How Big is Big? Oracle’s Largest Data Warehouses

I found this post, entitled Some of Oracle’s Largest Warehouses, on the DBMS2 blog and I thought I’d re-sort them by size in descending order. So, here they are:

Quoting Curt:

10 databases total are listed with >16 TB, which is fairly consistent with Larry Ellison’s confession during the Exadata announcement that Oracle has trouble over 10 TB, which is something I’ve gotten a lot of flack from a few Oracle partisans for pointing out

While I know it’s a bit unfair to compare contentbases with databases (because content is generally so much bigger and there is so much more of it), I thought I’d point out that the largest MarkLogic production application today runs at over 100 TB and that a typical publisher has single-digit terabytes of content. And we’re just getting started. And we’re not storing lots of stuff redundantly to optimize performance as you would in a data warehouse.

Venture Capital: Quaint by Comparison

I’ve had several people ask me what it’s like to run a venture-backed start-up with the current mess on Wall Street. My short answer, from a financing point of view, is that “not much has changed.” You can see why if you look at how the VC business works:

  • Venture firms run venture funds
  • Venture funds are typically 10-year, illiquid partnerships
  • A fund typically has one general partner (GP) and multiple limited partners (LPs)
  • The LPs are the investors who commit capital at the start of the fund
  • LPs give that capital to the fund over the first few years through a series of “capital calls”
  • LPs who miss capital calls are typically diluted out of the fund through draconian provisions in the partnership agreement
  • The GP runs the fund, and earns nice fees for so doing. (Typically 2-3%/year of the committed capital and plus 20-30% of the upside. The fixed fees pay for healthy base salaries and the tasteful but not extravagant offices on Sand Hill Road. The upside cut is what buys Gulfstreams and ranches in Montana.)
  • The GP follows some process to decide which early-stage companies it wants to invest in
  • The fund buys preferred stock of those companies (founders and employees typically hold common)
  • The fund holds those shares, seeking an eventual “liquidity event,” such as an IPO or acquisition.

Next to credit default swaps, complex derivatives and 30:1 leverage ratios, the venture capital business looks almost quaint by comparison: using no leverage, buy and hold the stock of a portfolio of early-stage companies.

Aside
Speaking of leverage, I thought I’d share this quote du jour that I found on Infectious Greed:

What is truly disgraceful is that investment banks could only manage returns on equity of 15-25% with a balance sheet that was often leveraged to the sky.

— Niels Jensen and Jan Wilhelmsen, of Absolute Return Partners

With a 30:1 leverage ratio, it means the underlying investments are returning <1% a year. While that makes sense in true arbitrage situations, the use of high leverage went well beyond classical arbitrage as far as I can tell.

Using Agile Methodologies Presentation

Below please see the slides from the presentation I gave today at the Outsell Signature Event at the lovely Ritz Carlton in Half Moon Bay, California. I’m passionate about agile development because I’ve simply seen too many waterfall train wrecks that either kill companies (e.g., Ingres) or nearly kill them (e.g., Business Objects).

In many cases, those software development messes actually obscure underlying deeper problems. For example, at Ingres, I’d argue the root cause problem was a lack of competitive strategy for dealing with the fact that the company had been “lapped” by Oracle, resulting in a ridiculously long requirements list. But, I’d further argue that a realistic agile process would have made evident that the list could not be accomplished and may have forced the company to more quickly deal with the ugly reality that it faced.

One key point that’s not on the slides is that while most publishers will say “yes” to a survey asking if they are using agile methodologies, my anecdotal data suggests that those same companies’ IT leadership don’t see things the same way. For example, at the panel session on agility hosted by Marc Strohlein at last Spring’s Mark Logic user conference, one of the top audience questions was, in effect, how can I do agile at a company that isn’t?

Perhaps someone (e.g., Outsell?) needs to do some gap analysis between the business and IT sides of the publishing industry on this issue.

Bubblenomics: The Financial Mess from an Investor Perspective

After reading literally scores of articles about the recent Wall Street crises, I recommend this one from today’s Week in Review section of the New York Times. Entitled simply Bubblenomics, I think it is the best I’ve read from both an overall and investor viewpoint.

Excerpt:

Only now, for instance, are the bubbles of the past decade and a half, first in the stock market and then in real estate, starting to go away. It’s easy to think of the turmoil of the past 13 months as being unconnected to the stock bubble of the 1990s, which appeared to end with the dot-com crash of 2000 and 2001. That crash brought down the overall stock market by more than a third, its worst drop since the 1970s oil crisis. Corporate spending on new equipment then plunged and employment fell for three straight years.

But dramatic though it was, the dot-com crash did not actually come close to erasing the excesses of the 1990s. Indeed, by some of the most meaningful measures, Wall Street after the crash looked a lot more like it was in a bubble than a bust.


The good news? P/E ratios are how back to their historical average. The bad? Looking at the chart, they tend to sink right through the average before hitting bottom at about half that.

Built to IPO, Flip, or Last?

While it’s taken me a while to post on this Wall St Journal article, it’s still as relevant today as it was back in July. The article discusses the recent dearth of IPOs, arguing that the long-closed IPO window is changing the way startups think about themselves, they way venture capitalists think about startups, and threatening the great Silicon Valley venture-capital-driven innovation machine.

In a blog that generally offers more critique than praise, I’d simply say: I think the author’s right. Fewer startups run the gauntlet to IPO and I think that’s the result of three things:

  • The SOX “tax” – an estimated $2M-$3M annual nut – which all but wipes out the bottom line of what were previously IPO-ready companies and reduces market caps. Example: for a 50% growth company with a 1.0 PEG ratio, $3M in SOX expense wipes out $150M in market cap.
  • Lack of demand in the public markets. As mentioned here before, when you look the Software Equity Group’s IPO pipeline, you can impute that the IPO window is what I call 50/50/0 — i.e., $50M+ in TTM revenues, 50%+ growth, and 0% EBITDA. But, while that may be the window to make it potentially worth filing – make no mistake – the IPO market is currently closed.
  • Industry consolidation. The article surprisingly misses this point, but the software industry has sufficiently consolidated that plunking down $75M to buy a plateaued startup is nothing, and even paying $300M – $500M to buy someone on a roll is basically chump change. And, if you’re SAP, Oracle, Google, or Microsoft, even $1B isn’t much to buy your way out of a strategic headache – and heck – since goodwill is no longer amortized and they’re typically buying with stock and can cut enough costs to make the acquisitive instantly accretive, it’s effectively “free” anyway.

The last point sometimes makes me wonder if software will end up like pharma or biotech where it seems that big companies have effectively outsourced innovation to startups. The big guys are willing to pay big dollars for the few who succeed in order to avoid billions of R&D that it takes to find the winners. Simply put (and from quite a distance) it seems they’ve outsourced the financing of innovation to venture capitalists.

If I were at one of the big software oligopolists, I probably do the same thing. I’d watch ten startups, let 3 fail, let 3 fail into mediocrity and buy them for chump change, and pay 10x revenue for the one that went red hot. You win some, you lose some. And – even when you lose you win – because you are so much larger than your targets that you can let them grow to even $200M in revenues and still buy them without much pain.

That’s a new dynamic.

This prompts the question: is the next-generation of VC-backed startups built-to-flip instead of built-to-last? Frankly, I think the answer’s a mix.

Increasingly, I think web 2.0 startups that take relatively little capital are running a different formula than classical enterprise software vendors. The latter might raise $30M in VC, hoping to go public with a $500M market cap. The former might raise only $10M, hoping for a quick sale at $50M. This changes venture economics, but the system can still work.

Prior to Mark Logic, I’ve worked at only three software companies: Ingres, Versant, and Business Objects. All three were venture backed. All three went public. And all three went public – more or less – in the year in which they did $30M in revenues. My, how things have changed!

By contrast, let’s look at Endeca, a player in enterprise search who started out in e-commerce search, bringing OLAP-style dimensional navigation to the content world. Later, the company branched into more areas (seemingly too many if the recent stuff I’m reading about spend management, other apps, and a DBMS-like positioning is correct).

Per a recent 451 Group report Endeca did about $100M in revenues in 2007, growing 70% over 2006, with 500 staff, 500 customers, an average deal size of $350K and a 90/10 direct/indirect channel model. They’re silent on profitability, though they recently raised a $15M venture round bringing total investment to about $65M, suggesting they’re still burning cash. The numbers, with the exception of the unknown profitability and the high direct sales dependency (which are quite possibly linked), overall look pretty good.

But Endeca first talked about an IPO in 2006 and 2+ years later they’re still all dressed up with nowhere to go. Why? I’d guess it’s a combination of the IPO window closure and (perhaps) some process issues related to compliance, which these days are another leading cause of IPO stall-out and an indirect form of SOX tax.

Frankly, I think it’s too bad. While I want to crush Endeca in the relatively few deals in which we compete (and complement them in the relatively few where we do that as well), I nevertheless believe that Joe Investor should be able to buy their stock. By forcing the de facto IPO bar ever higher, the US is locking out individual investors from participating in early-stage technology companies. That’s not good.

Why’d we do it, then? Because of the excesses of the web bubble and the early 2000s, one says. But, when I think about that era, the problems fall into two distinct classes:

  • Investors awarding $1B valuations to startups with $5M in revenues. While I think this was ostensibly insane, it should nevertheless be permissible – no one forces you to buy a share of Beyond.com in 1999. No one forces an investor to participate in a speculative bubble. Some would argue they’re a normal market phenomenon. They shouldn’t be outlawed. Caveat emptor.
  • Fraud a la Enron. This needs to be wiped out. No question. (For an interesting perspective on Enron, read Open Secrets by Malcom Gladwell.)

Somehow, I think we mixed up the two different problems along the way by enacting laws that throw the early-stage baby out with the anti-fraud bathwater. The result is that individual investors are denied access to early-stage growth companies and, the Journal argues at least, that we are threatening the health of the Silicon Valley innovation machine.