Monitoring your Vitals During the Critical Holiday Retail Season
As with Brick & Mortar stores, the Holiday season is a critical time for many E-Commerce sites. Like their off-line brethren, these sites also see large increases in both traffic and revenue, sometimes substantially so. Of course these changes in user behavior don’t just affect E-Commerce sites; consider a social-networking site like Foursquare, where a person might normally check into 3 or 4 places a week, during the Holiday season that might double as they visit more stores and end up eating out more often while rushing between those stores. On an individual basis it doesn’t sound that significant, but if a large percentage of your user base doubles their traffic, you better hope you have planned accordingly.
On the technical side, many sites will actually change their regular development process in order to handle these changes in user behavior.Starting early in November, many sites will stop rolling out new features and halt large projects that might be disruptive to the site or the underlying infrastructure. As focus shifts away from features,most often it turns back towards infrastructure and optimization. Adding new monitoring, from improved logging to new metrics and graphs, becomes critical as you seek to have a comprehensive view of your sites operations so that you can better understand the changes in traffic that are happening, and hopefully be proactive about solving problems before they turn into outages.
Profiling and optimization work also receives more attention during this time; studies continue to show correlations between page load speeds and website responsiveness to increased revenue, and being able to improve these areas is something that can typically be done without having to change the behavior of how things work. Bugfixes are also a popular target during these times as those corner cases are more likely to show up as traffic increases, especially if you tend to see new users as well as an increase in use by existing users.
This brings us to a good question; just what are you monitoring? For most shops there tend to be standard graphs that get generated for this like disk space or memory usage. These things are good to have, but they only scratch the surface. Your operations staff probably knows all kind of metrics about the system the need to monitor, but how about your application developers? They should know the code that runs your site inside and out, so challenge them to find key metrics in your application stack that are important for their work. Maybe that’s messages delivered to a queuing system, or the time it takes to process the shipping costs module, or measuring the responsiveness of a 3rd party API like Facebook or Twitter. But don’t stop there;everyone in your company should be asking themselves “what analytics could I use to make better informed decisions”? For example, do you know if your increased traffic is due to new users or existing users? If you are monitoring new user sign ups, this will start to give you some insight. If you are doing E-Commerce, you should also be tracking revenue related numbers. Those types of monitors are more business focused but they are critical to everyone at your company. So much so that at Etsy, a top 100 website commonly known as “the worlds handmade marketplace”, they project these types of metrics right out in public.
Ideally once you have this type of information being logged, you can collect the information for analytically reports and historical trending via graphs. You want to be able to take the data you are collecting and correlate between metrics. Given a 10% increase in new users in the past week, we’ve seen a 15% spike in web server traffic.If we project those numbers out, can we make it through Black Friday? Cyber Tuesday? Will we make all the way to New Years, or do we need to start provisioning new machines *NOW*? Or what happens if our business model changes, and we are required to live through a “Black Friday” event every day? That’s the kind of challenges that social shopping site Gilt faces, with it’s daily turnover of inventory. It’s worth saying that you won’t need all of this information real time, but ideally you’ll be able to get a mix of real time, near-time (5 minutes aggregated data is common), as well as
daily analytical reports. Additionally you should talk with your operations staff about which of these metrics are mission critical enough that we should be alerting on them, to make sure we have the operational and organizational focus that is appropriate.
While nothing beats preparation, even the best laid plans need good feedback loops to be successful. Measuring, collecting, analyzing, and acting upon data as it comes into your organization is critical in today’s online environments. You may not be able to predict the future, but having solid monitoring systems in place will help you to recognize problems before they become critical, and help give you a “snowballs chance” during the holiday season.