Leveraging User Context for Coveo Machine Learning
Leveraging User Context for Coveo Machine Learning
Coveo for Sitecore (January 2017) Cloud only
User context consists of many key-value pairs that are taken into account when searching results and getting recommendations. This context is used by Coveo Machine Learning (Coveo ML) to boost results based on other users with a similar profile. You can have as many values in your context as needed and Coveo ML automatically adjust to consider the most relevant ones (see About custom context).
Coveo for Sitecore (January 2017) Coveo for Sitecore (January 2017)
Only for the January 2017 release, context keys should be in lowercase and contain only alphanumerical characters and the underscore (_
)character. In later releases, non-alphanumerical characters are automatically translated to underscore characters.
Requirements
- Install at least the January 2017 release of Coveo for Sitecore Cloud (see Release Notes for January 2017.
- Configure your site to enable recommendations (see Get Recommendations).
- Add the User Context Component before the Page View component (see Inserting and Customizing a User Context Component).
Available Options
This section covers each option, when to use them and what to expect.
Component | When to use it | Possible effects |
---|---|---|
Anonymity | You want different recommendations whether the user is logged in or not. | A logged in user will get more results visited by users that are logged in, while anonymous users will get more results visited by anonymous users. |
Country | You want different recommendations based on the user country. | A user from a certain country will get more results visited by other users from the same country. |
Device | You want different recommendations based on the user device. | A mobile user will get more results viewed by other mobile users. |
Profile Cards | You want different recommendations based on the user Sitecore profile card. | A user with a specific profile card will get more results viewed by other users of the same profile card. |
UserContextPipeline
If the EnableContextPipeline
property is enabled, the coveoUserContext
pipeline is run to change properties in the user context. This pipeline is useful for more advanced logic when the other properties don’t provide enough flexibility.
The following processor adds a static value to the user context.
using Coveo.Analytics.Pipelines;
using Coveo.Framework.Processor;
namespace MyNamespace
{
public class MyProcessor : IProcessor<UserContextPipelineArgs>
{
public void Process(UserContextPipelineArgs p_Args)
{
p_Args.CurrentValues["NewKey"] = "MyValue";
}
}
}
In the Process
method, add some code to add, change, or remove keys and values from the user context. The pipeline is run after all the other properties have been added, so you can conditionally remove options that were previously enabled in the parameters.
To use this processor, access the Coveo.SearchProvider.Custom.config
file (Website
\App_Config
\Include
\Coveo
), and in the pipeline
node, add the following:
<coveoUserContext>
<processor type="MyNamespace.MyProcessor, MyAssembly" />
</coveoUserContext>
The processor args also provides the current Sitecore context in the p_Args.SitecoreContext
property.
CustomContext
The CustomContext
property lets you add a static context directly within the rendering parameters. It’s useful if you have different templates for different sections of your site and want a different context key for each section. For example, in a news website, you could set the section
key with the news
value for news articles, and blog
for blog articles.
JavaScript Library
It’s also possible to add context using a JavaScript object, for example, if you need to add information related to the client. The CoveoForSitecoreUserContext
variable has a handler
that can modify the context.
CoveoForSitecoreUserContext.handler.setContext("key", "value");
You can get the current context using the following method:
CoveoForSitecoreUserContext.handler.getContext();