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Getting Started: Input, Display & Filtering

Master the essential commands for reading logs, controlling display output, and filtering by log level. This tutorial covers the foundation you'll use in every Kelora workflow.

What You'll Learn

  • Specify input formats with -f and -j
  • Control what fields are displayed with -b, -c, -k, and -K
  • Filter events by log level with -l and -L
  • Export data in different formats with -F and -J
  • Combine options for common workflows

About This Tutorial

In the Quickstart, you ran three commands to see Kelora in action. Now we'll teach you what each flag means, how they combine, and when to use them. By the end, you'll understand the building blocks for any Kelora workflow.

Prerequisites

  • Kelora installed and in your PATH
  • Basic command-line familiarity

Sample Data

Commands below use example files from the repository:

  • examples/simple_json.jsonl — JSON-formatted application logs with multiple services

If you cloned the project, run commands from the repository root.


Part 1: Input Formats (-f, -j)

Explicit Format Selection Required

You've seen -j in the Quickstart to read JSON logs. Let's understand what this flag really means and what other formats Kelora supports.

Important: Kelora does NOT auto-detect format based on filename. The default is -f line (plain text). You must specify the format explicitly.

Let's see what happens without specifying the format:

kelora examples/simple_json.jsonl --take 2
kelora examples/simple_json.jsonl --take 2
line='{"timestamp":"2024-01-15T10:00:00Z","level":"INFO","service":"api","message":"Application started","version":"1.2.3"}'
line='{"timestamp":"2024-01-15T10:00:05Z","level":"DEBUG","service":"api","message":"Loading configuration","config_file":"/etc/app/config.yml"}'

Notice it treats the entire JSON line as plain text (line='...'). Now with -j:

kelora -j examples/simple_json.jsonl --take 2
kelora -j examples/simple_json.jsonl --take 2
timestamp='2024-01-15T10:00:00Z' level='INFO' message='Application started' service='api'
  version='1.2.3'
timestamp='2024-01-15T10:00:05Z' level='DEBUG' message='Loading configuration' service='api'
  config_file='/etc/app/config.yml'

Three ways to read JSON logs:

kelora -f json examples/simple_json.jsonl    # Explicit format
kelora -j examples/simple_json.jsonl         # -j is shortcut for -f json
kelora -f auto examples/simple_json.jsonl    # Auto-detect by examining content

Key Points:

  • -f auto detects format by examining the content (not filename)
  • ❌ Kelora does NOT look at file extensions (.jsonl, .log, .csv)
  • ✅ Default is always -f line unless you specify otherwise
  • ✅ Best practice: Be explicit with -j for JSON

Common Input Formats

-f json         # JSON lines (or use -j shortcut)
-f logfmt       # key=value format
-f combined     # Apache/Nginx access logs
-f syslog       # Syslog format (RFC3164/RFC5424)
-f csv          # CSV with header
-f tsv          # Tab-separated values
-f line         # Plain text (default)
-f auto         # Auto-detect by content

Part 2: Understanding the Default Display

Let's examine what Kelora shows by default:

kelora -j examples/simple_json.jsonl --take 3
kelora -j examples/simple_json.jsonl --take 3
timestamp='2024-01-15T10:00:00Z' level='INFO' message='Application started' service='api'
  version='1.2.3'
timestamp='2024-01-15T10:00:05Z' level='DEBUG' message='Loading configuration' service='api'
  config_file='/etc/app/config.yml'
timestamp='2024-01-15T10:00:10Z' level='INFO' message='Connection pool initialized'
  service='database' max_connections=50

The default output format shows:

  • Field names and values in key='value' format
  • Automatic wrapping - long events wrap with indentation
  • Colors (when terminal supports it)
  • Smart ordering - timestamp, level, message first, then others alphabetically

Colored key-value output in the default formatter

Key observations:

  1. Strings are quoted ('Application started')
  2. Numbers are not quoted (max_connections=50)
  3. Fields wrap to next line when too long
  4. Each event is separated by a blank line
  5. Field names are highlighted in color for better readability

Part 3: Display Modifiers (-b, -c, -k, -K)

Brief Mode (-b) - Values Only

Omit field names, show only values for compact output:

kelora -j examples/simple_json.jsonl -b --take 3
kelora -j examples/simple_json.jsonl -b --take 3
2024-01-15T10:00:00Z INFO Application started api 1.2.3
2024-01-15T10:00:05Z DEBUG Loading configuration api /etc/app/config.yml
2024-01-15T10:00:10Z INFO Connection pool initialized database 50

Use -b when: You want compact, grep-friendly output.

Core Fields (-c) - Essentials Only

Show only timestamp, level, and message:

kelora -j examples/simple_json.jsonl -c --take 3
kelora -j examples/simple_json.jsonl -c --take 3
timestamp='2024-01-15T10:00:00Z' level='INFO' message='Application started'
timestamp='2024-01-15T10:00:05Z' level='DEBUG' message='Loading configuration'
timestamp='2024-01-15T10:00:10Z' level='INFO' message='Connection pool initialized'

Use -c when: You want to focus on the essentials, hiding extra metadata.

Select Fields (-k) - Choose What to Show

Choose exactly which fields to show (and in what order):

kelora -j examples/simple_json.jsonl -k level,service,message --take 3
kelora -j examples/simple_json.jsonl -k level,service,message --take 3
level='INFO' service='api' message='Application started'
level='DEBUG' service='api' message='Loading configuration'
level='INFO' service='database' message='Connection pool initialized'

Pro tip: Fields appear in the order you specify!

Exclude Fields (-K) - Hide Sensitive Data

Remove specific fields (like passwords, tokens, or verbose metadata):

kelora -j examples/simple_json.jsonl -K service,version --take 3
kelora -j examples/simple_json.jsonl -K service,version --take 3
timestamp='2024-01-15T10:00:00Z' level='INFO' message='Application started'
timestamp='2024-01-15T10:00:05Z' level='DEBUG' message='Loading configuration'
  config_file='/etc/app/config.yml'
timestamp='2024-01-15T10:00:10Z' level='INFO' message='Connection pool initialized'
  max_connections=50

Use -K when: Hiding sensitive data (passwords, API keys) or reducing noise.


Part 4: Level Filtering (-l, -L)

Include Levels (-l) - Show Only Specific Log Levels

Filter to show only errors and warnings:

kelora -j examples/simple_json.jsonl -l error,warn
kelora -j examples/simple_json.jsonl -l error,warn
timestamp='2024-01-15T10:01:00Z' level='WARN' message='High memory usage detected' service='api'
  memory_percent=85
timestamp='2024-01-15T10:01:30Z' level='ERROR' message='Query timeout' service='database'
  query='SELECT * FROM users' duration_ms=5000
timestamp='2024-01-15T10:03:00Z' level='WARN' message='Failed login attempt' service='auth'
  username='admin' ip='192.168.1.100'
timestamp='2024-01-15T10:03:30Z' level='ERROR' message='Account locked' service='auth'
  username='admin' attempts=5
timestamp='2024-01-15T10:16:00Z' level='ERROR' message='Service unavailable' service='api'
  reason='disk space'
timestamp='2024-01-15T10:17:00Z' level='WARN' severity='high' message='Alert sent'
  service='monitoring' channel='slack'

Common patterns:

kelora -j app.log -l error                    # Errors only
kelora -j app.log -l error,warn,critical      # Problems only (case-insensitive)
kelora -j app.log -l info                     # Application flow (skip debug noise)

Exclude Levels (-L) - Hide Debug Noise

Remove verbose log levels:

kelora -j examples/simple_json.jsonl -L debug,info --take 5
kelora -j examples/simple_json.jsonl -L debug,info --take 5
timestamp='2024-01-15T10:01:00Z' level='WARN' message='High memory usage detected' service='api'
  memory_percent=85
timestamp='2024-01-15T10:01:30Z' level='ERROR' message='Query timeout' service='database'
  query='SELECT * FROM users' duration_ms=5000
timestamp='2024-01-15T10:03:00Z' level='WARN' message='Failed login attempt' service='auth'
  username='admin' ip='192.168.1.100'
timestamp='2024-01-15T10:03:30Z' level='ERROR' message='Account locked' service='auth'
  username='admin' attempts=5
timestamp='2024-01-15T10:15:00Z' level='CRITICAL' message='Disk space critical' service='disk'
  partition='/var' free_gb=0.5

Use -L when: You want to exclude chatty debug/trace output.


Part 5: Output Formats (-F, -J)

The default key='value' format is great for reading, but sometimes you need machine-readable output.

JSON Output (-F json or -J)

kelora -j examples/simple_json.jsonl -J --take 2
kelora -j examples/simple_json.jsonl -J --take 2
{"timestamp":"2024-01-15T10:00:00Z","level":"INFO","message":"Application started","service":"api","version":"1.2.3"}
{"timestamp":"2024-01-15T10:00:05Z","level":"DEBUG","message":"Loading configuration","service":"api","config_file":"/etc/app/config.yml"}

Use JSON when: Piping to jq, saving to file, or integrating with other tools.

CSV Output (-F csv)

Perfect for spreadsheet export:

kelora -j examples/simple_json.jsonl -F csv -k timestamp,level,service,message --take 4
kelora -j examples/simple_json.jsonl -F csv -k timestamp,level,service,message --take 4
timestamp,level,service,message
2024-01-15T10:00:00Z,INFO,api,Application started
2024-01-15T10:00:05Z,DEBUG,api,Loading configuration
2024-01-15T10:00:10Z,INFO,database,Connection pool initialized
2024-01-15T10:01:00Z,WARN,api,High memory usage detected

Use CSV when: Exporting to Excel, Google Sheets, or data analysis tools.

Logfmt Output (-F logfmt)

kelora -j examples/simple_json.jsonl -F logfmt --take 2
kelora -j examples/simple_json.jsonl -F logfmt --take 2
timestamp=2024-01-15T10:00:00Z level=INFO message="Application started" service=api version=1.2.3
timestamp=2024-01-15T10:00:05Z level=DEBUG message="Loading configuration" service=api config_file=/etc/app/config.yml

Use logfmt when: You want parseable output that's also human-readable.

Inspect Output (-F inspect) - Debug with Types

kelora -j examples/simple_json.jsonl -F inspect --take 1
kelora -j examples/simple_json.jsonl -F inspect --take 1
---
timestamp | string | "2024-01-15T10:00:00Z"
level     | string | "INFO"
message   | string | "Application started"
service   | string | "api"
version   | string | "1.2.3"

Use inspect when: Debugging type mismatches or understanding field types.

No Output (-F none) - Stats Only

kelora -j examples/simple_json.jsonl -F none --stats
kelora -j examples/simple_json.jsonl -F none --stats
kelora: Stats:
Lines processed: 20 total, 0 filtered (0.0%), 0 errors (0.0%)
Events created: 20 total, 20 output, 0 filtered (0.0%)
Throughput: 11441 lines/s in 1ms
Timestamp: timestamp (auto-detected) - 20/20 parsed (100.0%).
Time span: 2024-01-15T10:00:00+00:00 to 2024-01-15T10:30:00+00:00 (30m)
Levels seen: CRITICAL,DEBUG,ERROR,INFO,WARN
Keys seen: attempts,channel,config_file,downtime_seconds,duration_ms,endpoints,free_gb,freed_gb,ip,job,key,level,max_connections,memory_percent,message,method,partition,path,query,reason,schedule,script,service,severity,size_mb,status,target,timestamp,ttl,user_id,username,version

Use -F none --stats when: You want to analyze log structure without seeing the events.


Part 6: Practical Combinations

Exercise 1: Find Errors, Show Essentials

Show only errors with just timestamp, service, and message:

kelora -j examples/simple_json.jsonl -l error -k timestamp,service,message
kelora -j examples/simple_json.jsonl -l error -k timestamp,service,message
timestamp='2024-01-15T10:01:30Z' service='database' message='Query timeout'
timestamp='2024-01-15T10:03:30Z' service='auth' message='Account locked'
timestamp='2024-01-15T10:16:00Z' service='api' message='Service unavailable'

Exercise 2: Export Problems to CSV

Export warnings and errors to CSV for Excel analysis:

kelora -j examples/simple_json.jsonl -l error,warn -k timestamp,level,service,message -F csv
kelora -j examples/simple_json.jsonl -l error,warn -k timestamp,level,service,message -F csv
timestamp,level,service,message
2024-01-15T10:01:00Z,WARN,api,High memory usage detected
2024-01-15T10:01:30Z,ERROR,database,Query timeout
2024-01-15T10:03:00Z,WARN,auth,Failed login attempt
2024-01-15T10:03:30Z,ERROR,auth,Account locked
2024-01-15T10:16:00Z,ERROR,api,Service unavailable
2024-01-15T10:17:00Z,WARN,monitoring,Alert sent

Exercise 3: Compact View Without Debug

Brief output excluding debug noise:

kelora -j examples/simple_json.jsonl -L debug -b --take 5
kelora -j examples/simple_json.jsonl -L debug -b --take 5
2024-01-15T10:00:00Z INFO Application started api 1.2.3
2024-01-15T10:00:10Z INFO Connection pool initialized database 50
2024-01-15T10:01:00Z WARN High memory usage detected api 85
2024-01-15T10:01:30Z ERROR Query timeout database SELECT * FROM users 5000
2024-01-15T10:02:00Z INFO Request received api GET /api/users 123

Real-World Patterns

Here are some patterns you'll use frequently in practice:

# Stream processing (tail -f, kubectl logs, etc.)
kubectl logs -f deployment/api | kelora -f json -l error

# Multiple files - track which files have errors
kelora -f json logs/*.log --metrics \
  --exec 'if e.level == "ERROR" { track_count(meta.filename) }'

# Time-based filtering
kelora -f combined access.log --since "1 hour ago" --until "10 minutes ago"

# Extract prefixes (Docker Compose, systemd, etc.)
docker compose logs | kelora --extract-prefix container -f json

# Auto-detect format and output brief values only
kelora -f auto mixed.log -k timestamp,level,message -b

# Custom timestamp formats
kelora -f line app.log --ts-format "%d/%b/%Y:%H:%M:%S" --ts-field timestamp

Quick Reference Cheat Sheet

Input Formats

-f json         # JSON lines (or use -j shortcut)
-f logfmt       # key=value format
-f combined     # Apache/Nginx access logs
-f syslog       # Syslog format
-f csv          # CSV with header
-f line         # Plain text (default)
-f auto         # Auto-detect by content

Display Modifiers

-b              # Brief: values only, no field names
-c              # Core: timestamp + level + message only
-k level,msg    # Keys: show only these fields (in this order)
-K password,ip  # Exclude: hide these fields

Level Filtering

-l error,warn   # Include: show only these levels
-L debug,trace  # Exclude: hide these levels

Output Formats

-F default      # Pretty key='value' with colors (default)
-F json         # JSON lines (or use -J shortcut)
-F csv          # CSV with header
-F logfmt       # Logfmt key=value
-F inspect      # Debug with types
-F none         # No output (use with --stats)

Understanding the Pipeline Order

Kelora processes your options in this order:

1. Read file      (-f json, -j)
2. Filter levels  (-l error, -L debug)
3. Select fields  (-k, -K, -c)
4. Format output  (-F csv, -J, -b)
5. Write output   (stdout or -o file)

This means:

  • -l filters happen before -k (you can filter on fields you won't see in output)
  • -b affects display, not what gets filtered
  • -F none --stats still processes everything, just doesn't show events

Common Workflows

Error Analysis Pipeline

kelora -j app.log -l error -k timestamp,service,message -F csv -o errors.csv
# Filter → Select fields → Export to CSV → Save to file

Quick Scan (Hide Noise)

kelora -j app.log -L debug,trace -b --take 20
# Exclude verbose levels → Brief output → First 20 events

Investigation Mode (Full Detail)

kelora -j app.log -l warn,error,critical -K password,token
# Show problems → Hide sensitive data → Keep all other fields

Stats-Only Analysis

kelora -j app.log -F none --stats
# No event output → Show processing statistics

When to Use What

Goal Use Example
Find errors fast -l error kelora -j app.log -l error -c
Hide debug spam -L debug,trace kelora -j app.log -L debug
Export to Excel -F csv kelora -j app.log -F csv -o report.csv
Pipe to jq -J kelora -j app.log -J \| jq '.level'
Quick scan -b --take 20 kelora -j app.log -b --take 20
Hide secrets -K password,token kelora -j app.log -K password,apikey
See types -F inspect kelora -j app.log -F inspect

Next Steps

Once you're comfortable with these basics, continue to: