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Home/ Questions/Q 8566723
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Editorial Team
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Editorial Team
Asked: June 11, 20262026-06-11T17:43:14+00:00 2026-06-11T17:43:14+00:00

We’re writing a Python script to parse application logfiles. Most of the logfiles will

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We’re writing a Python script to parse application logfiles.

Most of the logfiles will follow a similar format:

09:05:00.342344343 [DEBUG] [SOME_APPLICATION] [SOME_FUNCTION] Lorem ipsum dolor sic amet

We have a variety of regex expressions to parse the different sorts of loglines that come through, and strip out the relevant fields into Python regex groups (timestamp, log level, originating app/function, as well as fields in the payload).

I’ve stored each of these regexes in a dict:

foobar_patterns = {
    'pattern1': re.compile(r'blahblahblah'),
    'pattern2': re.compile(r'blahblahblahblah'),
}

However, there is obviously quite a fair bit of overlap between each pattern – the regex expressions to extract the timestamp, log level etc are shared.

Is there a way to remove this redundancy? Can you build up the difference regex strings somehow from a common template?

Extension – I’m looping through lines in the file, and then for each given line, looping through each compiled regex expression. Then based on that, there are different functions to handle each case – e.g. if we detect a certain type of message, we may need to search ahead three lines to find some ther line, and extract a field from that.

I was thinking of storing a function in the foobar_patterns dict as well, and then when we hit a match, executing on that.

Is that a Pythonic way to do things?

Cheers,
Victor

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  1. Editorial Team
    Editorial Team
    2026-06-11T17:43:15+00:00Added an answer on June 11, 2026 at 5:43 pm
    MONTH = r'(?P<month>Jan|Feb|Mar|Apr|May|Jun|Jul|Aug|Sep|Oct|Nov|Dec)'
    DAY = r'(?P<day>\d{2})'
    TIME = r'(?P<hour>\d{2}):(?P<minute>\d{2}):(?P<second>\d{2})'
    SPC = r'\s'
    HOST = r'(?<host>\w+)'
    PREFIX = SPC.join(MONTH, DAY, TIME, HOST)
    foobar_patterns = {
        'pattern1': re.compile(PREFIX + r'\s(?<payload>blahbla hbla h blah)'),
        'pattern2': re.compile(PREFIX + r'\s(?<payload>bla h blahbla hblah)'),
    }
    
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