Skip to main content

Deliberate logging

While diagnosing an error, it's not unusual to discover that the application log does not contain relevant information while also being overly verbose. DEBUG-level entries can be cryptic, and maintainers often insist that their applications emit them in production environments. the universal acceptance of low quality logs is a management failure.

Holistic development

a software development protocol should synergize best practices, but we should run away whenever someone claims that success depends on a protocol's complete implementation. incremental development of software is common, as is reusing large frameworks. the development process can mature similarly.

Holistic Development is a protocol i should describe someday, but piecemeal presentation makes sense because partial implementation is helpful. each of its facets is client-facing. the application log is one of them.

Target audience

the application log is a generated document. its content is determined by application usage, and its audience includes three groups:

  • product owners want to know what an application did
  • people responsible for monitoring an application want to know if it's healthy
  • people responsible for maintaining an application want to know why it fails

a log should address people who know nothing about the implementation that generated it. its entries should be linguistically and stylistically consistent.

Log levels

Python's root logger is created with level WARNING, but none of the C++/C# applications i maintained used this level. an application should describe its actions with INFO-level entries, and use other levels to present explanatory details, e.g. errors.

at one point, i omitted the level name from DEBUG- and INFO-level entries because it seemed unnecessary. now i omit the level name from INFO-level entries, and use DEBUG level for issues that are often resolved by retrying.

Unicode symbols

many road signs use symbols instead of text, a preference that was ratified in 1931. every logging system supports UTF-8, so there is no reason to limit log entries to the ASCII character set.

log symbols may belong to meaningful categories. for example, i like to use media control symbols to communicate server status.

An example

the redacted image's log entries are from a server that reads my mail, scrapes websites, and uses third-party REST APIs to discover items of interest. this server provides a framework for data source-specific modules specified by a configuration file. this framework does various things on behalf of these modules, e.g. error handling (retrying) and logging.

each source has a display name, e.g. DMARC. source status is often symbolic, e.g. an envelope (✉) indicates that there are no failures in the DMARC aggregate report i just received (so i can delete the message without reviewing the report).

this server disables DEBUG-level entries by default, enabling them when it detects an issue. after noticing an issue, i usually disable DEBUG-level entries via the server's REST API. in this excerpt, the issue is my neglecting to let sources specify their HTTPConnection timeout.

Comments

Popular posts from this blog

Improper english

Before retirement ended my last spell of unemployment, i wondered if the timing of that dismissal was ideal. one month earlier or later might have been better? improving a server log was my last assignment. like many other companies, their senior management believed in their culture, technology, and tools. like other well-funded companies, they used Splunk and wanted to use JSON format. nobody reviewed the pull request that would have established a baseline for my work. their Splunk dashboard code was not versioned. Overcommunicating JSON can be ideal, and creating a data structure to discover if a log entry describes an error is easy and reasonably fast, but computers find strings very quickly. a faster algorithm uses less electricity; computer activity is human activity. ...

Sphinx supplement

Once upon a time, i was in a team led by a developer who was devoted to introducing modern standards. he didn't have much experience, so i think this devotion was essentially a cloaking device. though we didn't generate documentation, most pull requests elicited a request for a docstring change. my first post about Holistic Development focused on logging . this one is about generated documentation. though software developers habitually read code, generated documentation can become their primary source of information because it's easier to read. it also assures product owners that features are addressed, and that the design is orderly. Documentation review a docstring is just a comment until documentation is generated. at that point, evaluation of docstring quality should be based on the generate...