3 questions to ask before adopting microservice architecture

As a product manager, I’m a true believer that you can solve any problem with the right product and process, even one as gnarly as the multiheaded hydra that is microservice overhead.

Working for Vertex Ventures US this summer was my chance to put this to the test. After interviewing 30+ industry experts from a diverse set of companies — Facebook, Fannie Mae, Confluent, Salesforce and more — and hosting a webinar with the co-founders of PagerDuty, LaunchDarkly and OpsLevel, we were able to answer three main questions:

  1. How do teams adopt microservices?
  2. What are the main challenges organizations face?
  3. Which strategies, processes and tools do companies use to overcome these challenges?

How do teams adopt microservices?

Out of dozens of companies we spoke with, only two had not yet started their journey to microservices, but both were actively considering it. Industry trends mirror this as well. In an O’Reilly survey of 1500+ respondents, more than 75% had started to adopt microservices.

It’s rare for companies to start building with microservices from the ground up. Of the companies we spoke with, only one had done so. Some startups, such as LaunchDarkly, plan to build their infrastructure using microservices, but turned to a monolith once they realized the high cost of overhead.

“We were spending more time effectively building and operating a system for distributed systems versus actually building our own services so we pulled back hard,” said John Kodumal, CTO and co-founder of LaunchDarkly.

“As an example, the things we were trying to do in mesosphere, they were impossible,” he said. “We couldn’t do any logging. Zero downtime deploys were impossible. There were so many bugs in the infrastructure and we were spending so much time debugging the basic things that we weren’t building our own service.”

As a result, it’s more common for companies to start with a monolith and move to microservices to scale their infrastructure with their organization. Once a company reaches ~30 developers, most begin decentralizing control by moving to a microservice architecture.

Teams may take different routes to arrive at a microservice architecture, but they tend to face a common set of challenges once they get there.

Large companies with established monoliths are keen to move to microservices, but costs are high and the transition can take years. Atlassian’s platform infrastructure is in microservices, but legacy monoliths in Jira and Confluence persist despite ongoing decomposition efforts. Large companies often get stuck in this transition. However, a combination of strong, top-down strategy combined with bottoms-up dev team support can help companies, such as Freddie Mac, make substantial progress.

Some startups, like Instacart, first shifted to a modular monolith that allows the code to reside in a single repository while beginning the process of distributing ownership of discrete code functions to relevant teams. This enables them to mitigate the overhead associated with a microservice architecture by balancing the visibility of having a centralized repository and release pipeline with the flexibility of discrete ownership over portions of the codebase.

What challenges do teams face?

Teams may take different routes to arrive at a microservice architecture, but they tend to face a common set of challenges once they get there. John Laban, CEO and co-founder of OpsLevel, which helps teams build and manage microservices told us that “with a distributed or microservices based architecture your teams benefit from being able to move independently from each other, but there are some gotchas to look out for.”

Indeed, the linked O’Reilly chart shows how the top 10 challenges organizations face when adopting microservices are shared by 25%+ of respondents. While we discussed some of the adoption blockers above, feedback from our interviews highlighted issues around managing complexity.

The lack of a coherent definition for a service can cause teams to generate unnecessary overhead by creating too many similar services or spreading related services across different groups. One company we spoke with went down the path of decomposing their monolith and took it too far. Their service definitions were too narrow, and by the time decomposition was complete, they were left with 4,000+ microservices to manage. They then had to backtrack and consolidate down to a more manageable number.

Defining too many services creates unnecessary organizational and technical silos while increasing complexity and overhead. Logging and monitoring must be present on each service, but with ownership spread across different teams, a lack of standardized tooling can create observability headaches. It’s challenging for teams to get a single-pane-of-glass view with too many different interacting systems and services that span the entire architecture.

Tecton.ai nabs $35M Series B as it releases machine learning feature store

Tecton.ai, the startup founded by three former Uber engineers who wanted to bring the machine learning feature store idea to the masses, announced a $35 million Series B today, just seven months after announcing their $20 million Series A.

When we spoke to the company in April, it was working with early customers in a beta version of the product, but today, in addition to the funding, they are also announcing the general availability of the platform.

As with their Series A, this round has Andreessen Horowitz and Sequoia Capital co-leading the investment. The company has now raised $60 million.

The reason these two firms are so committed to Tecton is the specific problem around machine learning the company is trying to solve. “We help organizations put machine learning into production. That’s the whole goal of our company, helping someone build an operational machine learning application, meaning an application that’s powering their fraud system or something real for them […] and making it easy for them to build and deploy and maintain,” company CEO and co-founder Mike Del Balso explained.

They do this by providing the concept of a feature store, an idea they came up with and which is becoming a machine learning category unto itself. Just last week, AWS announced the Sagemaker Feature store, which the company saw as major validation of their idea.

As Tecton defines it, a feature store is an end-to-end machine learning management system that includes the pipelines to transform the data into what are called feature values, then it stores and manages all of that feature data and finally it serves a consistent set of data.

Del Balso says this works hand-in-hand with the other layers of a machine learning stack. “When you build a machine learning application, you use a machine learning stack that could include a model training system, maybe a model serving system or an MLOps kind of layer that does all the model management, and then you have a feature management layer, a feature store which is us — and so we’re an end-to-end life cycle for the data pipelines,” he said.

With so much money behind the company it is growing fast, going from 17 employees to 26 since we spoke in April, with plans to more than double that number by the end of next year. Del Balso says he and his co-founders are committed to building a diverse and inclusive company, but he acknowledges it’s not easy to do.

“It’s actually something that we have a primary recruiting initiative on. It’s very hard, and it takes a lot of effort, it’s not something that you can just make like a second priority and not take it seriously,” he said. To that end, the company has sponsored and attended diversity hiring conferences and has focused its recruiting efforts on finding a diverse set of candidates, he said.

Unlike a lot of startups we’ve spoken to, Del Balso wants to return to an office setup as soon as it is feasible to do so, seeing it as a way to build more personal connections between employees.

Daily Crunch: Slack and Salesforce execs explain their big acquisition

We learn more about Slack’s future, Revolut adds new payment features and DoorDash pushes its IPO range upward. This is your Daily Crunch for December 4, 2020.

The big story: Slack and Salesforce execs explain their big acquisition

After Salesforce announced this week that it’s acquiring Slack for $27.7 billion, Ron Miller spoke to Slack CEO Stewart Butterfield and Salesforce President and COO Bret Taylor to learn more about the deal.

Butterfield claimed that Slack will remain relatively independent within Salesforce, allowing the team to “do more of what we were already doing.” He also insisted that all the talk about competing with Microsoft Teams is “overblown.”

“The challenge for us was the narrative,” Butterfield said. “They’re just good [at] PR or something that I couldn’t figure out.”

Startups, funding and venture capital

Revolut lets businesses accept online payments — With this move, the company is competing directly with Stripe, Adyen, Braintree and Checkout.com.

Health tech venture firm OTV closes new $170M fund and expands into Asia — This year, the firm led rounds in telehealth platforms TytoCare and Lemonaid Health.

Zephr raises $8M to help news publishers grow subscription revenue — The startup’s customers already include publishers like McClatchy, News Corp Australia, Dennis Publishing and PEI Media.

Advice and analysis from Extra Crunch

DoorDash amps its IPO range ahead of blockbuster IPO — The food delivery unicorn now expects to debut at $90 to $95 per share, up from a previous range of $75 to $85.

Enter new markets and embrace a distributed workforce to grow during a pandemic — Is this the right time to expand overseas?

Three ways the pandemic is transforming tech spending — All companies are digital product companies now.

(Extra Crunch is our membership program, which aims to democratize information about startups. You can sign up here.)

Everything else

WH’s AI EO is BS — Devin Coldewey is not impressed by the White House’s new executive order on artificial intelligence.

China’s internet regulator takes aim at forced data collection — China is a step closer to cracking down on unscrupulous data collection by app developers.

Gift Guide: Games on every platform to get you through the long, COVID winter — It’s a great time to be a gamer.

The Daily Crunch is TechCrunch’s roundup of our biggest and most important stories. If you’d like to get this delivered to your inbox every day at around 3pm Pacific, you can subscribe here.

The Good, the Bad and the Ugly in Cybersecurity – Week 49

The Good

The US Department of Justice has been busy this past week, sentencing two individuals to long prison terms for their cyber crimes.

Ryan S. Hernandez  (aka Ryan West or “RyanRocks” as he called himself online), 21, was sentenced to three years in prison, with a further seven years of supervised release and registration as a sex offender after release. Hernandes’ cyber crimes included spearphishing a Nintendo employee, stealing his credentials and downloading confidential Nintendo files related to its consoles and games, such as the then much-anticipated Nintendo Switch console. He then went on and shared this confidential information on gaming forums. 

In June 2019, FBI agents raided his house and seized numerous electronic devices. Further forensic investigation revealed that he had collected thousands of videos and images of minors engaged in sexually explicit conduct, which he stored in the aptly named folder “Bad Stuff”.

Hernandez will be joined in klink by another individual named Timothy Dalton Vaughn, 22, (aka “WantedbyFeds” and “Hacker_R_US”). Vaughn was a member of the “Apophis Squad,” a worldwide collective of computer hackers and swatters.

The collective has a reputation for making threatening phone calls and issuing bomb-related threats, but primarily engages in DDoS attacks. In early 2018, Vaughn demanded 1.5 bitcoin from a Long Beach company in exchange for not launching a DDOS attack against the company’s website. When it failed to make the payment, he launched an attack that knocked the website offline. Vaughn also possessed hundreds of sexually explicit images and videos depicting extremely young children.

Vaughn was sentenced to nearly eight years in federal prison for his crimes.

The Bad

Most of us are breathing a sigh of relief now that a viable Covid-19 vaccination seems just around the corner. However, before any effective vaccine can be distributed and administrated to the general public, it needs to be manufactured, stored and shipped with utmost care. In particular, the Moderna and Pfizer vaccines need to be stored at very low temperatures, -4 and -94, respectively. Those conditions make it necessary to have a dedicated network of “cold chain” distributors at every stage of delivery.

This week, security researchers at IBM have released findings concerning a malicious cyber campaign aimed at attacking this elaborate supply chain, focusing on companies and organizations associated with Gavi, the Vaccine Alliance’s Cold Chain Equipment Optimization Platform.

The campaign started in September and used Haier Biomedical, a credible and legitimate company that manufactures cold chain storage equipment. Purporting to be from a Haier employee, crafted phishing emails were sent to the European Commission’s Directorate-General for Taxation and Customs Union, as well as other organizations headquartered in Germany, Italy, South Korea, the Czech Republic, greater Europe and Taiwan. The emails attempted to harvest credentials to infiltrate the targeted organizations.

While the origin and goals of the campaign are still unclear, it seems that someone wants to nurture the capability to disrupt the global effort to develop and distribute vaccinations.

In addition, Interpol has issued an alert suggesting that “plain” cybercriminals would also utilize the public availability of a vaccine to gain some quick bucks. Interpol fears that the desire of some to obtain the vaccination at all costs will result in “Criminal networks targeting unsuspecting members of the public via fake websites and false cures, which could pose a significant risk to their health, even their lives.”

Interpol suggests extreme caution when looking for and ordering medicines online. However, just browsing these sites can put users at risk of contracting another kind of virus: Interpol’s Cybercrime Unit has revealed that of 3,000 websites associated with online pharmacies suspected of selling illicit medicines and medical devices, more than half contained cyber threats, especially phishing and spamming malware.

The Ugly

Brazilian newspaper Estadao reports that the personal information of more than 243 million Brazilians, both living and deceased, has been exposed online for at least 6 months.

The data leak came from a website called e-SUS-Notifica, an official web portal of the Brazilian Ministry of Health, where Brazilian citizens can sign up and receive official government notifications about the COVID-19 pandemic.

The site’s source code contained the administrator username and password encoded in a rather easy to decode format: Base64. Using the decoded credentials, it was possible to access the official Brazilian Ministry of Health (SUS) database, which stores information on all Brazilians who signed up for the country’s public-funded health care system, established in 1989, and contains full names, home addresses, phone numbers and, of course, medical records.

It’s not the first time the Ministry has had data security problems, with one security expert commenting that “Every time you stop and go to analyse the information security and data management policy of the Ministry of Health, you find a more serious vulnerability”.

It is not currently known if the data was illegally accessed during the six months it was exposed. The ministry says the incident is being investigated. If the database had been stolen or accessed without authorization, it would amount to the largest data breach Brazil has ever known.


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Why Slack and Salesforce execs think they’re better together

When Salesforce bought Slack earlier this week for $27.7 billion, it was in some ways the end of a startup fairytale. Slack was the living embodiment of the Silicon Valley startup success fantasy. It started as a pivot from a game company, of all things. It raised $1.4 billion, went from zero to a $7 billion valuation to IPO, checking off every box on the startup founder’s wish list.

Then quite suddenly this week, Slack was part of Salesforce, plucked off the market for an enormous sum of money.

While we might not ever know the back (Slack) room maneuvering that went on to make the deal a reality, it is interesting to note that Slack CEO Stewart Butterfield told me in an interview this week that he was not actually trying to sell the company when he approached Salesforce president and COO Bret Taylor earlier this year. Instead, he wanted to buy something from them.

“I actually talked to Bret in the early days of the pandemic to see if they wanted to sell us Quip because I thought it would be good for us, and I didn’t really know what their plans were [for it]. He said he’d get back to me, and then got back to me six months later or so,” Butterfield said.

At that point, the conversation flipped and the companies began a series of discussions that eventually led to Salesforce acquiring Slack.

Big money, big expectations

From the Salesforce perspective, Taylor says that the Slack deal was worth the money because it really allows his company to bring together all the pieces of their platform, one that has expanded over the years from pure CRM to include marketing, customer service, data visualization, workflow and more. Taylor also said that having Slack gives Salesforce a missing communication layer on top of its other products, something especially important when interactions with customers, partners or fellow employees have become mostly digital.

“When we say we really want Slack to be this next generation interface for Customer 360, what we mean is we’re pulling together all these systems. How do you rally your teams around these systems in this digital work-anywhere world that we’re in right now where these teams are distributed and collaboration is more important than ever,” Taylor said.

Butterfield sees a natural connection between what people do in the course of their work, what machines do behind the scenes in these systems of record and engagement and how Slack can help bridge the gap between humans and machines.

He says that by putting Slack in the middle of business processes, you can begin to eliminate friction that occurs in complex enterprise software like Salesforce. Instead of moving stuff through email, clicking a link, opening a browser, signing in and then finally accessing the tool you want, the approval could be built into a single Slack message.

“If you have hundreds of those kinds of actions a day, there’s a real opportunity to increase the velocity, and that has an impact, and not just in the minutes saved by the person doing the approval, but the speed of how the whole business operates,” Butterfield said.

Competing with Microsoft

While neither executive said the deal was about competing with Microsoft, it was likely an underlying reason that the companies decided to join forces. They may prove better together than they are separately, and both have complicated histories with Microsoft.

Slack has had an ongoing battle with Microsoft and its Teams product for years. It filed suit against the company last summer in the EU over what it called unfairly bundling of Teams for free with Office 365. In an interview last year with The Wall Street Journal, Butterfield said that he believes Microsoft sees his company as an existential threat. Hyperbole aside, there is tension and competition between the two enterprise software companies.

Salesforce and Microsoft also have a long history, from lawsuits in the early days to making friends and working together when it makes sense after Satya Nadella took over in 2014, while still competing hard in the market. It’s hard not to see the deal in that context.

In a recent interview with TechCrunch, Battery Ventures general partner Neeraj Agrawal said the deal was at least partially about catching Microsoft.

“To get to a market cap of $1 trillion, Salesforce now has to take MSFT head on. Until now, the company has mostly been able to stay in its own swim lane in terms of products,” Agrawal told TechCrunch.

As for Butterfield, while he saw the obvious competition, he denied the deal was about putting his company in a better position to compete with his rival.

“I don’t think that was really an important part of the rationale, at least for me,” he said, adding “the competition with Microsoft is overblown. The challenge for us was the narrative. They’re just good PR or something that I couldn’t figure out,” he said.

While Butterfield cited a list of large clients in enterprise tech, insurance and banking, the narrative has always been that Slack was favored by developer teams, which is where it initially gained traction. Whatever the reality, with Salesforce, Slack is definitely in a better position to compete with any and all comers in the enterprise communications space, and while it will be part of Salesforce, the two companies also have to figure out how to maintain some separation.

Keeping Slack independent

Taylor certainly recognizes that Slack’s current customers are watching closely to see how they handle the acquisition, and his company will have to walk a fine line between respecting the brand and product independence on one hand, while finding ways to create and build upon existing hooks into Salesforce to allow the CRM giant to take full advantage of its substantial investment.

It won’t be easy to do, but you can see a similar level of independence in some of Salesforce’s recent big-money purchases like MuleSoft, the company it bought in 2018 for $6.5 billion, and Tableau, the company it bought last year for more than $15 billion. As Butterfield points out, those two companies have clearly maintained their brand identity and independence, and he sees them as role models for Slack.

“So there’s a layer of independence that’s like that [for Mulesoft and Tableau] because it’s not going to help anyone call us Chat Cloud or something like that. They paid a lot of money for us, so they want us to do more of what we were already doing,” he said.

Taylor, whose opinion matters greatly here, certainly sees it in similar terms.

“We want to make sure we have a real integrated value proposition, a real integrated platform for developers, but also maintain Slack’s technology independence, technology agnostic platform and its brand,” he said.

Better together

As for the companies coming together, both men see a lot of potential here to merge Slack communications with Salesforce’s enterprise software prowess to make something better, and Taylor sees Slack helping link the two with workflows and automations.

“When you think about automation, it’s event driven, these long-running processes, automations. If you look at what people are doing with the Slack platform, it’s essentially incorporating workflows and bots and all these things. The combination of the Salesforce platform where I think we have the best automation intelligence capabilities with the Slack platform is incredible,” Taylor said.

The challenge these two men now face as they move forward with this acquisition, and all of the expectations inherent in a deal this large, is making it work. Salesforce has a lot of experience with large acquisitions, and they have handled some well, and some not so well. It’s going to be imperative for both companies that they get this right. It’s now up to Taylor and Butterfield to make sure that happens.

 

3 ways the pandemic is transforming tech spending

Ever since the pandemic hit the U.S. in full force last March, the B2B tech community keeps asking the same questions: Are businesses spending more on technology? What’s the money getting spent on? Is the sales cycle faster? What trends will likely carry into 2021?

Recently we decided to join forces to answer these questions. We analyzed data from the just-released Q4 2020 Outlook of the Coupa Business Spend Index (BSI), a leading indicator of economic growth, in light of hundreds of conversations we have had with business-tech buyers this year.

A former Battery Ventures portfolio company, Coupa* is a business spend-management company that has cumulatively processed more than $2 trillion in business spending. This perspective gives Coupa unique, real-time insights into tech spending trends across multiple industries.

Tech spending is continuing despite the economic recession — which helps explain why many startups are raising large rounds and even tapping public markets for capital.

Broadly speaking, tech spending is continuing despite the economic recession — which helps explain why many tech startups are raising large financing rounds and even tapping the public markets for capital. Here are our three specific takeaways on current tech spending:

Spending is shifting away from remote collaboration to SaaS and cloud computing

Tech spending ranks among the hottest boardroom topics today. Decisions that used to be confined to the CIO’s organization are now operationally and strategically critical to the CEO. Multiple reasons drive this shift, but the pandemic has forced businesses to operate and engage with customers differently, almost overnight. Boards recognize that companies must change their business models and operations if they don’t want to become obsolete. The question on everyone’s mind is no longer “what are our technology investments?” but rather, “how fast can they happen?”

Spending on WFH/remote collaboration tools has largely run its course in the first wave of adaptation forced by the pandemic. Now we’re seeing a second wave of tech spending, in which enterprises adopt technology to make operations easier and simply keep their doors open.

SaaS solutions are replacing unsustainable manual processes. Consider Rhode Island’s decision to shift from in-person citizen surveying to using SurveyMonkey. Many companies are shifting their vendor payments to digital payments, ditching paper checks entirely. Utility provider PG&E is accelerating its digital transformation roadmap from five years to two years.

The second wave of adaptation has also pushed many companies to embrace the cloud, as this chart makes clear:

Similarly, the difficulty of maintaining a traditional data center during a pandemic has pushed many companies to finally shift to cloud infrastructure under COVID. As they migrate that workload to the cloud, the pie is still expanding. Goldman Sachs and Battery Ventures data suggest $600 billion worth of disruption potential will bleed into 2021 and beyond.

In addition to SaaS and cloud adoption, companies across sectors are spending on technologies to reduce their reliance on humans. For instance, Tyson Foods is investing in and accelerating the adoption of automated technology to process poultry, pork and beef.

All companies are digital product companies now

Mention “digital product company” in the past, and we’d all think of Netflix. But now every company has to reimagine itself as offering digital products in a meaningful way.

IRS to Make ID Protection PIN Open to All

The U.S. Internal Revenue Service (IRS) said this week that beginning in 2021 it will allow all taxpayers to apply for an identity protection personal identification number (IP PIN), a single-use code designed to block identity thieves from falsely claiming a tax refund in your name. Currently, IP PINs are issued only to those who fill out an ID theft affidavit, or to taxpayers who’ve experienced tax refund fraud in previous years.

Tax refund fraud is a perennial problem involving the use of identity information and often stolen or misdirected W-2 forms to electronically file an unauthorized tax return for the purposes of claiming a refund in the name of a taxpayer.

Victims usually first learn of the crime after having their returns rejected because scammers beat them to it. Even those who are not required to file a return can be victims of refund fraud, as can those who are not actually due a refund from the IRS.  

Many of the reasons why refund fraud remains a problem have to do with timing, and some of them are described in more detail here. But the short answer is the IRS is under tremendous pressure to issue refunds quickly and to minimize “false positives” (flagging legitimate claims as fraud) — even when it may not yet have all of the information needed to accurately distinguish phony filings from legitimate ones.

One way the IRS has sought to stem the flow of bogus tax refund applications is to issue the IP PIN, which is a six-digit number assigned to eligible taxpayers to help prevent the use of their Social Security number on a fraudulent income tax return. Each PIN is good only for the tax year for which it was issued.

But up until now, the IRS has restricted who can apply for an IP PIN, although it has over the past few years issued them proactively to some taxpayers as part of a multi-state experiment to determine if doing so more widely might reduce the overall incidence of refund fraud.

The IRS says it will make its Get IP PIN tool available to all taxpayers in mid-January. Until then, if you haven’t already done so you should plant your flag at the IRS by stepping through the agency’s “secure access authentication” process.

Creating an account requires supplying a great deal of personal data; the information that will be requested is listed here.

The signup process requires one to validate ownership of a mobile phone number in one’s name, and it will reject any voice-over-IP-based numbers services such as those tied to Skype or Google Voice. If the process fails at this point, the site should offer to send an activation code via postal mail to your address on file.

Everyone has an opinion on the $27.7B Slack acquisition

When the Salesforce-Slack deal was officially announced on Tuesday afternoon, and the number appeared, it was kind of hard to believe. Salesforce had shelled out more than $27 billion to buy Slack and bring it into the Salesforce family of products. The company sees a key missing piece in Slack, and that could explain why it was willing to spend such an astonishing amount of money to get it.

With Slack, Salesforce now has what CEO Marc Benioff called the interface to everything, something he says that the company has thought about for years. In 2010, they tried building it themselves with Chatter, a social tool that never really caught on in a big way. With Slack they finally have it.

“We’ve always had the vision of the social enterprise at Salesforce for more than a decade. Oh, we’ve had Dreamforces entirely dedicated to the vision of what a collaborative interface, a high production interface with applications and an ecosystem would look like wrapped on top of our Customer 360,” Benioff said.

He added that ironically in a building right next door to Salesforce Park you’ll find Slack headquarters. They won’t have to go far to collaborate (or you know, they can just use Slack).

From Chatter to Slack

Neeraj Agrawal, general partner at Battery Ventures, says that Benioff has had an interest in enterprise social going back years, and this is his way of finally delivering. “Remember Chatter? Benioff was dead on with this trend. He lost Yammer to Microsoft (when Microsoft acquired it for $1.2 billion) about 7-8 years ago, and then launched Chatter. It was a huge bet, but didn’t work. Slack is really Chatter 2.0,” he said.

Chuck Ganapathi, CEO and co-founder at Tact.ai, was product lead on the Chatter product at Salesforce in the 2009 time frame. He wrote in a soon-to-be-published blog post he shared with TechCrunch that it failed for a lot of reasons, but mostly because at its core, Salesforce was still a bunch of database guys and enterprise social was a very different animal.

“Some of the issues were technical — Salesforce is a database-centric company, founded by Oracle alums on a relational DB foundation. DB applications and unstructured communication applications like Chatter or Slack represent completely different branches of computer science with little overlap,” he wrote. Because of that, he felt that they lacked the expertise to build the application correctly, and it never really caught on, with so many similar products in the market at the time.

But Benioff never lost interest in the concept of incorporating social into the Salesforce platform. It just took another 10 years or so and a bushel of money to make it happen.

A good match or not?

Leyla Seka, a partner at Operator Capital, who formerly ran the AppExchange at Salesforce, sees good things ahead with a combined Slack and Salesforce. “Salesforce and Slack together will offer a powerful duo of applications that will help companies work more effectively together. I think that COVID-19 has shown us how critical it is to get employees the data they need to do their job, but also the community they need to thrive at their job. The marriage of Salesforce and Slack promises to do just that,” Seka told me.

Brent Leary, principal analyst at CRM Essentials, was knocked out by the price tag, but says it shows that Salesforce is not afraid to go after what it wants, even if it has to pay a hefty price to get it. “This goes to show Salesforce has absolutely no fear in them when it comes to this deal. They are willing to throw down the big bucks on this acquisition because they see a huge payoff by adding this piece into their platform,” he said.

As for Slack, he sees it as a way for them to take the fast track to the enterprise big leagues. “And for Slack they go from competing with AMOSS (Adobe, Microsoft, Oracle, SAP, Salesforce) to joining one of them, and the company that really made the most sense for them to team up with,” he said.

Laurie McCabe, an analyst and founder at SMB Group, agrees with Leary’s take, saying Salesforce doesn’t hesitate when it thinks the value is there. “In this case, Slack gives them a strong collaboration offering that will help them compete more effectively against Microsoft’s growing cloud portfolio, which of course includes CRM and Teams,” she said.

Show me the money

Battery’s Agrawal believes this deal is all about generating revenue, and it was willing to pay a premium to move the needle in billion-dollar chunks. The end game he believes is about catching Microsoft, or at the very least getting to $1 trillion (with a T, folks) in market cap.

It’s worth noting that investors are not showing signs, initially at least, of liking this deal, with the stock down over 8% today and 16.5% since the rumor of Salesforce’s interest in Slack surfaced last week before the Thanksgiving holiday. That translates into more than $18 billion in lost market cap — probably not the reaction they were hoping for. But Salesforce is big enough that it can afford to play a long game, and reach its financial goals with the help of Slack.

“To get to a market cap of $1 trillion, Salesforce now has to take MSFT head on. Until now, the company has mostly been able to stay in its own swim lane in terms of products. […] To get to a trillion dollars in market cap, Salesforce needs to try to grow in two massive markets,” Agrawal said. Those would be either knowledge worker/desktop (see the 2016 Quip acquisition) or cloud (see the Hyperforce announcement). Agrawal says chances are the company’s best bet is the former, and it was willing to pay top dollar to get it.

“The deal will help Salesforce maintain a 20%+ growth rate over the next few years,” he said. Ultimately, he sees it moving the revenue needle, which should eventually drive market cap higher and help achieve those goals.

It’s worth noting that Salesforce president and CEO Bret Taylor said while they intend to integrate Slack deeply into the Salesforce product family, they recognize the power and utility of Slack as a standalone product and they don’t intend to do anything that would mess with that.

“Fundamentally, we want to make sure that Slack remains as a kind of technology-agnostic platform. We know that Slack is used by millions and millions of people every day to connect every tool under the sun. The most remarkable thing is just how many customers have also just integrated their own custom internal tools as well into this is really kind of the central nervous system for the teams that use it, and we would never want to change that,” he said.

It’s hard to judge a deal this large until we have some hindsight and see how well the two companies have meshed, how well they can incorporate Slack into the Salesforce ecosystem, while allowing that independence Taylor alluded to. If they can find a way to walk that line and Slack becomes that wrapper, that operating system, that glue that holds the Salesforce ecosystem together, it will be a good deal, but if Slack stops innovating and withers under the weight of its corporate overlords, then it might not be money well spent.

Time will tell which is the case.

AWS expands startup assistance program

Last year, AWS launched the APN Global Startup Program, which is sort of AWS’s answer to an incubator for mid-to-late stage startups deeply involved with AWS technology. This year, the company wants to expand that offering, and today it announced some updates to the program at the Partner keynote today at AWS re:Invent.

While startups technically have to pay a $2500 fee if they are accepted to the program, AWS typically refunds that fee, says Doug Yeum, head of the Global Partner Organization at AWS — and they get a lot of benefits for being part of the program.

“While the APN has a $2,500 annual program fee, startups that are accepted into the invite-only APN Global Startup Program get that fee back, as well as free access to substantial additional resources both in terms of funding as well as exclusive program partner managers and co-sell specialists resources,” Yeum told TechCrunch.

And those benefits are pretty substantial including access to a new “white glove program” that lets them work with a program manager with direct knowledge of AWS and who has experience working with startups. In addition, participants get access to an ISV program to work more directly with these vendors to increase sales and access to data exchange services to move third party data into the AWS cloud.

What’s more, they can apply to the new AI/ML Acceleration program. As AWS describes it, “This includes up to $5,000 AWS credits to fund experiments on AWS services, enabling startups to explore AWS AI/ML tools that offer the best fit for them at low risk.”

Finally, they get partially free access to the AWS Marketplace, offsetting the normal marketplace listing fees for the first five offerings. Some participants will also get access to AWS sales to help use the power of the large company to drive a startup’s sales.

While you can apply to the program, the company also recruits individual startups that catch its attention. “We also proactively invite mid-to-late stage startups built on AWS that, based on market signals, are showing traction and offer interesting use cases for our mutual enterprise customers,” Yeum explained.

Among the companies currently involved in the program are HashiCorp, Logz.io and Snapdocs. Interested startups can apply on the APN Global Startup website.

Microsoft launches Azure Purview, its new data governance service

As businesses gather, store and analyze an ever-increasing amount of data, tools for helping them discover, catalog, track and manage how that data is shared are also becoming increasingly important. With Azure Purview, Microsoft is launching a new data governance service into public preview today that brings together all of these capabilities in a new data catalog with discovery and data governance features.

As Rohan Kumar, Microsoft’s corporate VP for Azure Data, told me, this has become a major pain point for enterprises. While they may be very excited about getting started with data-heavy technologies like predictive analytics, those companies’ data and privacy-focused executives are very concerned to make sure that the way the data is used is compliant or that the company has received the right permissions to use its customers’ data, for example.

In addition, companies also want to make sure that they can trust their data and know who has access to it and who made changes to it.

“[Purview] is a unified data governance platform which automates the discovery of data, cataloging of data, mapping of data, lineage tracking — with the intention of giving our customers a very good understanding of the breadth of the data estate that exists to begin with, and also to ensure that all these regulations that are there for compliance, like GDPR, CCPA, etc, are managed across an entire data estate in ways which enable you to make sure that they don’t violate any regulation,” Kumar explained.

At the core of Purview is its catalog that can pull in data from the usual suspects, like Azure’s various data and storage services, but also third-party data stores, including Amazon’s S3 storage service and on-premises SQL Server. Over time, the company will add support for more data sources.

Kumar described this process as a “multi-semester investment,” so the capabilities the company is rolling out today are only a small part of what’s on the overall road map already. With this first release today, the focus is on mapping a company’s data estate.

Image Credits: Microsoft

“Next [on the road map] is more of the governance policies,” Kumar said. “Imagine if you want to set things like ‘if there’s any PII data across any of my data stores, only this group of users has access to it.’ Today, setting up something like that is extremely complex and most likely you’ll get it wrong. That’ll be as simple as setting a policy inside of Purview.”

In addition to launching Purview, the Azure team also today launched into general availability Azure Synapse, Microsoft’s next-generation data warehousing and analytics service. The idea behind Synapse is to give enterprises — and their engineers and data scientists — a single platform that brings together data integration, warehousing and big data analytics.

“With Synapse, we have this one product that gives a completely no-code experience for data engineers, as an example, to build out these [data] pipelines and collaborate very seamlessly with the data scientists who are building out machine learning models, or the business analysts who build out reports for things like Power BI.”

Among Microsoft’s marquee customers for the service, which Kumar described as one of the fastest-growing Azure services right now, are FedEx, Walgreens, Myntra and P&G.

“The insights we gain from continuous analysis help us optimize our network,” said Sriram Krishnasamy, senior vice president, strategic programs at FedEx Services. “So as FedEx moves critical high-value shipments across the globe, we can often predict whether that delivery will be disrupted by weather or traffic and remediate that disruption by routing the delivery from another location.”

Image Credits: Microsoft