Databricks, the open-source data lake and data management powerhouse has been on quite a financial run lately. Today Bloomberg reported the company could be raising a new round worth at least $1.5 billion at an otherworldly $38 billion valuation. That price tag is up $10 billion from its last fundraise in February when it snagged $1 billion at a $28 billion valuation.

Databricks declined to comment on the Bloomberg post and its possible new valuation.

The company has been growing like gangbusters, giving credence to the investor thesis that the more your startup makes, the more it is likely to make. Consider that Databricks closed 2020 with $425 million in annual recurring revenue, which in itself was up 75% from the previous year.

As revenue goes up so does valuation, and Databricks is a great example of that rule in action. In October 2019, the company raised $400 million at a seemingly modest $6.2 billion valuation (if a valuation like that can be called modest). By February 2021, that had ballooned to $28 billion, and today it could be up to $38 billion if that rumor turns out to be true.

One of the reasons that Databricks is doing so well is it operates on a consumption model. The more data you move through the Databricks product family, the more money it makes, and with data exploding, it’s doing quite well, thank you very much.

It’s worth noting that Databricks’s primary competitor, Snowflake went public last year and has a market cap of almost $83 billion. In that context, the new figure doesn’t feel quite so outrageous, But what does it mean in terms of revenue to warrant a valuation like that. Let’s find out.

Valuation math

Let’s rewind the clock and observe the company’s recent valuation marks and various revenue results at different points in time:

• Q3 2019: $200 million run rate, $6.2 billion valuation.
• Q3 2020: $350 million run rate, no known valuation change.
• EoY 2020: $425 million run rate, $28 billion valuation (Q1 valuation).
• Q3 2021: Unclear run rate, possible $38 billion valuation.

The company’s 2019 venture round gave Databricks a 31x run rate multiple. By the first quarter of 2021, that had swelled to a roughly 66x multiple if we compare its final 2020 revenue pace to its then-fresh valuation. Certainly software multiples were higher at the start of 2021 than they were in late 2019, but Databricks’s $28 billion valuation was still more than impressive; investors were betting on the company like it was going to be a key breakout winner, and a technology company that would go public eventually in a big way.

To see the company possibly raise more funds would therefore not be surprising. Presumably the company has had a good few quarters since its last round, given its history of revenue accretion. And there’s only more money available today for growing software companies than before.

But what to make of the $38 billion figure? If Databricks merely held onto its early 2021 run rate multiple, the company would need to have reached a roughly $575 million run rate, give or take. That would work out to around 36% growth in the last two-and-a-bit quarters. That works out to less than $75 million in new run rate per quarter since the end of 2020.

Is that possible? Yeah. The company added $75 million in run rate between Q3 2020 and the end of the year. So you can back-of-the-envelope the company’s growth to make a $38 billion valuation somewhat reasonable at a flat multiple. (There’s some fuzz in all of our numbers, as we are discussing rough timelines from the company; we’ll be able to go back and do more precise math once we get the Databricks S-1 filing in due time.)

All this raises the question of whether Databricks should be able to command such a high multiple. There’s some precedent. Recently, public software company Monday.com has a run rate multiple north of 50x, for example. It earned that mark on the back of a strong first quarter as a public company.

Databricks securing a higher multiple while private is not crazy, though we wonder if the data-focused company is managing a similar growth rate. Monday.com grew 94% on a year-over-year basis in its most recent quarter.

All this is to say that you can make the math shake out for Databricks to raise at a $38 billion valuation, but built into that price is quite a lot of anticipated growth. Top quartile public software companies today trade for around 23x their forward revenues, and around 27x their present-day revenues, per Bessemer. To defend its possible new valuation when public, then, leaves quite a lot of work ahead of Databricks.

The company’s CEO, Ali Ghodsi, will join us at TC Sessions: SaaS on October 27th, and we should know by then if this rumor is, indeed true. Either way, you can be sure we are going to ask him about it.

 

Open-source business intelligence company Metabase announced Thursday a $30 million Series B round led by Insight Partners.

Existing investors Expa and NEA joined in on the round, which gives the San Francisco-based company a total of $42.5 million in funding since it was founded in 2015. Metabase previously raised $8 million in Series A funding back in 2019, led by NEA.

Metabase was developed within venture studio Expa and spun out as an easy way for people to interact with data sets, co-founder and CEO Sameer Al-Sakran told TechCrunch.

“When someone wants access to data, they may not know what to measure or how to use it, all they know is they have the data,” Al-Sakran said. “We provide a self-service access layer where they can ask a question, Metabase scans the data and they can use the results to build models, create a dashboard and even slice the data in ways they choose without having an analyst build out the database.”

He notes that not much has changed in the business intelligence realm since Tableau came out more than 15 years ago, and that computers can do more for the end user, particularly to understand what the user is going to do. Increasingly, open source is the way software and information wants to be consumed, especially for the person that just wants to pull the data themselves, he added.

George Mathew, managing director of Insight Partners, believes we are seeing the third generation of business intelligence tools emerging following centralized enterprise architectures like SAP, then self-service tools like Tableau and Looker and now companies like Metabase that can get users to discovery and insights quickly.

“The third generation is here and they are leading the charge to insights and value,” Mathew added. “In addition, the world has moved to the cloud, and BI tools need to move there, too. This generation of open source is a better and greater example of all three of those.”

To date, Metabase has been downloaded 98 million times and used by more than 30,000 companies across 200 countries. The company pursued another round of funding after building out a commercial offering, Metabase Enterprise, that is doing well, Al-Sakran said.

The new funding round enables the company to build out a sales team and continue with product development on both Metabase Enterprise and Metabase Cloud. Due to Metabase often being someone’s first business intelligence tool, he is also doubling down on resources to help educate customers on how to ask questions and learn from their data.

“Open source has changed from floppy disks to projects on the cloud, and we think end users have the right to see what they are running,” Al-Sakran said. “We are continuing to create new features and improve performance and overall experience in efforts to create the BI system of the future.

 

UIPath came seemingly out of nowhere in the last several years, going public last year in a successful IPO during which it raised over $527 million. It raised $2 billion in private money prior to that with its final private valuation coming in at an amazing $35 billion. UIPath CEO Daniel Dines will be joining us on a panel on automation at TC Sessions: Saas on October 27th.

The company has been able capture all this investor attention doing something called Robotic Process Automation, which provides a way to automate a series of highly mundane tasks. It has become quite popular, especially to help bring a level of automation to legacy systems that might not be able to handle more modern approaches to automation involving artificial intelligence and machine learning. In 2019 Gartner found that RPA was the fastest growing category in enterprise software.

In point of fact,  UIPath didn’t actually come out of nowhere. It was founded in 2005 as a consulting company and transitioned to software over the years. The company took its first VC funding, a modest $1.5 million seed round in 2015, according to Crunchbase data.

As RPA found its market, the startup began to take off, raising gobs of money including a $568 million round in April 2019 and $750 million in its final private raise in February 2021.

Dines will be appearing on a panel discussing the role of automation in the enterprise. Certainly, the pandemic drove home the need for increased automation as masses of office workers moved to work from home, a trend that is likely to continue even after the pandemic slows.

As the RPA market leader, he is uniquely positioned to discuss how this software and other similar types will evolve in the coming years and how it could combine with related trends like no-code and process mapping. Dines will be joined on the panel by investor Laela Sturdy from Capital G and ServiceNow’s Dave Wright where they will discuss the state of the automation market, why it’s so hot and where the next opportunities could be.

In addition to our discussion with Dines, the conference will also include Databricks’ Ali Ghodsi, Salesforce’s Kathy Baxter and Puppet’s Abby Kearns, as well as investors Casey Aylward and Sarah Guo, among others. We hope you’ll join us. It’s going to be a stimulating day.

Buy your pass now to save up to $100. We can’t wait to see you in October!

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No code platforms have developed into a hot market, and Stacker, a London-based no-code platform is attempting to bring the concept to a new level. Not only can you create a web application from a spreadsheet, you can pull data from a variety of sources to create a sophisticated business application automatically (although some tweaking may be required).

Today the company announced a $20 million Series A led by Andreessen Horowitz with participation from existing investors Initialized Capital, Y Combinator and Pentech. Today’s investment brings the total raised to $23 million, according to Crunchbase data.

Michael Skelly, CEO and co-founder at Stacker, says that the idea is to take key business data and turn it into a useful app to help someone do their job more efficiently. “[We enable] people in business to create apps to help them in their working life — so things like customer portals, internal tools and things that take the data they’re already using, often to run a process, and turn that into an app,” Skelly explained.

“We really think that in order to actually be useful for business, you need to be hooked into the data that a business cares about. And so we let people bring their spreadsheets, SQL databases, Salesforce data, bring all the data that they use to run their business, and automatically turn it into an app,” he said.

Once the company pulls that data in and creates an app, the user can begin to tweak how things look, but Stacker gives them a big head start toward creating something usable from the get-go, Skelly said.

Jennifer Li,  a partner at lead investor Andreessen Horowitz likes the startup’s approach to no code. “We’ve been watching the no-code space for a while, and Stacker stands apart from the rest because of its thoughtful product approach, allowing business operators to instantly generate a functional app that perfectly fits existing business processes,” she said in a blog post announcing the funding round.

The company currently has 19 employees with plans to put the new capital to work to reach 30-40 by the end of the year. Skelly sees building a diverse company as a key goal and is proactive and thoughtful about finding ways to achieve that. In fact, he has identified three ways to approach diversity.

“Firstly is just making sure that we get a diverse pipeline of people. I really think that the ratio of the people you talk to is probably going to be the biggest indicator of the people you hire. Secondly we try to find ways we can hire people who are maybe further down their career profile, but [looking] to grow,” he said.

Thirdly, and I think this is something that is not talked about enough, there are plenty of people who would like to get into programming roles, and who are under represented, and so we have members of our team who are converting from various non-technical roles to DevOps — and I think it’s just like a really great route to add to the overall pool [of diverse candidates],” he said.

The company is remote first with Skelly in London and his co-founder based in Geneva and they intend to stay that way. They founded the company in 2017 and originally created a different product that was much more complex and required a lot of hand holding before eventually concluding that making it simple was the way to go, They released the first version of the current product at the end of 2019.

The company has a big vision to be the software development tool for business units. “We really think that in the future just like everyone’s got email, a chat tool, a spreadsheet and a video conferencing tool nowadays, they will also have a software tool, where they write and run the custom software that they run their business on,” he said.

The pandemic was a catalyst for showing companies looking to cut costs just how much they were spending on their software tools. New York-based Tropic’s platform not only uncovers those savings, but also brings a click-and-approve approach to buying software. Today, the company announced a $25 million Series A round of funding.

Canaan Partners led the round, with participation from Founder Collective and Mo Koyfman’s new fund, Shine. It gives Tropic $27.1 million in total funding since the company emerged from stealth in 2020, CEO David Campbell told TechCrunch.

Prior to founding the company with Justin Etkin, Campbell was in technology and sales roles, selling software contracts of every size, and realized how complex and rigid the contracts were getting as companies grew larger and the lack of price transparency increased. The complexity of some contracts can cause companies to overpay, even locking companies into payments they can’t afford, Campbell said.

On top of that, more buyers are younger now and their experience with purchasing software is pulling out their phone to download an app, while buying a customer relationship management tool will take six months to buy and cost thousands of dollars.

“Looking at the space, we are in a mirror maze of software, including companies using software to build products that they then sell back to the software companies,” Campbell said. “Companies are only buying software once a year, yet the process can be so complex.”

Tropic’s SaaS procurement model gathers the whole process under one platform. Unlike some competitors’ approaches, it takes on the heavy lifting so when companies have to buy or renew a contract, users can access Tropic’s one-click purchasing service to outsource the transaction. After the contracts are signed, its platform manages the technology and ensures financing is in order. This approach saves companies 23%, on average, on the software purchases, which Campbell said “moves the needle” for many companies where software is the No. 1 cost after salary.

In recent years, cloud software has become a fast-growing spend category across most businesses. Campbell said the average company can have more than 100 software contracts, while that jumps to over 500 for enterprise organizations. Meanwhile, global spend on enterprise software is forecasted to reach $599 billion by the end of 2021, a 13.2% increase over the previous year, according to Statista.

In the last 12 months, the company added over 60 customers, counting Qualtrics, Vimeo, Zapier and Intercom, surpassed $250 million in managed spend and processed transactions for over 1,200 vendors. The company is seeing 100% quarter over quarter growth, and in the last quarter, doubled its annual recurring revenue, Campbell said.

Tropic will use the funding for R & D and to deepen integrations with existing procurement tools in the cloud software ecosystem. Over the past year, the company’s headcount has grown to 50 and Campbell has “aggressive hiring plans between now and the rest of the year” focused on the tech side with engineering and product management.

Hootan Rashidifard, principal from Canaan Partners, said his firm was tracking the software procurement sector and learned about Tropic through Founder Collective, which led the company’s seed round.

“We’re seeing software and financial services converge and Tropic sits squarely at the intersection of both in a category with massive tailwinds,” Rashidifard said via email. “Software is accelerating the share of expenses while also penetrating every part of an organization, and software purchasing is becoming more decentralized. Tropic’s platform is in a fragmented market with high payment volume, which is ripe for layering on all kinds of adjacent services.”