Audacity in CTF: Audio Forensics Techniques and Common Challenge Patterns


What Is Audacity?

Audacity is a free, open-source digital audio editor widely used in CTF (Capture The Flag) competitions for audio forensics, signal analysis, and data extraction.
It is especially powerful for challenges in:

  • Forensics
  • OSINT
  • Miscellaneous (MISC)
  • Steganography
  • Reverse engineering

Audacity provides a visual waveform editor, spectrogram tools, filters, and a wide range of sound processing features. Many CTF flags are hidden in audio files using simple or creative techniques that Audacity can expose.


Basic Usage for CTF

1. Open an Audio File

Audacity supports:

  • WAV
  • MP3
  • OGG
  • FLAC
  • AAC
  • RAW formats (with correct settings)

Simply drag the file into the window or use File → Import → Audio.


2. Switch to Spectrogram View

Spectrogram view reveals frequencies, which often hide visual patterns.

Track → Spectrogram → Spectrogram Settings…

Or toggle:

Click ▼ next to track name → Spectrogram

3. Adjust Spectrogram Settings

Important for improving visibility:

  • Range: 0–8000 Hz (or higher for encoded data)
  • Window size: 2048 or 4096
  • Color Range: 60–90 dB

These settings often reveal hidden text, QR codes, or shapes in the spectrogram.


4. Analyze Waveform Directly

Switch back to waveform if needed:

Click ▼ → Waveform

Zooming in can reveal:

  • Morse code
  • Binary pulses
  • Amplitude-modulated patterns
  • Reversed audio

5. Apply Filters & Effects

Useful filters:

  • Normalize (makes quiet signals visible)
  • Amplify (boosts hidden sounds)
  • High Pass / Low Pass Filter (remove noise to reveal tones)
  • Noise Reduction
  • Reverse (frequent trick)
  • Change Speed / Tempo (decode slowed/speeded signals)

How Audacity Is Used in CTF Challenges

1. Hidden Spectrogram Images

Most common.

CTF creators embed:

  • text
  • flags
  • barcodes
  • coordinates
  • shapes
  • memes

…into frequency spectrograms using tools like Sonic Visualizer or directly coding the waveform.

Solution:

  1. Switch to Spectrogram
  2. Adjust color + range
  3. Zoom out until image appears

2. Morse Code Hidden in Audio

Waveforms often contain:

  • short = dot
  • long = dash

You may need to:

  • amplify
  • reduce noise
  • slow down

Decode manually or with a Morse tool.


3. Binary Encoded in Beeps or Clicks

Two-tone encoding or amplitude-based binary:

  • High tone = 1
  • Low tone = 0
  • Loud = 1
  • Soft = 0

Convert manually after identifying patterns.


4. Reversed Audio

The challenge may sound normal but contains reversed speech.

Fix:

Effect → Reverse

5. Speed / Pitch Manipulation

Common trick to obscure speech.

Try:

  • Change Tempo
  • Change Speed
  • Change Pitch

Example:

Effect → Change Speed → 50%

6. DTMF Tones (telephone keypad tones)

Each button has two frequencies.

Use spectrogram to identify the pair:

  • Frequencies → keypad digits → decode sequence → flag

7. SSTV (Slow-Scan Television) encoded images

Audio contains SSTV signals.

Steps:

  1. Export audio
  2. Decode with qsstv, rx-sstv, or online tools

Often reveals:

  • QR codes
  • Flags written as images

8. Hidden audio in channels

Stereo files may hide:

  • left-only data
  • right-only data
  • phase cancellation signals

Solution:

Split Stereo Track
Mute one channel at a time

Or:

Tracks → Mix → Mix and Render

9. LSB Steganography in WAV

Sometimes bits are hidden in the least significant bits.

Audacity itself can’t decode LSB, but you can visualize strange noise patterns and export the file for stego tools (e.g., stegolsb, wavsteg).


Common Patterns Used in CTF Problems

PatternExampleHow Audacity Helps
Spectrogram imageFlags, QR codesSwitch to spectrogram view
Morse codeTone beepsDecode from waveform
Binary tonesHigh/low beep patternsExtract bits from amplitude or pitch
Reversed speechBackwards messageEffect → Reverse
Hidden audio channelsLeft/right differenceSplit stereo
SSTV signalsImage encoded in audioDecode via SSTV
DTMF dialingPhone tonesIdentify frequency pairs
Speed manipulationFast/slow audioChange Speed / Tempo
Inverted audioPhase-flippedTry invert or mix tracks

Recommended Workflow for CTF Audio

  1. Open file in Audacity
  2. Check waveform visually
  3. Switch to spectrogram
    • Adjust frequency range
    • Look for hidden shapes
  4. Listen carefully
  5. Try common fixes:
    • Reverse
    • Slow down
    • Noise reduce
    • Normalize/amplify
  6. Inspect stereo channels separately
  7. Export for external tools (if needed)

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