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Ariba went public in 1999 three years after having been founded. In its first year of selling, the company generated $800,000 in revenue. Then it ramped. $8 million, then $45 million, then $274M. In a three-year period, the company had grown 33x and achieved an astounding CAGR of 224% over the same period.

Ariba shares increased 300% on its first day of trading at IPO, valuing the company at $6 billion. At its peak, the company would be worth $40 billion, but after the dotcom crash, the share price returned from the stratosphere to normal levels. Ultimately, SAP acquired the company in 2012 for $4.6B.

The rate at which startups are raising follow-on rounds is decreasing, and has decreased steadily from 2003 through 2013. Between 2003 and 2006, post-Series A startups raised series Bs about 57% of the time. However from 2011-2014, that figure fell to 28%. The same trend is true in series C rounds, where success rates fell from 43% to 35%.

Mobile visits account for more than 50% of all e-commerce. During the holiday season in 2014, that figure exceeded 70% for Walmart. In India, mobile usage dominates traffic to such an extent that Myntra, the largest retailer, is shutting down their web application to focus exclusively on their mobile apps. Instagram launched a website only after the mobile app reached more than 100M users.

In the late 90s, one company changed its name five times before they settled on one which today is a well-known brand. The business started as Silver Computing in 1995, then Stellar Computing in June 1997. Six months later, the company would rebrand as next ActiveTouch Systems, then six months later to ActiveTouch Inc., and finally, six months before IPO to WebEx.

My first major negotiation was a potential advertising agreement between Google and Facebook. I was PM on the social advertising team at the time. There was a call scheduled at 2pm one afternoon, and I had been told that morning about it.

I’m wasn’t an experienced negotiator, so I panicked. I didn’t know how these conversations worked. I called some a few other product managers I knew inside Google, and asked their advice. I downloaded a few eBooks on negotiation and took notes. When 2pm came, I dialed into the call. I’m sure the Facebook team could hear my ragged nerves over the phone.

An entrepreneur last week asked me if bottoms up businesses are more efficient software companies than top down sales processes. Enabled by web and mobile app distribution, the bottoms up software business acquires individual users, small teams and eventually departments. The top down model sells to a C-level executive (CEO, CIO, CFO) and captures the relevant part of the organization through one sales process.

When I first started writing, I wondered how I could make charts like those in the Economist or in the New York Times, the beautifully formatted ones. After some research, I figured out how. And this post explains how you can do it, too.

Many data scientists use a free open-source language called R. It’s a great tool for processing data and I use R to process all the data for this blog. You can download it here. Alternatively, many people use RStudio, an editor which makes R much easier to use. To make these charts, I use a library written by Hadley Wickham called ggplot2. ggplot2 has all kinds of charts: area, line, bar, etc. You can see all of them here

Rumors swirled yesterday that Salesforce, the $40B SaaS behemoth, had been approached by an acquirer. Dan Primack speculated this morning that Oracle and Microsoft are the likely candidates. If Salesforce were to be acquired, the SaaS ecosystem would change substantially.

Looking at the market caps and the balance sheets of the major enterprise acquirers, Microsoft could certainly acquire Salesforce outright in cash. Oracle would likely acquire the business in a cash & stock transaction.

The first SaaS startup started as a packaged software company. After selling floppy disks and CD-ROMs of expense software in computer software stores, the company changed models for the first time, and sold software licenses directly to enterprises. The company went public on this model in 1998. But soon after the crash of 2001, the startup’s market cap totaled only $8M.

The Information reported last week that in 2014, only 11% of tech IPOs in 2014 were profitable when they became publicly traded companies, an all time low stretching back to 1980, when the figure was 88%. This raises the seemingly absurd question, how important is it to be profitable for a startup? After all, growth is the largest determinant of valuation at IPO, not profitability.