Software usage logs are a valuable data source that can reveal insights into customer experience, user configurations, workflows, and software stability. Parsing meaningful attributes from log data is a critical step to understanding user behavior and driving product improvements. However, log data comes in many formats, some of which are far from standardized. Here, we review nonstandard log formats and how log analytics can extract meaningful product usage information.
Can I Use an Out-Of-The-Box Solution?
If your logs don’t meet the baseline requirements of a plug-and-play product, Elder Research can provide an efficient, but tailored solution. We have experience addressing the following challenges when parsing nonstandard logs:
- Absence of timestamps
- Pseudo XML-like tagging
- Complex unicode character strings
- Excessive line redundancy in a single log
- Absence of logging specifications for standardization
Elder Research has overcome these challenges and more to deploy effective log analytics solutions for our clients. In cases where timestamps are not available, we extract and maintain a sequence of logged events data to support temporal and workflow analysis. Where clear tagging is not available, we work with the client to define criteria to the desired data. Unicode strings as well as international characters are cleaned and codified into a useful format for use in predictive models.
Use Case Driven Solutions
Analyzing log data provides powerful insight into user behavior that can improve software design, enhance user experience, and improve sales outcomes. Our analyses have allowed clients to:
- Explore usage behavior to inform software design and accelerate adoption rates
- Understand product stability coupled with crash data to improve future releases
- Leverage past customer sales data to prioritize current leads
Elder Research works with our clients to understand the development, history, and intent of their logging systems, and the business use cases that will benefit from analyzing their data. Our Product Usage Analytics platform is a powerful combination of proprietary tools and consulting services employed to extract valuable data from software usage logs. The platform utilizes a robust ETL process to parse, clean, and store log data to develop models optimized for the client’s environment.
Our technology agnostic solutions work within existing client architectural frameworks, taking into consideration compute speed, available memory, and model accuracy. The end result is a parsing pipeline built to meet business needs and constraints.
Elder Research provides tailored solutions for each business case — whether the complete platform or individual service — based on project budget and business goals. What sets us apart is our flexibility to provide exactly the services necessary to drive product and customer service excellence for your organization.