Personal blog of Yzmir Ramirez

Organizations spend ungodly amounts of money — millions of dollars — on business intelligence (BI) tools. Yet, adoption rates are still below 30%. Why is this the case? Because BI has failed businesses.

Logi Analytics’ 2021 State of Analytics: Why Users Demand Better survey showed that knowledge workers spend more than five hours a day in analytics, and more than 99% consider analytics very to extremely valuable when making critical decisions. Unfortunately, many are dissatisfied with their current tools due to the loss of productivity, multiple “sources of truth,” and the lack of integration with their current tools and systems.

Throughout my career, I’ve spoken with many executives who wonder why BI continues to fail them, especially when data discovery tools like Qlik and Tableau have gained such momentum. The reality is, these tools are great for a very limited set of use cases among a limited audience of users — and the adoption rates reflect that reality.

Data discovery applications allow analysts to link with data sources and perform self-service analysis, but still come with major pitfalls. Lack of self-service customization, the inability to integrate into workflows with other applications, and an overall lack of flexibility seriously impacts the ability for most users (who aren’t data analysts) to derive meaningful information from these tools.

BI platforms and data discovery applications are supposed to launch insight into action, informing decisions at every level of the organization. But many are instead left with costly investments that actually create inefficiencies, hinder workflows and exclude the vast majority of employees who could benefit from those operational insights. Now that’s what I like to call a lack of ROI.

Business leaders across a variety of industries — including “legacy” sectors like manufacturing, healthcare and financial services — are demanding better and, in my opinion, they should have gotten it long ago.

It’s time to abandon BI — at least as we currently know it.

Here’s what I’ve learned over the years about why traditional BI platforms and newer tools like data discovery applications fail and what I’ve gathered from companies that moved away from them.

The inefficiency breakdown is killing your company

Traditional BI platforms and data discovery applications require users to exit their workflow to attempt data collection. And, as you can guess, stalling teams in the middle of their workflow creates massive inefficiencies. Instead of having the data you need to make a decision readily available to you, instead, you have to exit the application, enter another application, secure the data and then reenter the original application.

According to the 2021 State of Analytics report, 99% of knowledge workers had to spend additional time searching for information they couldn’t easily locate in their analytics solution.

YL Ventures, the Israel-focused cybersecurity seed fund, today announced that it has sold its stake in cybersecurity asset management startup Axonius, which only a week ago announced a $100 million Series D funding round that now values it at around $1.2 billion.

ICONIQ Growth, Alkeon Capital Management, DTCP and Harmony Partners acquired YL Venture’s stake for $270 million. This marks YL’s first return from its third $75 million fund, which it raised in 2017, and the largest return in the firm’s history.

With this sale, the company’s third fund still has six portfolio companies remaining. It closed its fourth fund with $120 million in committed capital in the middle of 2019.

Unlike YL, which focuses on early-stage companies — though it also tends to participate in some later-stage rounds — the investors that are buying its stake specialize in later-stage companies that are often on an IPO path. ICONIQ Growth has invested in the likes of Adyen, CrowdStrike, Datadog and Zoom, for example, and has also regularly partnered with YL Ventures on its later-stage investments.

“The transition from early-stage to late-stage investors just makes sense as we drive toward IPO, and it allows each investor to focus on what they do best,” said Dean Sysman, co-founder and CEO of Axonius. “We appreciate the guidance and support the YL Ventures team has provided during the early stages of our company and we congratulate them on this successful journey.”

To put this sale into perspective for the Silicon Valley and Tel Aviv-based YL Ventures, it’s worth noting that it currently manages about $300 million. Its current portfolio includes the likes of Orca Security, Hunters and Cycode. This sale is a huge win for the firm.

Its most headline-grabbing exit so far was Twistlock, which was acquired by Palo Alto Networks for $410 million in 2019, but it has also seen exits of its portfolio companies to Microsoft, Proofpoint, CA Technologies and Walmart, among others. The fund participated in Axonius’ $4 million seed round in 2017 up to its $58 million Series C round a year ago.

It seems like YL Ventures is taking a very pragmatic approach here. It doesn’t specialize in late-stage firms — and until recently, Israeli startups always tended to sell long before they got to a late-stage round anyway. And it can generate a nice — and guaranteed — return for its own investors, too.

“This exit netted $270 million in cash directly to our third fund, which had $75 million total in capital commitments, and this fund still has six outstanding portfolio companies remaining,” Yoav Leitersdorf, YL Ventures’ founder and managing partner, told me. “Returning multiple times that fund now with a single exit, with the rest of the portfolio companies still there for the upside is the most responsible — yet highly profitable path — we could have taken for our fund at this time. And all this while diverting our energies and means more towards our seed-stage companies (where our help is more impactful), and at the same time supporting Axonius by enabling it to bring aboard such excellent late-stage investors as ICONIQ and Alkeon — a true win-win-win situation for everyone involved!”

He also noted that this sale achieved a top-decile return for the firm’s limited partners and allows it to focus its resources and attention toward the younger companies in its portfolio.

Airbyte, an open-source data integration platform, today announced that it has raised a $5.2 million seed funding round led by Accel. Other investors include Y Combinator, 8VC, Segment co-founder Calvin French-Owen, former Cloudera GM Charles Zedlewski, LiveRamp and Safegraph CEO Auren Hoffman, Datavant CEO Travis May and Alain Rossmann, the president of Machinify.

The company was co-founded by Michel Tricot, the former director of engineering and head of integrations at LiverRamp and RideOS, and John Lafleur, a serial entrepreneur who focuses on developer tools and B2B services. The last startup he co-founded was Anaxi.

Image Credits: Airbyte

In its early days, the team was actually working on a slightly different project that focused on data connectivity for marketing companies. The founders were accepted into Y Combinator and built out their application, but once the COVID pandemic hit, a lot of the companies that had placed early bets on Airbyte’s original project faced budget freezes and layoffs.

“At that point, we decided to go into deeper data integration and that’s how we started the Airbyte project and product as we know it today,” Tricot explained.

Today’s Airbyte is geared toward data engineering, without the specific industry focus of its early incarnation, but it offers both a graphical UI for building connectors, as well as APIs for developers to hook into.

As Tricot noted, a lot of companies start out by building their own data connectors — and that tends to work alright at first. But the real complexity is in maintaining them. “You have zero control over how they behave,” he noted. “So either they’re going to fail, or they’re going to change something. The cost of data integration is in the maintenance.”

Even for a company that specializes in building these connectors, the complexity will quickly outpace its ability to keep up, so the team decided on building Airbyte as an open-source company. The team also argues that while there are companies like Fivetran that focus on data integration, a lot of customers end up with use cases that aren’t supported by Airbyte’s closed-source competitors and that they had to build themselves from the ground up.

“Our mission with Airbyte is really to become the standard to replicate data,” Lafleur said. “To do that, we will open source every feature that addresses the need of the individual contributor, so all the connectors.” He also noted that Airbyte will exclusively focus on its open-source tools until it raises a Series A round — likely early next year.

To monetize its service, Airbyte plans to use an open-core model, where all of the features that address the needs of a company (think enterprise features like data quality, privacy, user management, etc.) will be licensed. The team is also looking at white-labeling its containerized connectors to others.

Currently, about 600 companies use Airbyte’s connectors — up from 250 just a month ago. Its users include the likes of Safegraph, Dribbble, Mercato, GraniteRock, Agridigital and Cart.com.

The company plans to use the new funding to double its team from about 12 people to 25 by the end of the year. Right now, the company’s focus is on establishing its user base, and then it plans to start monetizing that — and raise more funding — next year.

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Census, a startup that helps businesses sync their customer data from their data warehouses to their various business tools like Salesforce and Marketo, today announced that it has raised a $16 million Series A round led by Sequoia Capital. Other participants in this round include Andreessen Horowitz, which led the company’s $4.3 million seed round last year, as well as several notable angles, including Figma CEO Dylan Field, GitHub CTO Jason Warner, Notion COO Akshay Kothari and Rippling CEO Parker Conrad.

The company is part of a new crop of startups that are building on top of data warehouses. The general idea behind Census is to help businesses operationalize the data in their data warehouses, which was traditionally only used for analytics and reporting use cases. But as businesses realized that all the data they needed was already available in their data warehouses and that they could use that as a single source of truth without having to build additional integrations, an ecosystem of companies that operationalize this data started to form.

The company argues that the modern data stack, with data warehouses like Amazon Redshift, Google BigQuery and Snowflake at its core, offers all of the tools a business needs to extract and transform data (like Fivetran, dbt) and then visualize it (think Looker).

Tools like Census then essentially function as a new layer that sits between the data warehouse and the business tools that can help companies extract value from this data. With that, users can easily sync their product data into a marketing tool like Marketo or a CRM service like Salesforce, for example.

Image Credits: Census

“Three years ago, we were the first to ask, ‘Why are we relying on a clumsy tangle of wires connecting every app when everything we need is already in the warehouse? What if you could leverage your data team to drive operations?’ When the data warehouse is connected to the rest of the business, the possibilities are limitless,” Census explains in today’s announcement. “When we launched, our focus was enabling product-led companies like Figma, Canva, and Notion to drive better marketing, sales, and customer success. Along the way, our customers have pulled Census into more and more scenarios, like auto-prioritizing support tickets in Zendesk, automating invoices in Netsuite, or even integrating with HR systems.“

Census already integrates with dozens of different services and data tools and its customers include the likes of Clearbit, Figma, Fivetran, LogDNA, Loom and Notion.

Looking ahead, Census plans to use the new funding to launch new features like deeper data validation and a visual query experience. In addition, it also plans to launch code-based orchestration to make Census workflows versionable and make it easier to integrate them into an enterprise orchestration system.

Coupa Software, a publicly traded company that helps large corporations manage spending, announced that it was buying Llamasoft, an 18-year-old Michigan company that helps large companies manage their supply chain. The deal was pegged at $1.5 billion.

This year Llamasoft released its latest tool, an AI-driven platform for managing supply chains intelligently. This capability in particular seemed to attract Coupa’s attention, as it was looking for a supply chain application to complement its spend management capabilities.

Coupa CEO and chairman Rob Bernshteyn says when you combine that supply chain data with Coupa’s spending data, it can produce a powerful combination.

“Llamasoft’s deep supply chain expertise and sophisticated data science and modeling capabilities, combined with the roughly $2 trillion of cumulative transactional spend data we have in Coupa, will empower businesses with the intelligence needed to pivot on a dime,” Bernshteyn said in a statement.

The purchase comes at a time when companies are focusing more and more on digitizing processes across enterprise, and when supply chains can be uncertain, depending on the location of COVID hotspots at any particular time.

“With demand uncertainty on one hand, and supply volatility on the other, companies are in need of supply chain technology that can help them assess alternatives and balance trade-offs to achieve desired business results. LLamasoft provides these capabilities with an AI-powered cloud platform that empowers companies to make smarter supply chain decisions, faster,” the company wrote in a statement.

Llamasoft was founded in 2002 in Ann Arbor, Michigan and has raised more than $56 million, according to Crunchbase data. Its largest raise was a $50 million Series B in 2015 led by Goldman Sachs .

The company generated more than $100 million in revenue and has 650 big customers, including Boeing, DHL, Kimberly-Clark and GM, according to company data.

Coupa has been extremely acquisitive over the years, buying 17 companies, according to Crunchbase data. This deal represents the fourth acquisition this year for the company. So far the stock market is not enamored with the acquisition; the company’s stock price is down 5.20% at publication.

Contrast, a developer-centric application security company with customers that include Liberty Mutual Insurance, NTT Data, AXA and Bandwidth, today announced the launch of its security observability platform. The idea here is to offer developers a single pane of glass to manage an application’s security across its lifecycle, combined with real-time analysis and reporting, as well as remediation tools.

“Every line of code that’s happening increases the risk to a business if it’s not secure,” said Contrast CEO and chairman Alan Naumann. “We’re focused on securing all that code that businesses are writing for both automation and digital transformation.”

Over the course of the last few years, the well-funded company, which raised a $65 million Series D round last year, launched numerous security tools that cover a wide range of use cases, from automated penetration testing to cloud application security and now DevOps — and this new platform is meant to tie them all together.

DevOps, the company argues, is really what necessitates a platform like this, given that developers now push more code into production than ever — and the onus of ensuring that this code is secure is now also often on that.

Image Credits: Contrast

Traditionally, Naumann argues, security services focused on the code itself and looking at traffic.

“We think at the application layer, the same principles of observability apply that have been used in the IT infrastructure space,” he said. “Specifically, we do instrumentation of the code and we weave security sensors into the code as it’s being developed and are looking for vulnerabilities and observing running code. […] Our view is: the world’s most complex systems are best when instrumented, whether it’s an airplane, a spacecraft, an IT infrastructure. We think the same is true for code. So our breakthrough is applying instrumentation to code and observing for security vulnerabilities.”

With this new platform, Contrast is aggregating information from its existing systems into a single dashboard. And while Contrast observes the code throughout its lifecycle, it also scans for vulnerabilities whenever a developers check code into the CI/CD pipeline, thanks to integrations with most of the standard tools like Jenkins. It’s worth noting that the service also scans for vulnerabilities in open-source libraries. Once deployed, Contrast’s new platform keeps an eye on the data that runs through the various APIs and systems the application connects to and scans for potential security issues there as well.

The platform currently supports all of the large cloud providers, like AWS, Azure and Google Cloud, and languages and frameworks, like Java, Python, .NET and Ruby.

Image Credits: Contrast

Data platform Splunk today announced that it has acquired two startups, Plumbr and Rigor, to build out its new Observability Suite, which is also launching today. Plumbr is an application performance monitoring service, while Rigor focuses on digital experience monitoring, using synthetic monitoring and optimization tools to help businesses optimize their end-user experiences. Both of these acquisitions complement the technology and expertise Splunk acquired when it bought SignalFx for over $1 billion last year.

Splunk did not disclose the price of these acquisitions, but Estonia-based Plumbr had raised about $1.8 million, while Atlanta-based Rigor raised a debt round earlier this year.

When Splunk acquired SignalFx, it said it did so in order to become a leader in observability and APM. As Splunk CTO Tim Tully told me, the idea here now is to accelerate this process.

Image Credits: Splunk

“Because a lot of our users and our customers are moving to the cloud really, really quickly, the way that they monitor [their] applications changed because they’ve gone to serverless and microservices a ton,” he said. “So we entered that space with those acquisitions, we quickly folded them together with these next two acquisitions. What Plumbr and Rigor do is really fill out more of the portfolio.”

He noted that Splunk was especially interested in Plumbr’s bytecode implementation and its real-user monitoring capabilities, and Rigor’s synthetics capabilities around digital experience monitoring (DEM). “By filling in those two pieces of the portfolio, it gives us a really amazing set of solutions because DEM was the missing piece for our APM strategy,” Tully explained.

Image Credits: Splunk

With the launch of its Observability Suite, Splunk is now pulling together a lot of these capabilities into a single product — which also features a new design that makes it stand apart from the rest of Splunk’s tools. It combines logs, metrics, traces, digital experience, user monitoring, synthetics and more.

“At Yelp, our engineers are responsible for hundreds of different microservices, all aimed at helping people find and connect with great local businesses,” said Chris Gordon, Technical Lead at Yelp, where his team has been testing the new suite. “Our Production Observability team collaborates with Engineering to improve visibility into the performance of key services and infrastructure. Splunk gives us the tools to empower engineers to monitor their own services as they rapidly ship code, while also providing the observability team centralized control and visibility over usage to ensure we’re using our monitoring resources as efficiently as possible.”

The IBM Cloud is currently suffering a major outage, and with that, multiple services that are hosted on the platform are also down, including everybody’s favorite tech news aggregator, Techmeme.

It looks like the problems started around 2:30pm PT and spread from there. Best we can tell, this is a worldwide problem and involves a networking issue, but IBM’s own status page isn’t actually loading anymore and returns an internal server error, so we don’t quite know the extent of the outage or what triggered it. IBM Cloud’s Twitter account has also remained silent, though we found a status page for IBM Aspera hosted on a third-party server, which seems to confirm that this is likely a worldwide networking issue.

IBM Cloud, which published a paper about ensuring zero downtime in April, also suffered a minor outage in its Dallas data center in March.

We’ve reached out to IBM’s PR team and will update this post once we get more information.

Puppet, the Portland-based infrastructure automation company, today announced that it has named former Cloud Foundry Foundation executive director Abby Kearns as its new CTO.

Current Puppet CTO Deepak Giridharagopal will remain in his role and focus on R&D and leading new projects, while Kearns will focus on expanding the company’s product portfolio and communicating with enterprise audiences.

Kearns stepped down from her role at the Cloud Foundry Foundation earlier this month after holding that position since 2016. At the time, she wasn’t quite ready to reveal her next move, though, and her taking the CTO job at Puppet comes as a bit of a surprise. Despite a lot of usage and hype in its early days, Puppet isn’t often seen as an up-and-coming company anymore, after all. But Kearns argues that a lot of this is due to perception.

“Puppet had great technology and really drove the early DevOps movement, but they kind of fell off the face of the map,” she said. “Nobody thought of them as anything other than config management, and so I was like, well, you know, problem number one: fix that perception problem if that’s no longer the reality or otherwise, everyone thinks you’re dead.”

Since Kearns had already started talking to Puppet CEO Yvonne Wassenaar, who took the job in January 2019, she joined the product advisory board about a year ago and the discussion about Kearns joining the company became serious a few months later.

“We started talking earlier this year,” said Kearns. “She said: ‘You know, wouldn’t it be great if you could come help us? I’m building out a brand new executive team. We’re really trying to reshape the company.’ And I got really excited about the team that she built. She’s got a really fantastic new leadership team, all of them are there for less than a year. they have a new CRO, new CMO. She’s really assembled a fantastic team of people that are super smart, but also really thoughtful people.”

Kearns argues that Puppet’s product has really changed, but that the company didn’t really talk about it enough, despite the fact that 80% of the Global 5,000 are customers.

Given the COVID-19 pandemic, Kearns has obviously not been able to meet the Puppet team yet, but she told me that she’s starting to dig deeper into the company’s product portfolio and put together a strategy. “There’s just such an immensely talented team here. And I realize every startup tells you that, but really, there’s actually a lot of talented people here that are really nice. And I guess maybe it’s the Portland in them, but everyone’s nice,” she said.

“Abby is keenly aware of Puppet’s mission, having served on our Product Advisory Board for the last year, and is a technologist at heart,” said Wassenaar. “She brings a great balance to this position for us – she has deep experience in the enterprise and understands how to solve problems at massive scale.”

In addition to Kearns, former Cloud Foundry Foundation VP of marketing Devin Davis also joined Puppet as the company’s VP of corporate marketing and communications.

Update: we updated the post to clarify that Deepak Giridharagopal will remain in his role.

Philadelphia-based Fishtown Analytics, the company behind the popular open-source data engineering tool dbt, today announced that it has raised a $12.9 million Series A round led by Andreessen Horowitz, with the firm’s general partner Martin Casado joining the company’s board.

“I wrote this blog post in early 2016, essentially saying that analysts needed to work in a fundamentally different way,” Fishtown founder and CEO Tristan Handy told me, when I asked him about how the product came to be. “They needed to work in a way that much more closely mirrored the way the software engineers work and software engineers have been figuring this shit out for years and data analysts are still like sending each other Microsoft Excel docs over email.”

The dbt open-source project forms the basis of this. It allows anyone who can write SQL queries to transform data and then load it into their preferred analytics tools. As such, it sits in-between data warehouses and the tools that load data into them on one end, and specialized analytics tools on the other.

As Casado noted when I talked to him about the investment, data warehouses have now made it affordable for businesses to store all of their data before it is transformed. So what was traditionally “extract, transform, load” (ETL) has now become “extract, load, transform” (ELT). Andreessen Horowitz is already invested in Fivetran, which helps businesses move their data into their warehouses, so it makes sense for the firm to also tackle the other side of this business.

“Dbt is, as far as we can tell, the leading community for transformation and it’s a company we’ve been tracking for at least a year,” Casado said. He also argued that data analysts — unlike data scientists — are not really catered to as a group.

Before this round, Fishtown hadn’t raised a lot of money, even though it has been around for a few years now, except for a small SAFE round from Amplify.

But Handy argued that the company needed this time to prove that it was on to something and build a community. That community now consists of more than 1,700 companies that use the dbt project in some form and over 5,000 people in the dbt Slack community. Fishtown also now has over 250 dbt Cloud customers and the company signed up a number of big enterprise clients earlier this year. With that, the company needed to raise money to expand and also better service its current list of customers.

“We live in Philadelphia. The cost of living is low here and none of us really care to make a quadro-billion dollars, but we do want to answer the question of how do we best serve the community,” Handy said. “And for the first time, in the early part of the year, we were like, holy shit, we can’t keep up with all of the stuff that people need from us.”

The company plans to expand the team from 25 to 50 employees in 2020 and with those, the team plans to improve and expand the product, especially its IDE for data analysts, which Handy admitted could use a bit more polish.