The Logs Are an Approximation of Reality

The logs are an approximation of reality and they cannot be taken as canonical or gospel. This is true in several senses. Logs can give insight to the standard investigative questions of who, what, when, where, and why, but almost always requires other information to truly answer all of these questions.

Today, Postfix reiterated this lesson for me. I had a problem where our gateway mail server couldn’t deliver mail to a peer. The receiving mail server kept bouncing the email address with a 550 even though the mailbox being delivered to was real and active. Gmail, Yahoo, and MSN would all accept email from our gateway, but this one provider would not accept email. Of course, it wasn’t a simple problem. We had a web server running Apache/PHP delivering to the local Sendmail server which forwarded to a Post fix gateway server, which then tried to deliver to an Exim server which received for the destination email address.

I am not going to dig into all of the details, but of course, the first thing I did was go to the logs. The problem is, the logs were wrong! In the following examples, the users and domains in the logs have been changed to be anonymous, but the logs are real.

Decade of Storage: Analysis of Data Costs

Yesterday, I noticed this interesting tidbit from Rackspace calculating the cost of data over the last Decade of Storage. Of course, there a few bumps in the road that made me chuckle. Interestingly, in the last couple of years it plots the cost from $0.40/GB to $0.06/GB. This ties together a whole bunch of things that I have thought about over the last couple of years. First, now is a wonderful time to be a user buying storage for personal audio and video. Second, regular people are going to have to start to learn data management strategies. Finally, this cost isn’t even close to what it is for me in my data center. It is easy for us to celebrate the cheap cost of raw storage while loosing track of the total cost of ownership for data. I will elaborate.