We'll tailor a Twitch dataset to meet your unique needs, encompassing streamer profiles, viewer engagement metrics, streaming times, demographic data of viewers, follower counts, chat statistics, and other pertinent metrics.

Leverage our Twitch datasets for diverse applications to bolster strategic planning and market analysis. Scrutinizing these datasets enables organizations to grasp viewer preferences and streaming trends, facilitating nuanced content development and engagement initiatives. Customize your access to the entire dataset or specific subsets as per your business requisites.

Popular use cases involve optimizing content strategy based on streamer performance and viewer engagement, enhancing marketing strategies through targeted audience segmentation, and identifying and forecasting trends in the streaming community to stay ahead in the digital entertainment landscape.

The dataset provides a robust exploration of user-streamer interactions on Twitch, a popular live-streaming platform, over a span of 43 days. This temporal investigation captures data every 10 minutes, charting the evolving dynamics of streaming content consumption.

Key Attributes: 1. User ID (anonymized): A unique identifier for users participating in the Twitch platform. 2. Stream ID: A unique identifier for individual streams, facilitating the retrieval of specific broadcast segments. 3. Streamer Username: The username of the streamers on Twitch. 4. Time Start: The starting time of the interaction, represented as integers in 10-minute intervals. 5. Time Stop: The ending time of the interaction, similarly represented.

Dataset Statistics: - Users: 15.5 million (with a subset of 100,000 users for benchmarking purposes) - Streamers: 465,000 - Interactions: 124 million - Time Steps: 6,148 (covering the 43-day span)

Data Structure: The dataset is structured in a comma-separated value (CSV) format, making it easily navigable and ready for analysis. It is divided into two main files: 1. full_a.csv.gz: The comprehensive dataset capturing all interactions. 2. 100k.csv: A curated subset focusing on 100,000 users, ideal for benchmark testing.

Supplementary Resources: - The dataset comes with a dedicated Github repository, hosting the dataset alongside the codebase, facilitating further exploration and analysis. - A specific data folder houses the Twitch files for easy access and download.

Usage: This dataset finds its roots in academic exploration, specifically aiding the study titled "Recommendation on Live-Streaming Platforms: Dynamic Availability and Repeat Consumption" by Jérémie Rappaz, Julian McAuley, and Karl Aberer, presented at RecSys, 2021. It offers a fertile ground for researchers and analysts keen on understanding live-streaming platforms' user engagement dynamics, community building, and the impact of temporal factors on content consumption.

About this Dataset

Twitch stream data collected from ~2500 popular Twitch streamers over 4 months (9/24/2020 to 2/05/2021). Real time data for live streamers updated approx. every 5 minutes. Dataset includes current timestamp, streamer name, stream title, game_id, stream start time, and viewership count. Contains 7,936,251 live stream data instances.

Category

Machine Learning

Keywords

social network,twitch,social media,Machine Learning,viewership

Row Count

7936132

Price

$40.00

Collection of chat log of 2,162 Twitch streaming videos by 52 streamers. Time period of target streaming video is from 2018-04-24 to 2018-06-24. Description of columns follows below: body: Actual text for user chat channel_id: Channel identifier (integer) commenter_id: User identifier (integer) commenter_type: User type (character) created_at: Time of when chat was entered (ISO 8601 date and time) fragments: Chat text including parsing information of Twitch emote (JSON list) offset: Time offset between start time of video stream and the time of when chat was entered (float) updated_at: Time of when chat was edited (ISO 8601 date and time) video_id: Video identifier (integer) File name indicates name of Twitch stream channel. This dataset is saved as python3 pandas.DataFrame with python pickle format. import pandas as pd pd.read_pickle('ninja.pkl')

Context

Twitch is one of the most popular option for gamers and streamers. Twitch is an American video live streaming service that focuses on video game live streaming, including broadcasts of esports competitions, in addition to offering music broadcasts, creative content, and "in real life" streams.

Content

Their is a lot of data generated by twitch every day and data if handled effectively can be used for building many new models and products benificial for companies.

Acknowledgements

We wouldn't be here without the help of others. If you owe any attributions or thanks, include them here along with any citations of past research.

Inspiration

Your data will be in front of the world's largest data science community. What questions do you want to see answered?

This dataset contains application and network measurements of 6,982 individual Twitch.tv streaming sessions of 222 different streamers summing up to more than 1,000h live streaming. The data are aggregated to uplink requests.

The global market for video game real-time broadcast software is experiencing robust growth, driven by the escalating popularity of esports, the rise of streaming platforms, and increasing demand for interactive gaming experiences. The market, estimated at $2 billion in 2025, is projected to expand at a Compound Annual Growth Rate (CAGR) of 15% from 2025 to 2033. This growth is fueled by several key factors. The professionalization of esports continues to drive demand for sophisticated broadcasting solutions, enabling high-quality streaming of tournaments and individual gameplay. Simultaneously, the increasing accessibility of streaming technology, coupled with the rise of platforms like Twitch and YouTube Gaming, empowers amateur and professional gamers alike to broadcast their gameplay to large audiences. Furthermore, innovations in software features, such as integrated chat functionality, advanced analytics, and multi-platform compatibility, are enhancing user engagement and driving adoption. The cloud-based segment is expected to dominate the market due to its scalability, cost-effectiveness, and accessibility. However, concerns regarding data security and reliance on internet connectivity may act as restraints to some extent. Market segmentation reveals strong demand across various applications. The individual streamer segment is currently the largest, reflecting the democratization of broadcasting; however, the team segment is experiencing rapid growth, reflecting the increasing sophistication of esports organizations. Geographically, North America and Europe currently hold the largest market shares, driven by established esports infrastructure and a mature gaming culture. However, rapid growth is anticipated in Asia-Pacific, particularly in regions like China and India, due to the burgeoning gaming communities and expanding internet penetration. Key players in the market, including established tech giants like Amazon and YouTube, along with specialized providers like InstaGib TV and Dlive, are continuously innovating to maintain their competitive edge. The forecast period will likely witness further consolidation and strategic partnerships as companies strive to capture a larger slice of this rapidly evolving market.

The live video analytics market is experiencing robust growth, driven by the escalating adoption of live streaming across diverse sectors like entertainment, e-commerce, and education. The surge in online video consumption, coupled with the increasing need for real-time audience engagement and performance measurement, fuels this expansion. Cloud-based solutions dominate the market due to their scalability, cost-effectiveness, and ease of deployment. However, on-premise solutions remain relevant for organizations with stringent data security and privacy requirements. Key application segments include advertising, live events, and other specialized uses, with advertising analytics seeing particularly strong growth due to the ability to precisely target and measure campaign effectiveness. Major players like Adobe, Akamai, and Vimeo are leveraging advanced technologies like AI and machine learning to enhance their offerings, providing deeper insights into viewer behavior, content performance, and audience demographics. Competitive pressures are driving innovation, leading to the development of more sophisticated analytics tools capable of processing and interpreting vast volumes of streaming data in real-time. Geographical expansion, particularly in rapidly developing economies of Asia-Pacific, further contributes to market expansion. The market is anticipated to maintain a healthy Compound Annual Growth Rate (CAGR) throughout the forecast period (2025-2033). While specific CAGR figures are not provided, considering industry trends and the factors mentioned above, a conservative estimate would be between 15% and 20%. Restraints include data privacy concerns, the complexity of implementing and managing analytics systems, and the high cost associated with advanced analytics platforms. However, the overarching trend suggests continued market growth, propelled by increasing video consumption, sophisticated analytics capabilities, and the ongoing demand for better understanding and optimization of live video streaming strategies. The market is expected to witness further consolidation as larger players acquire smaller firms to enhance their technology portfolio and market share. Future growth will be driven by innovations in areas like personalized video experiences, improved fraud detection, and enhanced integration with other marketing and analytics tools.

Context

Gaming is a very big industry now. Every year there are millions of Dollars invested in Esports and many new companies want to invest in the Esports scene now. One of bigegest ever deals was when Mixer opened up and brought Ninja and Shroud to their platform from twitch. But Twitch has been a home to streamers since day 1 and now that Mixer has been shut down, streamers are returning to the platform again.Millions, if not billions, watch twitch streams everyday and i myself like to watch twitch streams. So i put together Top 1000 Streamers from past one year who were streaming on twitch.

Content

This data consists of different things like number of viewers, number of active viewers, followers gained and many other relevant columns regarding a particular streamer. It has 11 different columns with all the necessary information that is needed.

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The Streaming Analytics Marketsize was valued at USD 18.10 USD Billion in 2023 and is projected to reach USD 80.22 USD Billion by 2032, exhibiting a CAGR of 23.7 % during the forecast period.Data Streaming analytics is the oxygenation of the online space turning the once operationg from two to three steps into one while providing near real-time insights into constantly shifting datasets. It's elemental to direct from your the center of the operations. Through calssification one can tap in the energy of continuous data streams from differnent sources, such as devices powered by IoT or social networking services (SNS). These applications are capable of highlighting repeating patterns, abnormalities, and trends in the given moment which help company’s executives make quick decisions and respond beforehand. Streaming analysis does all that is necessary during the performance of monitoring network performance, analysis of the customer behaviour and optimisation of logistics supply chain. For that matter, it gives the dynamic solution sufficient to track the continuous changes that are happening in the digital landscape. It associates all the aspects of data collection and use in a single process, which is eventual useful for any organization to reveal the value placed inside their data as it flows, thus discovering the new insights that enhance innovation and stand against the challenges that the fast-growing world brings. Recent developments include: September 2023: Timeplus announced that it has licensed Proton open sources for developers globally. Through this, companies can seamlessly create ad hoc reports over large datasets, using both live streaming and historical data and achieve faster results at a smaller cost than with other streaming frameworks., August 2023: Microsoft declared the acquisition of Activision Blizzard, Inc. to bring more resourceful and inventive games to performers everywhere and on any device. The acquisition with Activision Blizzard, Inc. focused on driving efforts to further strengthen the company’s culture and accelerate business growth., August 2023: Confluent, Inc. entered a partnership with Google Cloud. The expanded partnership helped more consumers transform their enterprises with real-time data and modernize their data platforms with a dependable bridge from their on-premise, multi-cloud data architectures to Google Cloud., May 2023: Qlik announced the acquisition of Talend, thereby combining its best-in-class capabilities for modern enterprises to transform, trust, access, analyze, and take action with data. The acquisition is claimed to offer significant benefits to clients, including enhanced support & services, expanded product offerings, and increased investments in innovation and R&D., December 2022: Microsoft and LSEG (London Stock Exchange Group) announced a partnership to develop new products and services for data and analytics. The partnership would help LSEG build a scalable and efficient platform for its Data & Analytics business to provide next-generation services to a variety of consumers in the financial markets value chain through enhanced workflow and better flexibility.. Key drivers for this market are: The Proliferation of Edge Computing Coupled with Technological Advancements to Fuel the Next Generation Computing Demand. Potential restraints include: Lack of Streaming Analytics Solutions Integration with Older Systems May Hinder Market Growth. Notable trends are: Growing Implementation of Touch-based and Voice-based Infotainment Systems to Increase Adoption of Intelligent Cars.

The live stream broadcasting software market is experiencing robust growth, driven by the increasing popularity of live streaming across diverse platforms. The market, estimated at $2 billion in 2025, is projected to exhibit a Compound Annual Growth Rate (CAGR) of 15% from 2025 to 2033, reaching an estimated market value of approximately $6 billion by 2033. This expansion is fueled by several key factors. Firstly, the proliferation of affordable high-speed internet access is making live streaming more accessible to both individuals and businesses. Secondly, the rise of social media platforms that heavily integrate live streaming functionalities, such as Facebook Live, Instagram Live, and YouTube Live, continues to drive demand. Thirdly, the increasing adoption of live streaming for e-commerce, education, and corporate communications presents significant opportunities for market expansion. The market is segmented by application (personal and commercial) and software type (standalone and integrated solutions). The commercial segment is expected to dominate due to increased investments in professional broadcasting by businesses and organizations. Significant trends shaping this market include the integration of advanced features like real-time analytics, improved video quality (including 4K and HDR), and enhanced interactivity through features such as chat, polls, and Q&A sessions. The rise of cloud-based solutions is also gaining traction due to its scalability, affordability, and accessibility. However, challenges remain, including maintaining high-quality streaming across diverse network conditions, managing bandwidth costs, and ensuring content security and copyright protection. Competition is fierce, with established players like Telestream and vMix vying for market share alongside innovative newcomers like OBS Studio and Lightstream Studio. Geographical penetration varies, with North America and Europe currently leading the market, while the Asia-Pacific region is poised for significant growth in the coming years due to increasing internet and smartphone penetration.

Twitch.tv boasts over 2 million unique user views per day, and more than 100 thousand channels that entertain the users. How should new streamers stand out from more established names and gather a larger audience?

Using viewership data from Twitch.tv, I develop a model to help streamers make informed choices on choice of time, game and target language audience. I specifically consider the interaction between these choices, answering such as "When is the best time to stream League of Legends for a given language?" or "I am a Russian language streamer, what game attracts most audience?"

Additionally, I describe the whether streamers should stream when avoids time slots with more existing channels. This involves studying whether streamers has synergy with each other, despite acting as competitors by choosing to streaming similar content, together they might attract more viewers than when they stream different types of content.

Final project target is an application which is trained using historical twitch data, powered by immediate data from the Twitch API. The application offers the best selection of streaming choices under current twitch environment. Answering the questions "I want to gather the most viewships. What game in what language and when should i stream?"

Original datasource : https://clivecast.github.io

Content:

twitch_panel_fixedeffect.py : Panel Regression Model. Data Source 250 MB> 25MB limit, not included. creates regression data results 'twitch_small_panel_results.txt'

twitch_plot.py : Plots graphs using 'twitch_small_panel_results.txt'

twitch_small_panel_results.tx : contains regression results generated from twitch_panel_fixedeffect.py

The global live stream software market is experiencing robust growth, projected to reach $58,020 million in 2025 and maintain a Compound Annual Growth Rate (CAGR) of 21.9% from 2025 to 2033. This expansion is driven by several key factors. The increasing adoption of video streaming across various sectors, including entertainment, education, corporate communications, and e-commerce, fuels demand for sophisticated and user-friendly live stream software solutions. The rise of social media platforms and their integration with live streaming capabilities further enhances market growth. Businesses are leveraging live streaming for webinars, product launches, and customer engagement, while individuals utilize it for gaming streams, personal broadcasting, and content creation. The cloud-based segment is witnessing significant traction, owing to its scalability, accessibility, and cost-effectiveness compared to on-premise solutions. Furthermore, the enterprise segment holds a substantial market share, driven by the need for robust features, advanced analytics, and security measures for large-scale live streaming events. Competition in the market is intense, with major players like Google, Amazon Web Services, and IBM alongside specialized providers such as Panopto and Dacast continually innovating to meet the evolving needs of users. Geographic expansion, particularly in developing economies with growing internet penetration and smartphone usage, represents a significant opportunity for market growth in the coming years. While challenges like ensuring robust security, managing bandwidth, and addressing potential regulatory hurdles exist, the overall market outlook remains highly positive, indicating sustained growth and innovation within the live stream software landscape. The market segmentation reveals a dynamic landscape. The cloud-based segment is expected to outpace on-premise solutions due to its flexibility and scalability. Within application segments, the enterprise sector shows greater demand for advanced features and integration capabilities than the individual segment. North America currently holds a significant market share, fueled by a strong technological infrastructure and high adoption rates. However, rapidly growing internet penetration in regions like Asia Pacific and the Middle East & Africa are expected to fuel significant future growth, making these regions key areas of focus for market players. The continuous development of enhanced features such as interactive elements, improved analytics, and better monetization tools will further shape the market's trajectory, fostering competition and driving innovation across the sector.

The live streaming market is projected to reach $51630 million by 2033, growing at a CAGR of 10.9% from 2025 to 2033. The growing popularity of live streaming platforms, the increasing adoption of mobile devices, and the rise of social media are driving the market. Live streaming is increasingly used for various applications such as advertising, subscriptions, donations & virtual gifts, and others. Key trends in the live streaming market include the rise of interactive live streaming, the integration of virtual reality (VR) and augmented reality (AR), and the growing popularity of live e-commerce. The market is segmented into types such as music, dancing and talk shows, game, dating shows, outdoor activities and sports, and others. The major companies operating in the live streaming market include ByteDance, Kuaishou, Twitch, Tencent Music Entertainment (TME), and Bigo.

The global live video streaming software market is experiencing robust growth, driven by the increasing adoption of live streaming across various sectors. The market size in 2025 is estimated at $8 billion, exhibiting a Compound Annual Growth Rate (CAGR) of 15% from 2025 to 2033. This expansion is fueled by several key factors, including the rising demand for engaging online content, the proliferation of high-speed internet access, and the increasing sophistication of video streaming technologies. The cloud-based segment is dominating the market due to its scalability, cost-effectiveness, and accessibility. Key application areas include broadcasting, media, and entertainment, followed by the BFSI, education, and healthcare sectors, each leveraging live streaming for improved communication, training, and engagement. Growth is further stimulated by the integration of advanced features like interactive elements, real-time analytics, and enhanced security measures within these software solutions. While the market shows significant potential, certain challenges remain. High initial investment costs for implementing sophisticated live streaming infrastructures, especially for smaller businesses, act as a restraint. Moreover, ensuring robust cybersecurity and maintaining consistent streaming quality across diverse networks presents ongoing challenges. However, ongoing innovation in areas like low-latency streaming, 5G network deployments, and the development of user-friendly interfaces are expected to mitigate these obstacles and further accelerate market growth. The competitive landscape is dynamic, with established players like IBM and Microsoft alongside specialized providers like Haivision and Wowza Media Systems vying for market share. Regional variations exist, with North America and Europe currently holding larger shares but significant opportunities emerging in rapidly developing Asia-Pacific markets.

Snapshot img

Live Streaming Market Size 2025-2029

The live streaming market size is forecast to increase by USD 20.64 billion, at a CAGR of 16.6% between 2024 and 2029.

The market is experiencing significant growth, driven by the increasing penetration of smartphones and easy access to the internet. This trend is particularly prominent among younger demographics, who are more likely to consume live content on mobile devices. Furthermore, the integration of advanced technologies, such as artificial intelligence and virtual reality, is enhancing the user experience and expanding the capabilities of online streaming services. However, the market also faces challenges, including growing privacy regulations and security concerns. As consumer data becomes a valuable asset, companies must prioritize data protection and implement robust security measures to maintain trust and comply with evolving regulations. To capitalize on market opportunities and navigate challenges effectively, companies should focus on delivering high-quality, personalized content and ensuring a seamless user experience. Additionally, investing in advanced technologies and prioritizing data security will be essential for staying competitive in this dynamic market.

What will be the Size of the Live Streaming Market during the forecast period?

Explore in-depth regional segment analysis with market size data - historical 2019-2023 and forecasts 2025-2029 - in the full report.
Request Free SampleLive streaming continues to revolutionize the way businesses connect with their audiences in real-time. This dynamic market is characterized by the constant evolution of technology, applications, and industry trends. Content performance is a key focus, with advancements in 4k streaming, video encoding, and streaming protocols enabling higher quality experiences for viewers. Real-time data and predictive analytics facilitate audience insights, allowing for targeted content optimization and user engagement strategies. Monetization opportunities abound, from subscription models and donation platforms to advertising revenue and e-commerce integration. Bandwidth management and copyright compliance are essential considerations for technology providers, ensuring seamless streaming experiences and protecting intellectual property. Virtual events and remote production have gained prominence, enabling businesses to reach wider audiences and adapt to changing circumstances. Virtual and augmented reality (VR/AR) streaming is an emerging trend, offering immersive experiences for viewers. Interactive features, such as Q&A sessions, polls, and surveys, enhance user engagement and foster community management. Social media integration and live shopping provide opportunities for brand awareness and lead generation. Streaming servers and cloud hosting form the backbone of the live streaming ecosystem, ensuring low latency and scalability. Broadcast standards and video analytics are essential for ensuring high-quality content and understanding user behavior. Live streaming services and software cater to various industries, from education and entertainment to gaming and business. Live event production and green screen technology enable professional-grade productions, while streaming hardware and encoding solutions ensure optimal performance. Customer engagement is a priority, with chat integration and interactive games providing opportunities for real-time interaction. Data protection and streaming security are crucial for maintaining trust and privacy. The market is a complex and ever-evolving ecosystem, with ongoing developments in technology, applications, and industry trends. Staying informed and adapting to these changes is essential for businesses looking to leverage the power of live streaming for marketing, communication, and monetization.

How is this Live Streaming Industry segmented?

The live streaming industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD million' for the period 2025-2029, as well as historical data from 2019-2023 for the following segments. ProductPlatformServicesEnd-userMedia and entertainmentEducationEsportsEventsOthersTypeAudio StreamingVideo StreamingAudio StreamingVideo StreamingRevenue ModelAd-SupportedSubscription-BasedPay-Per-ViewAd-SupportedSubscription-BasedPay-Per-ViewGeographyNorth AmericaUSCanadaEuropeFranceGermanyItalyUKAPACChinaIndiaJapanSouth AmericaBrazilRest of World (ROW).

By Product Insights

The platform segment is estimated to witness significant growth during the forecast period.Live streaming, a form of real-time communication, has revolutionized the way businesses engage with their audiences. The market for live streaming services encompasses various entities, including content performance, marketing, 4k streaming, content monetization, bandwidth management, content moderation, remote pr

League of Legends (LOL) is the most popular game on PC, drawing 8 million concurrent players. A common activity of gamers, besides playing games, is to watch other players presenting tips and tricks. Streaming platforms allow some players to show gameplays and live games. Twitch.tv is the world´s leading live streaming platform.

Considering that hate speech is a ubiquitous problem in online gaming, we collected 985,766 comments from five videos of the top 10 LOL streamers in Twitch.tv platform.

The dataset is freely available in a single file, ensembling all videos/players; and divided by players as well.

These comments are a rich data source for opinion mining, sentiment analysis, topic modeling, and hate speech detection (including sexism and racism).

The global game streaming market, valued at $7.6 billion in 2025, is poised for significant growth, exhibiting a Compound Annual Growth Rate (CAGR) of 10.52% from 2025 to 2033. This expansion is driven by several key factors. Firstly, the increasing popularity of esports and competitive gaming fuels demand for high-quality streaming platforms and services. Secondly, advancements in technology, such as 5G network deployment and improved streaming infrastructure, enable smoother, higher-resolution game streaming experiences, attracting a wider audience. Furthermore, the rising adoption of cloud gaming services offers accessibility to powerful gaming experiences without requiring expensive hardware, broadening the market's reach to casual and mobile gamers. The diverse range of revenue models, including in-game advertising, subscription services, and other monetization strategies, further contributes to market growth. Finally, the expanding mobile gaming sector, with its vast and engaged user base, presents a significant opportunity for game streaming platforms to tap into. Competition is fierce, with established players like YouTube Gaming, Facebook Gaming, and Twitch (implicitly mentioned through the presence of competitors like Douyu and Huya), alongside newer entrants like Parsec and cloud gaming services offered by companies like Nvidia, Amazon, and others vying for market share. Despite its promising outlook, the market faces certain challenges. Bandwidth limitations in certain regions, particularly in developing countries with less developed infrastructure, can hinder the widespread adoption of game streaming. High latency and potential connectivity issues remain obstacles to overcome for a seamless user experience. The market is also subject to the fluctuations in the broader gaming market and the competitive landscape, where platform dominance and user preference can significantly influence market trends. Regulation of online content and data privacy concerns also play a role in shaping the overall growth trajectory. The segmentation into web-based and app-based solutions allows for tailored service offerings, catering to diverse user preferences and device capabilities. North America and Asia Pacific are currently the leading regions, while other regions are expected to exhibit substantial growth over the forecast period due to increasing internet penetration and smartphone adoption. The diverse range of companies involved, from established tech giants to specialized game streaming providers, highlights the competitive and dynamic nature of this evolving market. Recent developments include: November 2023 - Sony partnered with NCSoft to have a notable role in developing and releasing these mobile games to expand beyond the console and broaden PlayStation's reach to a broader audience, which can support the company's growth in the future., August 2023 - GeForce NOW announced the launch of Ultimate KovvaK's challenge. The launch helps gamers to improve their aim with a limited-time Steam discount. The company's gaming platforms leverage its GPUs and advanced software to enhance user's gaming experience with higher-quality graphics. This includes GeForce Experience, the gaming application that optimizes the PC user's settings for each application, enabling gamers to record and share their gameplay.. Key drivers for this market are: Growing Popularity of Esports and Broadcasting of Esports Events, Growth of Video Game Streaming Software for Mobile Devices. Potential restraints include: High Cost of Content Creation. Notable trends are: YouTube to be the Largest Web-based Solution.

Global Live Streaming Market was valued at USD 90.12 Billion in 2024 and is expected to grow to USD 295.54 Billion by 2030 with a CAGR of 21.89% during the forecast period.