Data Management – CB Insights Research https://www.cbinsights.com/research Wed, 18 Dec 2024 15:22:41 +0000 en-US hourly 1 15 tech trends to watch closely in 2025 https://www.cbinsights.com/research/report/top-tech-trends-2025/ Tue, 19 Nov 2024 15:43:16 +0000 https://www.cbinsights.com/research/?post_type=report&p=172200 AI advances have ushered in a new wave of opportunity in tech. Our 2025 Tech Trends report provides a concrete roadmap for corporate leaders to navigate some of the most important technology shifts in the year ahead. We include specific …

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AI advances have ushered in a new wave of opportunity in tech.

Our 2025 Tech Trends report provides a concrete roadmap for corporate leaders to navigate some of the most important technology shifts in the year ahead.

We include specific recommendations for action so that business leaders can get ahead of the next wave of value creation.

15 TECH TRENDS TO WATCH CLOSELY IN 2025

Get the free report to see which tech markets and companies should be on your radar in the coming year.

Here is a selection of key findings from the report:

  • AI agents are given money to spend: AI agents’ utility is limited until they can make transactions seamlessly. A small group of tech players is building new infrastructure to make that happen.
  • The future data center arrives: With data center power usage expected to more than double by 2026, big tech companies are morphing into energy innovators to support AI workloads. There’s a huge opportunity in improving data centers’ energy efficiency.
  • Investment floodgates open for RNA therapeutics: RNA therapeutics developers are pioneering new ways to treat traditionally “undruggable” diseases, with a growing focus on neurodegenerative disorders like Alzheimer’s and Huntington’s diseases.
  • AI M&A fuels the next wave of corporate strategy: AI’s share of corporate tech M&A has doubled since 2020. Tech incumbents like Nvidia, Salesforce, and Snowflake, as well as consultancies like Accenture, are rapidly acquiring AI startups to tap into enterprise demand. 
  • Disease management enters a new phase with AI: AI is improving care delivery across 3 key areas of disease management: precise symptom evaluation; testing/screening for earlier disease detection (including before symptoms even appear); and finding at-risk individuals in datasets of entire patient populations. 
  • Retail’s personalization imperative: Generative AI is unlocking 1:1 experiences across commerce touchpoints, with leaders like Target seeing a corresponding 3x boost in conversation rates. Personalization will become omnipresent in retailers’ offerings.
  • And much more
Methodology

Our analysis relies on a wide range of CB Insights datasets, including financing and acquisition data, valuations, founding team and key people data, earnings transcripts, and more. We also leverage CB Insights’ proprietary scoring algorithms to measure business health (Mosaic) and maturity (Commercial Maturity), as well as the likelihood of acquisition (M&A Probability score). Throughout the report, we provide CB Insights customers with jumping-off points to dig deeper into the data behind the report.

CB Insights Tech Trends 2025 Report

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The AI data center value chain: 12 high-momentum technologies powering the future of AI https://www.cbinsights.com/research/ai-data-center-value-chain-technologies/ Thu, 07 Nov 2024 16:49:59 +0000 https://www.cbinsights.com/research/?p=171975 The AI surge is resulting in a massive data center buildout, with US companies set to spend over $1T on this infrastructure in the coming years, per Goldman Sachs estimates. Big tech players Amazon, Google, Meta, and Microsoft spent $52.8B …

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The AI surge is resulting in a massive data center buildout, with US companies set to spend over $1T on this infrastructure in the coming years, per Goldman Sachs estimates. Big tech players Amazon, Google, Meta, and Microsoft spent $52.8B alone on capex in Q2’24, up 60% year-over-year thanks to AI. 

This spending is creating opportunities for growth across the AI data center value chain.

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The AI computing hardware market map https://www.cbinsights.com/research/ai-computing-hardware-market-map/ Fri, 13 Sep 2024 21:18:41 +0000 https://www.cbinsights.com/research/?p=170622 Whoever has the best computers will determine the future of artificial intelligence. Nvidia has used its experience developing graphics processing units (GPUs) — which were originally developed for applications like gaming but turned out to be rather good at AI …

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Whoever has the best computers will determine the future of artificial intelligence.

Nvidia has used its experience developing graphics processing units (GPUs) — which were originally developed for applications like gaming but turned out to be rather good at AI tasks — to become a dominant force in AI infrastructure and applications

But a host of established companies and startups are investing heavily to capture a share of the growing AI computing market. This includes building new types of chips specifically for training and running AI models, evolving traditional processors like CPUs and GPUs to better support AI workloads, and exploring novel information processing technologies such as quantum and neuromorphic computing. 

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Future of the workforce: How AI agents will transform enterprise workflows https://www.cbinsights.com/research/report/future-workforce-ai-agents/ Wed, 31 Jul 2024 20:35:51 +0000 https://www.cbinsights.com/research/?post_type=report&p=170049 Prefer to listen in? Check out our discussion of the report here:  An empowered digital workforce would reshape industries as we know them. The implications would be enormous, changing how companies hire and scale, as well as what they can …

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Prefer to listen in? Check out our discussion of the report here: 



An empowered digital workforce would reshape industries as we know them. The implications would be enormous, changing how companies hire and scale, as well as what they can achieve with a small headcount. 

That future isn’t too far off. 

The idea of autonomous AI agents — LLM-powered bots that can independently reason and execute tasks — caught on like wildfire in 2023, marking an important evolution beyond chatbots and copilots. 

OpenAI CEO Sam Altman has described agents as “AI’s killer function” as recently as May 2024.  

While much of the tech remains limited in its ability to execute tasks reliably, use cases are gaining traction in horizontal enterprise applications like customer support, sales, and engineering.

We mined CB Insights startup, financing, business model, and buyer interview data to map the evolving landscape and analyze its future. 

In the 28-page report, we cover: 

  • The state of AI agents: Investment is surging to companies in the space, but limitations — most notably, agent reliability — remain. 
  • Leading horizontal applications and impacts: The landscape of VC-backed agent startups is dominated by a focus on horizontal applications — across sales, customer support, and other enterprise and general productivity workflows.
  • Emerging industry applications and opportunities: While few agentic companies focus on single industries, companies are emerging to target workflows across financial services, industrials, and more. 

Download the full report to get all of the data and analysis.

THE FUTURE OF THE WORKFORCE

Get the free report to see how AI agents are tackling enterprise workflows across industries.

AI agents tackling the future of enterprise workflows

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Analyzing OpenAI’s investment strategy: Where the ChatGPT maker is betting on AI disruption https://www.cbinsights.com/research/openai-investment-strategy-july-2024/ Fri, 26 Jul 2024 16:52:46 +0000 https://www.cbinsights.com/research/?p=169744 OpenAI, the AI lab most famous for developing ChatGPT, has been steadily establishing a presence in the startup ecosystem as an investor and acquirer. In the last 2 years, it has backed more than 20 AI startups — mostly via …

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OpenAI, the AI lab most famous for developing ChatGPT, has been steadily establishing a presence in the startup ecosystem as an investor and acquirer.

In the last 2 years, it has backed more than 20 AI startups — mostly via its OpenAI Startup Fund (which has LPs including Microsoft and other OpenAI investors) — many of which are building on OpenAI’s own infrastructure. The company itself also doles out occasional grants and has acquired 3 startups in the last year.

OpenAI’s recent investments point to potential growth opportunities for the firm, especially as it faces pressure to earn its eye-watering $80B valuation and stay ahead of competitors in the fast-moving generative AI market. 

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Analyzing Nvidia’s growth strategy: How the chipmaker plans to usher in the next wave of AI https://www.cbinsights.com/research/nvidia-strategy-map-partnerships-investments-acquisitions/ Thu, 20 Jun 2024 18:11:53 +0000 https://www.cbinsights.com/research/?p=169296 Nvidia, a fabless semiconductor firm, is betting its fortunes on AI.  While Nvidia initially developed its graphics processing units (GPUs) for gaming, these chips turned out to be ideal for powering AI tasks. Now, the company is focusing its efforts …

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Nvidia, a fabless semiconductor firm, is betting its fortunes on AI. 

While Nvidia initially developed its graphics processing units (GPUs) for gaming, these chips turned out to be ideal for powering AI tasks. Now, the company is focusing its efforts on providing the computing hardware — notably its A100 and H100 GPUs — and the software infrastructure required for developing generative AI applications.

Amid the generative AI rush, Nvidia has grown rapidly. In fact, it recently surpassed Microsoft and Apple to become the world’s most valuable company. To bolster its leadership position and keep ahead of AI computing competitors like AMD and Intel, Nvidia has forged relationships with companies across the AI landscape.

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Databricks wants to be a one-stop shop for AI. Here’s how it plans to get there https://www.cbinsights.com/research/databricks-strategy-map-investments-partnerships-acquisitions/ Fri, 19 Apr 2024 20:48:01 +0000 https://www.cbinsights.com/research/?p=168479 Databricks is riding the AI wave.  The data management company has seen a surge in demand from enterprises clambering to take advantage of generative AI. The company’s revenue grew to $1.6B for the fiscal year ending in January 2024 — …

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Databricks is riding the AI wave. 

The data management company has seen a surge in demand from enterprises clambering to take advantage of generative AI. The company’s revenue grew to $1.6B for the fiscal year ending in January 2024 — up over 50% YoY — and it has looked to sustain its growth with product expansion and acquisitions. 

One of the company’s biggest recent moves was its acquisition of MosaicML in June 2023 for a whopping $1.3B (at a 65x revenue multiple). The MosaicML team ultimately helped build Databricks’ open-source large language model (LLM), DBRX, which it released in March 2024. 

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The AI training data market map https://www.cbinsights.com/research/ai-training-data-market-map/ Tue, 20 Feb 2024 20:29:29 +0000 https://www.cbinsights.com/research/?p=165690 Large language models (LLMs) like OpenAI’s GPT series depend on massive quantities of training data. For instance, in training GPT-3, OpenAI relied primarily on a Common Crawl dataset containing 45TB of compressed plain text — several times the amount of …

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Large language models (LLMs) like OpenAI’s GPT series depend on massive quantities of training data.

For instance, in training GPT-3, OpenAI relied primarily on a Common Crawl dataset containing 45TB of compressed plain text — several times the amount of text found in the Library of Congress. While OpenAI has not disclosed much information around how it trained GPT-4, it’s estimated GPT-4 uses 10x as many parameters as GPT-3.

Even as these models reach sizes of epic proportions, they’re running out of free internet text to train on. As free text becomes less of a competitive differentiator in the coming years, owning proprietary content sources will become all the more valuable.

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Analyzing Accenture’s AI strategy: How the consulting firm is looking to ride the AI wave https://www.cbinsights.com/research/accenture-ai-strategy-map-investments-partnerships-acquisitions/ Wed, 03 Jan 2024 18:27:07 +0000 https://www.cbinsights.com/research/?p=165072 Accenture — one of the largest consulting companies in the world — is betting big on AI.  In the past 2 years, it has established key partnerships with tech giants like Microsoft, Nvidia, and Google to give its clients access …

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Accenture — one of the largest consulting companies in the world — is betting big on AI. 

In the past 2 years, it has established key partnerships with tech giants like Microsoft, Nvidia, and Google to give its clients access to custom generative AI capabilities, AI toolkits, and more.

Accenture also recently announced it will invest $3B in AI by 2026, including doubling its AI talent to 80,000 employees. As part of this investment, the consulting giant announced the launch of a network of generative AI studios to help its clients deploy the tech.

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Here’s how much data executives are paying for customer data platforms — and who they’re buying from https://www.cbinsights.com/research/customer-data-platforms-vendor-pricing/ Wed, 25 Oct 2023 13:30:12 +0000 https://www.cbinsights.com/research/?p=163329 With the imminent deprecation of third-party cookies, companies will need to reevaluate their strategies for gathering valuable customer data while ensuring compliance and security.  Customer data platforms (CDPs) can help marketing and data teams reduce their reliance on third-party cookies …

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With the imminent deprecation of third-party cookies, companies will need to reevaluate their strategies for gathering valuable customer data while ensuring compliance and security. 

Customer data platforms (CDPs) can help marketing and data teams reduce their reliance on third-party cookies to track customer journeys for strategic insights and targeted advertisements. 

Major companies are actively evaluating and investing in CDP vendors. For example: 

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Analyzing AMD’s growth strategy: How the fabless semiconductor giant is accelerating AI & cloud computing https://www.cbinsights.com/research/amd-strategy-map-investments-partnerships-acquisitions/ Tue, 19 Sep 2023 16:54:49 +0000 https://www.cbinsights.com/research/?p=162554 A decade ago, AMD‘s prospects looked bleak. While it had gotten out of the manufacturing business by spinning off GlobalFoundries in 2009, the chip designer still faced heavy losses and was on the verge of bankruptcy. But fortunes began to …

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A decade ago, AMD‘s prospects looked bleak. While it had gotten out of the manufacturing business by spinning off GlobalFoundries in 2009, the chip designer still faced heavy losses and was on the verge of bankruptcy.

But fortunes began to improve dramatically in 2014 with the arrival of CEO Lisa Su, who has helped channel the company’s efforts toward high-growth areas like AI. Its stock price has since climbed 25x.

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The data security market map https://www.cbinsights.com/research/data-security-market-map/ Wed, 06 Sep 2023 20:42:29 +0000 https://www.cbinsights.com/research/?p=162934 Enterprises face threats to their data on all sides, from employee errors inside the business to outside hackers exploiting system vulnerabilities. The price is substantial and growing. Data breaches now cost nearly $4.5M on average, up 15% over the last …

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Enterprises face threats to their data on all sides, from employee errors inside the business to outside hackers exploiting system vulnerabilities.

The price is substantial and growing. Data breaches now cost nearly $4.5M on average, up 15% over the last 3 years, according to a recent IBM report.

At the same time, regulations such as HIPAA in healthcare, Payment Card Industry (PCI) standards, and the EU’s GDPR impose hefty fines for companies that do not secure their data properly.

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The responsible AI market map https://www.cbinsights.com/research/responsible-ai-market-map/ Thu, 31 Aug 2023 19:22:03 +0000 https://www.cbinsights.com/research/?p=162251 Generative AI’s rapid ascent has added more fuel to the debate surrounding AI’s biggest risks, including spreading misinformation, reinforcing biases, and misusing private or copyrighted materials. As concern has mounted, responsible AI has been thrown back into the spotlight.  Responsible …

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Generative AI’s rapid ascent has added more fuel to the debate surrounding AI’s biggest risks, including spreading misinformation, reinforcing biases, and misusing private or copyrighted materials.

As concern has mounted, responsible AI has been thrown back into the spotlight. 

Responsible AI is an umbrella term for various approaches and solutions that enable bias detection, fairness, explainability, and compliance throughout the AI development process. 

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How are enterprises making cloud security purchasing decisions? https://www.cbinsights.com/research/cloud-security-buyer-perspectives/ Tue, 15 Aug 2023 20:12:25 +0000 https://www.cbinsights.com/research/?p=162555 News emerged last month that Orca Security is suing its cloud security rival Wiz for patent infringement. Orca claims Wiz copied its product.  Wiz landed a $10B valuation in February just 3 years after its founding. Orca was last valued …

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News emerged last month that Orca Security is suing its cloud security rival Wiz for patent infringement. Orca claims Wiz copied its product. 

Wiz landed a $10B valuation in February just 3 years after its founding. Orca was last valued at $1.8B in 2021. 

Both are part of a group of cybersecurity startups — like Aqua Security and Lacework — that have grown rapidly with the cloud computing wave. 

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The data transformation & access market map https://www.cbinsights.com/research/data-transformation-access-market-map/ Fri, 04 Aug 2023 20:09:29 +0000 https://www.cbinsights.com/research/?p=162177 Many organizations generate a vast amount of data, but using that data to grow revenue or improve operational efficiency often proves to be a challenge. To do so, organizations need to break down data silos, ensure data consistency across different …

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Many organizations generate a vast amount of data, but using that data to grow revenue or improve operational efficiency often proves to be a challenge.

To do so, organizations need to break down data silos, ensure data consistency across different applications, and allow different departments to easily access the data they require.

Ultimately, boosting accessibility enables enterprises to take full advantage of their proprietary data, by using it to improve operations as well as develop AI applications.

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The data quality market map https://www.cbinsights.com/research/data-quality-market-map/ Tue, 01 Aug 2023 00:25:24 +0000 https://www.cbinsights.com/research/?p=161870 The recent explosion of generative AI applications is pushing enterprises to invest in cleaning up their data quality. Tech solutions in this space help lay the foundation for deploying reliable AI models and minimize the downstream effects of poor-quality data …

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The recent explosion of generative AI applications is pushing enterprises to invest in cleaning up their data quality. Tech solutions in this space help lay the foundation for deploying reliable AI models and minimize the downstream effects of poor-quality data on AI performance.

Implementing effective data quality solutions can also be a source of time and cost savings, given data teams spend up to 40% of their time doing quality checks

In the market map below, we identify 67 data quality vendors operating across 8 categories. 

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Weather risk intelligence funding surges as extreme weather events pile up https://www.cbinsights.com/research/weather-risk-intelligence-funding-valuations-ranking/ Fri, 30 Jun 2023 20:10:30 +0000 https://www.cbinsights.com/research/?p=160870 Climate change is amplifying the frequency and severity of extreme weather events, which have proven to be costly. Last year, the planet was hit by 42 billion-dollar weather events, driving the total economic cost of natural catastrophes for the year …

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Climate change is amplifying the frequency and severity of extreme weather events, which have proven to be costly. Last year, the planet was hit by 42 billion-dollar weather events, driving the total economic cost of natural catastrophes for the year up to $360B, according to Gallagher Re. 

Companies offering weather risk intelligence solutions help organizations across industries — such as aerospace, agriculture, construction, government, insurance, and logistics — better assess and manage the risk of these weather events to ensure operational continuity and protect their assets. These solutions make use of AI, advanced analytics, and forecasting models, and they’re catching the eyes of investors.

Tomorrow.io recently raised an $87M Series E round after launching its second weather satellite into space. Five other weather intelligence companies — ClimateAi, Reask, Truweather Solutions, Salient, and PlanetIQ — have also raised funding in 2023 so far.

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Vector database startups raise over $350M to build generative AI infrastructure https://www.cbinsights.com/research/generative-ai-infrastructure-vector-database/ Thu, 27 Apr 2023 20:26:32 +0000 https://www.cbinsights.com/research/?p=158562 By 2025, around 80% of generated data will be unstructured — ranging from images and videos to protein structures.  Vector databases provide enterprises with an easy way to store, search, and index unstructured data at a speed, scale, and efficiency …

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By 2025, around 80% of generated data will be unstructured — ranging from images and videos to protein structures. 

Vector databases provide enterprises with an easy way to store, search, and index unstructured data at a speed, scale, and efficiency that current relational (and non-relational) databases cannot offer.

This is particularly useful for “similarity searches” — e.g., surfacing images similar to an input image, suggesting similar videos, or personalizing e-commerce product recommendations. Vector databases are seeing emerging applications across industries, from drug discovery to anti-fraud and enterprise search. 

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Market Trend Report: Data clean rooms for brands & retailers https://www.cbinsights.com/research/market-trend-report-data-clean-rooms-brands-retailers/ Fri, 21 Apr 2023 14:00:38 +0000 https://www.cbinsights.com/research/?p=156939 What are data clean rooms? Data clean rooms offer secure data-sharing environments in which advertisers, brands, and retailers can aggregate customer data from walled gardens (like Meta’s and Google’s closed ecosystems) and first-party sources without compromising customers’ privacy. Businesses can …

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What are data clean rooms?

Data clean rooms offer secure data-sharing environments in which advertisers, brands, and retailers can aggregate customer data from walled gardens (like Meta’s and Google’s closed ecosystems) and first-party sources without compromising customers’ privacy.

Businesses can use this customer data for targeted advertising campaigns with enhanced measurement and first-party data enrichment.

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Analyzing NVIDIA’s growth strategy: How the semiconductor leader is powering generative AI and the future of computing https://www.cbinsights.com/research/nvidia-strategy-map-investments-partnerships-acquisitions/ Fri, 14 Apr 2023 18:36:58 +0000 https://www.cbinsights.com/research/?p=157773 NVIDIA, a fabless firm that designs chips manufactured by others, has become the largest semiconductor company in the world. Its market capitalization hovers just below $700B. This achievement is partly attributed to its pioneering work in accelerated computing, which uses …

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NVIDIA, a fabless firm that designs chips manufactured by others, has become the largest semiconductor company in the world. Its market capitalization hovers just below $700B.

This achievement is partly attributed to its pioneering work in accelerated computing, which uses specialty hardware to complete demanding software tasks much faster than previously possible.

Initially, this effort was primarily focused on gaming — but NVIDIA’s development of parallel processing in 2006 paved the way for new capabilities in scientific and research applications. This breakthrough allowed multiple computations at a given time instead of sequentially, resulting in much faster processing speeds.

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Analyzing Salesforce’s growth strategy: How the CRM provider is expanding beyond sales https://www.cbinsights.com/research/salesforce-strategy-map-acquisitions-investments-partnerships/ Wed, 18 May 2022 16:33:33 +0000 https://www.cbinsights.com/research/?p=142289 Salesforce ranks among the top 10 most valuable software companies in the world with a market capitalization of $186B.  The company built its business by empowering sales professionals with its flagship customer relationship management (CRM) product. But it has also …

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Salesforce ranks among the top 10 most valuable software companies in the world with a market capitalization of $186B. 

The company built its business by empowering sales professionals with its flagship customer relationship management (CRM) product. But it has also expanded beyond the CRM through strategic M&A and venture capital investing.

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In The Cloud, Open-Source, And Red-Hot: Why Database Management Software Is On A Tear https://www.cbinsights.com/research/database-management-software-trends/ Mon, 19 Apr 2021 14:00:24 +0000 https://www.cbinsights.com/research/?p=119806 Already in 2021, four cloud database management companies have raised mega-rounds (deals worth $100M+), while in 2020, Snowflake entered the public markets at a $33B valuation and has since seen its market cap rise to over $68B.  Most recently, in …

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Already in 2021, four cloud database management companies have raised mega-rounds (deals worth $100M+), while in 2020, Snowflake entered the public markets at a $33B valuation and has since seen its market cap rise to over $68B. 

Most recently, in early April, Redis Labs doubled its valuation to $2B when it raised a $110M Series G that included investors Tiger Global Management, Softbank Group, and Technology Crossover Ventures. 

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The post In The Cloud, Open-Source, And Red-Hot: Why Database Management Software Is On A Tear appeared first on CB Insights Research.

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