, optimize their analytics capabilities, and gain a competitive edge through data-driven decision-making.To further enhance its offerings and enable seamless integrations, Fivetran has established strategic partnerships with various technology providers, including data warehousing solutions, cloud platforms, and business intelligence tools. For instance, Fivetran collaborates with Databricks, enabling customers to build an open lakehouse with Delta Lake powered by the Databricks Data Intelligence Platform. Additionally, Fivetran's integration with Unity Catalog provides out-of-the-box governance and security for Fivetran-generated tables.

Fivetran

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 Domo is a cloud-based analytics platform that enables businesses to connect, transform, and visualize data from various sources. It provides a comprehensive solution for data management, analysis, and visualization, empowering organizations to make data-driven decisions. Domo's platform is designed to foster collaboration, efficient decision-making, and improved business outcomes through its user-friendly interface and powerful data manipulation capabilities.
 
 
 Domo's key offerings include data integration, data warehousing, business intelligence (BI), and intelligent applications. The platform leverages its Adrenaline engine and offers over 1,000 pre-built connectors to extract data from cloud applications, databases, spreadsheets, and other sources. This data is then stored in Domo's internal data warehouse or accessed through federated queries, enabling users to analyze and visualize it using Domo's extensive collection of visualization tools and dashboards.
 
 
 Domo&rsquo;s user experience is designed to be intuitive and accessible, fostering high adoption rates across organizations. Its user-friendly interface, seamless collaboration features, and mobile-first approach contribute to its widespread adoption and ease of use. Domo's platform is built for speed and scalability, allowing organizations to quickly access and analyze even large datasets without experiencing performance issues.
 
 
 Key customers and partnerships
 
 
 Domo serves over 2,300 customers across various industries, including major enterprises such as eBay, Walmart, Cisco, Citibank, HP, The National Geographic Society, Verizon, US Army, Vanguard, Microsoft, IBM, Thomson Reuters, Airbus, Orange, AT&amp;T, Caterpillar, Volvo Cars, and Comcast.
 
 
 The platform has been widely adopted by organizations seeking to leverage data for better decision-making, improved customer insights, and enhanced marketing analytics. Domo has formed strategic partnerships with companies like Regional One Health and Torchy's Tacos, enabling them to leverage Domo's capabilities for healthcare metrics and finance applications, respectively.
 
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Domo

Founded in 2014, Confluent, Inc. is a technology company headquartered in Mountain View, California. The company specializes in data streaming platforms, primarily based on Apache Kafka, an open-source project created by Confluent's founders while working at LinkedIn. Confluent offers two main products: Confluent Platform, an on-premise solution, and Confluent Cloud, a fully managed SaaS. These products help organizations harness real-time data streams for various applications, including microservices, Internet of Things (IoT), financial services, fraud detection, and customer analytics.Confluent's primary offering in data infrastructure services is its integration solution, which enables organizations to unify data from disparate sources. The Confluent Platform and Confluent Cloud act as clients' central nervous systems, allowing them to connect various IT systems and applications to capture and process real-time data streams. This capability enables businesses to make decisions based on continuously flowing data.In September 2024,&nbsp;<a href="https://sp-edge.com/updates/33818">Confluent announced upgrades to its Confluent Cloud</a> product, enhancing support for Apache Flink. The updates include support for the Table API, simplifying development for Java and Python users, and private networking support to improve data security. These upgrades aimed to simplify Flink deployments, enhance security, and make it easier for organizations in regulated industries to stream data and integrate it into applications.Key customers and partnershipIn December 2023, Confluent expanded partnerships with MongoDB, Pinecone, Rockset, Weaviate, and Zilliz as part of its "Data Streaming for AI" initiative. These partnerships aimed to provide real-time contextual data from Confluent's platform to partners' vector databases, facilitating the development of AI-powered applications.

Confluent

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 dbt Labs provides an open source data transformation tool that uses analytics engineering. It is aimed at programmers with knowledge of SQL to develop models with SELECT statements, test and document each model, and install safely with Git-enabled version control. The software enables the user to develop faster, work from the same assumptions, deploy with confidence, and&nbsp; ensure low risk with governance and safety. The company also offers dbt Core, which is an open source software for analytics engineers, and dbt Cloud Enterprise for secure, reliable access to data. JetBlue and Domain are some of its clients.
 
 
 
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dbt Labs

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 Starburst uses the open source Trino to give its customers a modern solution in the form of one of the fastest analytics search engines, with reliable security, around the clock support and connectors. The platform offers Starburst Enterprise, an option that allows users to deploy, connect, and manage data anywhere, and Starburst Galaxy, which provides a superior MPP SQL engine on an easy to use platform. Some of Starburst&rsquo;s customers are EMIS, Zalando, Finra and Priceline. The company also works with consultancy partners, cloud partners, technology partners, and managed service provider partners.
 
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Starburst

Solutions to unify data from disparate sources by extracting, transforming, loading, and storing data in a usable form (such as in data warehouses) for further analysis.

Tools to monitor data for quality issues in real-time, as it moves throughout the data pipeline.

Providers of storage solutions that help accelerate data analytics. These include primary storage solutions, such as data warehouses and data lakes, and secondary storage solutions for non-mission-critical data.

Solutions that enable businesses to carry out data processing and create ML models on the underlying data for predictive analysis.

Tools for enterprises to visualize data in a graphical form and obtain insights on the same using AI and natural language processing.

Companies that use GenAI as a core part of their product offering for data infrastructure & analytics.

Leverages GenAI to help organizations extract insights and supports GenAI application development through data preparation

Offers data analytics and storage platforms for business under a B2B SaaS model

These are tools that help prepare data for AI/ML applications

<div>
 
 ClickHouse, a real-time analytical database solutions provider, has acquired PeerDB, a firm specializing in change data capture (CDC) solutions for Postgres databases. The purchase price has not been disclosed.
 PeerDB's technology allows for real-time data replication and synchronization from Postgres databases to analytical databases like ClickHouse. This can significantly bring down the time required to link transactional data with analytical databases, thereby increasing both developer productivity and value realization while creating real-time, data-driven applications.
 The goal of the acquisition is to incorporate PeerDB's CDC technology into ClickHouse Cloud. This will enable users to experience simple, real-time data replication from Postgres databases to ClickHouse. This is likely to simplify data processing workflows and expedite the development of analytical applications for ClickHouse customers.
 
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ClickHouse

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