SUR & SAUDA

Measuring what's working

Music marketing · Module 8 · By Ayush Panda · 21 October 2026 · 3 min read

The short answerIgnore vanity numbers and track the ones that show real fans forming. On Spotify, watch monthly active listeners and super listeners, saves, and streams per listener, as well as where streams come from. On Instagram, watch sends, saves, watch time and reach to non-followers. On YouTube, watch returning viewers and Shorts that drive views of your songs. Write the numbers down once a month, compare releases, and change one thing at a time.

Vanity numbers and useful numbers

Some numbers feel good but don't tell you much. Others show whether real fans are forming.

Feels goodTells you more
Total streamsMonthly active listeners and super listeners
Monthly listenersFollowers gained, and saves
Followers on InstagramSends, saves and reach to non-followers
Views on a ReelAverage watch time, and profile visits after it
Playlist addsWhether those listeners came back

Spotify for Artists

  • Monthly active listeners: people who chose your music on purpose in the last 28 days. This is your core.
  • Super listeners: 15 or more intentional streams in 28 days. Your future ticket buyers.
  • Programmed listeners: heard you on playlists, Radio or Autoplay but never chose you. Useful reach, but not fans yet.
  • Source of streams: how much came from your profile and listeners' own libraries and playlists versus Spotify's playlists and algorithms.
  • Saves and playlist adds for each song.
  • Streams per listener: a simple sign of how many times people come back to a song.
  • Where listeners are: cities and countries, which matter for planning shows.

Spotify says listeners who actively stream a song play that artist's music four times more over the next six months. Converting programmed listeners into active ones is the main job.

Instagram

Mosseri has said watch time, sends per reach and likes per reach matter most to ranking. Track:

  • Sends (shares to DMs) and saves.
  • Average watch time and how many people watched to the end.
  • Reach to non-followers, to see whether you're reaching new people.
  • Follows and profile visits from each post.
  • Link clicks from your bio and stories.

YouTube

In YouTube Studio and Analytics for Artists:

  • Returning viewers versus new viewers.
  • Average view duration on your videos.
  • Which Shorts drove views of your full videos and songs.
  • Top cities and countries.
  • Content ID views and earnings, from your distributor.

Connecting the dots

The hardest question is whether your posts are sending people to stream. Some simple ways to tell:

  • Use one trackable link in your bio and stories, and check clicks.
  • Ask new fans where they found you: in comments, DMs and at shows.
  • Line up the dates: did Spotify active listeners rise in the week after a strong Reel?
  • Change one thing at a time (a new hook style, posting time or format) so you know what made the difference.

A monthly review in 20 minutes

Write these numbers into one sheet on the same day every month:

  1. Spotify: monthly active listeners, super listeners, followers, top song's saves.
  2. Instagram: followers, best post's sends and reach to non-followers.
  3. YouTube: subscribers, views, best Short.
  4. Money: what each platform paid, from your distributor statement and IPRS.
  5. One sentence: what worked, and one thing to try next month.

Over a few releases, the sheet shows you what your audience responds to.

Your checklist

  1. Set up a simple monthly sheet.
  2. Check numbers weekly for four weeks after each release, then monthly.
  3. Track active listeners, saves, sends and watch time, not just totals.
  4. Use a trackable link in your bio.
  5. Change one thing at a time, and write down what happened.

Questions people ask

What's a good save rate on Spotify?

There's no official benchmark, and it varies by genre and source. Compare each release against your own previous ones. A rising share of listeners saving your song is a good sign.

My streams went up but nothing changed. Why?

If the streams came from programmed playlists, Radio or Autoplay, listeners may not have chosen you on purpose. Check whether monthly active listeners, followers and saves rose too.

How do I know if my Instagram posts are driving streams?

Use a trackable link in your bio and stories, ask new listeners where they found you, and watch whether your Spotify active listeners rise after strong posts.

How often should I check my numbers?

Weekly for the first month after a release, then monthly. Checking daily tends to lead to reactive decisions.

Want this applied to your music?

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