Open-source software gave birth to a slew of useful software in recent years. Many of the great technologies that we use today were born out of open-source development: Android, Firefox, VLC media player, MongoDB, Linux, Docker and Python, just to name a few, with many of these also developing into very successful for-profit companies.
While there are some dedicated open-source investors such as the Apache Software Foundation incubator and OSS Capital, the majority of open-source companies will raise from traditional venture capital firms.
Our team has raised from traditional venture capital firms like Speedinvest, open-source-specific firms like OSS, and even from more hybrid firms like OpenOcean, which was created by the founders and senior leadership teams at MariaDB and MySQL. These companies understandably have a significant but not exclusive open-source focus.
Our area of innovation is an open-source AutoML server that reduces model training complexity and brings machine learning to the source of the data. Ultimately, we feel democratizing machine learning has the potential to truly transform the modern business world. As such, we successfully raised $5 million in seed funding to help bring our vision to the current marketplace.
Here, we aim to provide insights and advice for open-source startups that hope to follow a similar path for securing funding, and also detail some of the important risks your team needs to consider when crafting a business model to attract investment.
Obviously, venture capitalists find many open-source software initiatives to be worthy investments. However, they need to understand any inherent risks involved when successfully commercializing an innovative idea. Finding low-risk investments that lead to lucrative business opportunities remains an important goal for these firms.
In our experience, we found these risks fall into three major categories: market risk, execution risk, and founders’ risk. Explaining all three to potential investors in a concise manner helps dispel their fears. In the end, low-risk, high-reward scenarios obviously attract tangible interest from sources of venture capital.
Ultimately, investment companies want startups to generate enough revenue to reach a valuation exceeding $1 billion. While that number is likely to increase over time, it remains a good starting point for initial funding discussions with investors. Annual revenue of $100 million serves as a good benchmark for achieving that valuation level.
Market risks for open-source organizations tend to be different when compared to traditional businesses seeking funding. Notably, investors in these traditional startups are taking a larger leap of faith.
However the outcome of today’s vote count turned out, there was one thing we knew for certain: it wasn’t going to mark the end of the battle between Amazon and the Retail, Wholesale and Department Store Union. With voting having broken overwhelmingly in Amazon’s favor, the union was quick to challenge the results.
The RWDSU was quick to offer TechCrunch a statement from President Stuart Appelbaum after no votes broke the 50% threshold, noting, “We demand a comprehensive investigation over Amazon’s behavior in corrupting this election.”
Amazon, unsurprisingly, was quick to take a victory lap. In a blog post credited to “Amazon Staff,” the company writes:
Thank you to employees at our BHM1 fulfillment center in Alabama for participating in the election. There’s been a lot of noise over the past few months, and we’re glad that your collective voices were finally heard. In the end, less than 16% of the employees at BHM1 voted to join the RWDSU union. It’s easy to predict the union will say that Amazon won this election because we intimidated employees, but that’s not true.
While the company was quick to state that the election is “over,” the RWDSU is hopeful, both in terms of future organizing at the Bessemer warehouse and for what the movement will mean for unionizing efforts at Amazon, going forward.
In a press conference held earlier today, Appelbaum suggested that Amazon told workers that they would have to vote against the union if they wanted to keep their jobs.
“We believe a rerun election is going to be very likely,” the union president told media. “I think that if Amazon considers this a victory, they may want to reconsider it. At best, it’s a Pyrrhic victory. Look at what happened during this period. We exposed atrocious working conditions at Amazon for everybody to see.”
Appelbaum’s comments seem to refer, in part, to numerous reports of workers urinating in bottles over concerns about stringent quotas. In the midst of an aggressive social media campaign at the apparent behest of CEO Jeff Bezos, the company initially denied reports, before conceding they may apply to some drivers. Amazon was quick to deflect blame to broader industry issues, however.
“Amazon didn’t win—our employees made the choice to vote against joining a union,” the company added in its post. “Our employees are the heart and soul of Amazon, and we’ve always worked hard to listen to them, take their feedback, make continuous improvements, and invest heavily to offer great pay and benefits in a safe and inclusive workplace. We’re not perfect, but we’re proud of our team and what we offer, and will keep working to get better every day.”
A key part to the RWDSU’s challenge is a ballot box the company reportedly pressured the USPS to install, in defiance of a National Labor Relations Board ruling. Appelbaum said the box “creates the impression of surveillance.”
He added that the union has already been in communication with workers at other Amazon facilities, explaining, “We have already started talking to workers at other facilities, as well, before this election.”
From building out Facebook’s first office in Austin to putting together most of Quora’s team, Bain Capital Ventures managing director Sarah Smith has done a bit of everything when it comes to hiring. At TechCrunch Early Stage, she spoke about how to ensure the critical early hires are the right ones to grow a business. As an investor at Bain Capital Ventures, Smith has a broad view into the problems that companies face as they search for the right candidate to spur organizational success.
In our conversation, Smith touched on a number of issues such as who to hire and when, when to fire, and how to ensure diversity from the earliest days.
When a company is making its first hires — and then evolving into a bigger organization — the processes and needs may change, but the culture should be consistent from the beginning, according to Smith. From there, an emphasis on good early managers is critical.
I would really encourage you to take some time to think about what kind of company you want to make first before you go out and start interviewing people. So that really is going to be about understanding and defining your culture. And then the second thing I’d be thinking about when you’re scaling from, you know, five people up to, you know, 50 and beyond is that managers really are the key to your success as a company. It’s hard to overstate how important managers, great managers, are to the success of your company.
So we’ll talk a little bit about how to think about that, as there’s a lot of questions around helping people grow into management for the first time. You, as a founder, might be managing people for the first time, so how to think about setting up the company for success.
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Facebook has removed 16,000 groups that were trading fake reviews on its platform after another intervention by the UK’s Competition and Markets Authority (CMA), the regulator said today.
The CMA has been leaning on tech giants to prevent their platforms being used as thriving marketplaces for selling fake reviews since it began investigating the issue in 2018 — pressuring both eBay and Facebook to act against fake review sellers back in 2019.
The two companies pledged to do more to tackle the insidious trade last year, after coming under further pressure from the regulator — which found that Facebook-owned Instagram was also a thriving hub of fake review trades.
The latest intervention by the CMA looks considerably more substantial than last year’s action — when Facebook removed a mere 188 groups and disabled 24 user accounts. Although it’s not clear how many accounts the tech giant has banned and/or suspended this time it has removed orders of magnitude more groups. (We’ve asked.)
Update: A spokeswoman for the CMA said the question of how many accounts have been banned/suspended in this wave of group takedowns is one for Facebook to answer, adding that the regulator has focused on the removal of groups trading misleading/fake reviews, rather than individual accounts — “as this is the most effective way of preventing the trade of such content”. “This is because banned or suspended users could create new profiles, whereas removing the group in which they are trading is more effective in disrupting and deterring this activity,” she added.
Facebook was also contacted with questions but it did not answer what we asked directly, sending us this statement instead:
“We have engaged extensively with the CMA to address this issue. Fraudulent and deceptive activity is not allowed on our platforms, including offering or trading fake reviews. Our safety and security teams are continually working to help prevent these practices.”
Since the CMA has been raising the issue of fake review trading, Facebook has been repeatedly criticised for not doing enough to clean up its platforms, plural.
Today the regulator said the social media giant has made further changes to the systems it uses for “identifying, removing and preventing the trading of fake and/or misleading reviews on its platforms to ensure it is fulfilling its previous commitments”.
It’s not clear why it’s taken Facebook well over a year — and a number of high profile interventions — to dial up action against the trade in fake reviews. But the company suggested that the resources it has available to tackle the problem had been strained as a result of the COVID-19 pandemic and associated impacts, such as home working. (Facebook’s full year revenue increased in 2020 but so too did its expenses.)
According to the CMA changes Facebook has made to its system for combating traders of fake reviews include:
Again it’s not clear why Facebook would not have already been suspending or banning repeat offenders — at least, not if it was actually taking good faith action to genuinely quash the problem, rather than seeing if it could get away with doing the bare minimum.
Commenting in a statement, Andrea Coscelli, chief executive of the CMA, essentially makes that point, saying: “Facebook has a duty to do all it can to stop the trading of such content on its platforms. After we intervened again, the company made significant changes — but it is disappointing it has taken them over a year to fix these issues.”
“We will continue to keep a close eye on Facebook, including its Instagram business. Should we find it is failing to honour its commitments, we will not hesitate to take further action,” Coscelli added.
A quick search on Facebook’s platform for UK groups trading in fake reviews appears to return fewer obviously dubious results than when we’ve checked in on this problem in 2019 and 2020. Although the results that were returned included a number of private groups so it was not immediately possible to verify what content is being solicited from members.
We did also find a number of Facebook groups offering Amazon reviews intended for other European markets, such as France and Spain (and in one public group aimed at Amazon Spain we found someone offering a “fee” via PayPal for a review; see below screengrab) — suggesting Facebook isn’t applying the same level of attention to tackling fake reviews that are being traded by users in markets where it’s faced fewer regulatory pokes than it has in the UK.

Screengrab: TechCrunch
Efforts to unionize Amazon’s Bessemer, Alabama warehouse were defeated by a wide margin in the second day of vote counting. More than half of the 3,215 votes cast broke in in factor of the retailer. The Retail, Wholesale and Department Store Union, which would have served as the workers’ union, had the vote passed, was quick to challenge the results.
RWDSU President Stuart Appelbaum said in a statement offered to TechCrunch,
Amazon has left no stone unturned in its efforts to gaslight its own employees. We won’t let Amazon’s lies, deception and illegal activities go unchallenged, which is why we are formally filing charges against all of the egregious and blatantly illegal actions taken by Amazon during the union vote. Amazon knew full well that unless they did everything they possibly could, even illegal activity, their workers would have continued supporting the union.
That’s why they required all their employees to attend lecture after lecture, filled with mistruths and lies, where workers had to listen to the company demand they oppose the union. That’s why they flooded the internet, the airwaves and social media with ads spreading misinformation. That’s why they brought in dozens of outsiders and union-busters to walk the floor of the warehouse. That’s why they bombarded people with signs throughout the facility and with text messages and calls at home. And that’s why they have been lying about union dues in a right to work state. Amazon’s conduct has been despicable.
This initial defeat represents a large setback in the biggest unionization push in Amazon’s 27 year history. What might have represented a sea change for both the retail giant and blue collar tech workers has, for now, been fairly soundly defeated.
Amazon has, of course, long insisted that it treats workers fairly, making such union efforts unnecessary. The company cites such standards as a $15 an hour minimum wage, a factor the company initial pushed back on, but ultimately instated after pressure from legislators.
It was a hard fought battle on both sides. A number of legislators threw their weight behind unionization efforts, in an unlikely alliance that ranged from Bernie Sanders to Marco Rubio. The conservative Florida Senator noted the company’s “uniquely malicious corporate behavior.” President Joe Biden also sided with the workers, calling himself, “the most pro-union president you’ve ever seen.”
The company will no doubt tout the results as vindication. It noted in an early statement, “[O]ur employees are smart and know the truth—starting wages of $15 or more, health care from day one, and a safe and inclusive workplace. We encourage all of our employees to vote.” We’ve reached out to the company for a statement following this morning’s news.
Among the expected challenges from the union are lingering questions around ballot boxes reportedly installed by the company in violation of labor board terms.”[E]ven though the NLRB definitively denied Amazon’s request for a drop box on the warehouse property, Amazon felt it was above the law and worked with the postal service anyway to install one,” the RWDSU writes. “They did this because it provided a clear ability to intimidate workers.”
The Bessemer warehouse, which employees around 6,000 workers, was opened at the end of March 2020, as the company looked to expand the operation of its essential workers during the impending lock down. The conversation has surface variously long standing complaints around the company’s treatment of blue collar workers, including numerous reports that employees urinate in water bottles, in order to meet stringent performance standards.
The company initially denied these claims during a social media offensive, but later clarified its stance in an apology of sorts, appearing to shift the blame to wider industry problems. The company also ran anti-union ads on its subsidiary, Twitch, before the streaming platform pulled them, stating that they “should never have been allowed to run.”
All told, 3,215 were cast, representing more than half of the workers at the Alabama warehouse.