How to Extract Drums From a Song

Stem splitter mixer showing an isolated drum stem soloed to extract drums from a song

To extract drums from a song, load the track into a free AI stem splitter, let it separate the audio into four stems, then solo the drum stem and save it. It runs entirely in your browser on a file you already have — no account, no upload, and your audio never leaves your device. The whole thing takes a few minutes, most of which is the AI doing the work while you wait.

That isolated drum stem is what producers chop into breaks, what drummers study to learn a groove by ear, and what anyone can turn into a drumless practice track.

What you'll need

  • An audio file you already have — MP3, WAV, FLAC, or M4A.
  • A desktop or laptop browser. The AI model runs on your own CPU, so a phone will struggle with a full-length track.
  • On the very first run, a working connection so the model can download once (tens of megabytes). After that it's cached, and your song is never sent anywhere.

Steps to isolate the drums from a song

  1. Open the stem splitter and drop in your file. Drag the track onto the dropzone or click to browse. MP3, WAV, FLAC, and M4A are all accepted.
  2. Let it separate into four stems. The AI stem splitter (one open-source separation model, HTDemucs, running through onnxruntime-web in your browser) splits the song into Vocals, Drums, Bass, and Other. On your first ever run it downloads the model first; every run after that skips straight to processing. This is fast, local, and free — but not instant, since the separation actually runs on your machine and shows real progress as it goes.
  3. Solo the drum stem. When the mixer appears you get a play/pause transport and one row per stem, each with a Solo button, a Mute button, a volume slider, and a Save button. Click Solo on the Drums row to hear the kit on its own. Hit play and check it's the section you want.
  4. Save the drum stem. Click Save on the Drums row. The export format is selectable — WAV (lossless, the default) is best if you're going to chop it or process it further, MP3 for a quick reference, and FLAC if you want lossless in a smaller file.
  5. Clear it when you're done. Use Reset workspace to drop the current song and start fresh with another track.

That's the whole flow. If you want the bigger picture on how the four-stem split works, the guide on how to split a song into stems covers the model and each stem in more depth, and how to extract a bassline from a song applies the same steps to the low end.

What to do with the isolated drum track

Getting the drum stem is the means, not the end. Here's where it usually goes.

Sample and chop the drum break

A clean drum break is the raw material behind countless tracks. Once you've soloed and saved the Drums stem, trim it to the exact bar or phrase you want with the audio cutter to pull a tight loop, then drop it into your DAW or sampler to chop and rearrange. From there it's a one-shot bank or a loop like any other — the cut a sample or loop from a song guide walks through getting clean loop points, and how to make a remix using stems shows how the drum stem sits alongside the others in a rebuild.

Make a drumless practice track

For the opposite of a break — a track to play along to with the drums removed — mute the Drums stem, keep the other three playing, and you have a drum-free backing track to practice over. Solo the Drums instead and you get a drums-only click to lock in with. The mixer lets you audition either version before you save, so you can check the balance first.

Study and transcribe the groove

An isolated drum track is far easier to learn by ear than a full mix, where guitars and vocals crowd the kit. If a fill is too quick to follow, load the saved stem into the speed changer and slow it down — it changes tempo without shifting pitch, so the groove stays intact while you work out exactly what the hands and feet are doing. Slow it, catch the pattern, bring it back up. It's the fastest way to transcribe a beat note for note.

Why the drum stem sometimes bleeds

AI separation is good, not flawless. On some songs the isolated drums will carry a faint ghost of a bassline, a synth stab, or a bit of "other" bleeding in — and cymbals and hi-hats are the usual trouble spot, because their bright, broadband wash overlaps whatever else lives up in the high frequencies. This isn't a bug in the tool; it's the nature of the source material.

How cleanly a drum stem separates depends heavily on the mix itself: a punchy, well-recorded acoustic kit with room to breathe separates far more cleanly than a dense, heavily compressed master where percussion and everything else are glued together. The rundown on why some songs separate cleaner than others explains what makes a mix cooperate. If your result is bleedy, the most reliable fix is to try a different source file — a higher-quality version of the same song, or a sparser section of the arrangement. For a broader look at what these tools can and can't do, see the roundup of free stem separation tools, and how to isolate an instrument from a song covers the same approach for melodic parts.

Frequently asked questions

Is it free to extract drums from a song? Yes. The stem splitter on Vocal Cut is free and unlimited, with no account and no signup. There's no paywall on the number of songs, no watermark on the saved stem, and no premium tier gating the drums. The only one-time cost is bandwidth: the first time you use it, the AI model downloads to your browser and is then cached for every run after.

Does the song get uploaded anywhere? No. All the separation runs locally in your browser on your own device, and your audio never leaves it — there's no server doing the processing. The only thing that downloads is the AI model itself, once, on your first run. After that the whole workflow, including loading your file and saving the drum stem, happens on your machine with nothing sent out.

What format should I save the drum stem in? Save as WAV if you plan to chop it, sample it, or process it further — it's lossless, so nothing degrades before your next edit. Choose MP3 for a small reference file to listen back to, or FLAC when you want lossless quality in a smaller file. All three are available on the Drums row's Save button, so you can export whichever suits your next step.

Why do the cymbals and hi-hats still bleed into other stems? Because cymbals and hi-hats are bright and broadband, their energy overlaps the same high frequencies as other instruments, so the AI can't always split them perfectly and a little bleed is normal on some tracks. It varies with the mix — a clean, open kit separates better than a dense, heavily compressed master. Trying a higher-quality file or a sparser section usually helps.

Can I make a drumless track from a song? Yes. Instead of soloing the drums, click Mute on the Drums row and leave the other three stems playing — that gives you a drum-free version to play along to. You can audition it with the transport before you save, then export the mix. Soloing the Drums stem instead gives you the drums on their own for a break or a click track.