As a follow-on to the introductory nPath post, I wanted to share a little more depth on the nPath SQL syntax and a more sophisticated example which can be applied in click-stream or Web analytics. I’ll try to keep it concise for my colleagues who don’t want the pretty marketing bow .
SEO and SEM are critical traffic drivers for just about any consumer-facing website. Third party analytics offerings such as Google Analytics or Omniture can provide great turn-key package of canned reports. However, certain deep analytics on sequential events are simply out of the reach of not only these outsourced analytics services, but also in-house Web analytics data warehouses implemented on traditional solutions such as Oracle or SQL Server.
For example, suppose we are interested in the optimization of our website flow in order to retain and engage visitors driven to us by SEO/SEM. We want to answer the question: for SEO/SEM-driven traffic that stay on our site only for 5 or less pageviews and then leave our site and never return in the same session, what are the top referring search queries and what are the top path of navigated pages on our site? In traditional data warehouse solutions, this problem would require a five-way self-join of granular weblog data, which is simply unfeasible for large sites such as Myspace.
With the Aster nPath SQL/MR function, this problem can be expressed in a straightforward query that is executed in a very efficient manner in just a single pass over the granular data. The query below returns the top combinations of referral query string (of the entry page of the visit to our site) and on-site navigation path of up to 5 pages before leaving the site:
SELECT entry_refquerystring, entry_page || “,” || onsite_pagepath as onsite_pagepath, count(*) as session_count FROM nPath(
ON ( select * from clicks where year = 2009 )
PARTITION BY customerid, sessionid
ORDER BY timestamp
PATTERN ( ‘Entry.Onsite+.OffSite+$’ )
domain ilike “mysite.com” and refdomain ~* “yahoo.com|google.com|msn.com|live.com” as Entry,
domain ilike “mysite.com” as OnSite,
domain not ilike “mysite.com” as OffSite
MODE( NONOVERLAPPING )
first(page of Entry) as entry_page,
first(refquerystring of Entry) as entry_refquerystring,
accumulate(page of Onsite) as onsite_pagepath,
count(* of Onsite) as onsitecount_minus1
WHERE onsitecount_minus1 < 4
GROUP BY 1,2
ORDER BY 3 DESC