Internal Experience & Spotify Specialist

haminuit

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Hi everyone,

Years ago, I was already registered here and closely followed the discussions about streaming. Since then, I had the opportunity to work in the music industry and see from the inside how a very large distributor that I cannot name operates. In particular, I got insights into their anti-fraud section and how these systems work.

I also studied in detail how Spotify (and other platforms like Tidal, Apple, Amazon…) detect fake streams – and more importantly, how to bypass these systems.

Today, I mainly specialize in Spotify, since that’s where I have the most data and experience.

If you have any questions, feel free to ask.
 
Hi everyone,

Years ago, I was already registered here and closely followed the discussions about streaming. Since then, I had the opportunity to work in the music industry and see from the inside how a very large distributor that I cannot name operates. In particular, I got insights into their anti-fraud section and how these systems work.

I also studied in detail how Spotify (and other platforms like Tidal, Apple, Amazon…) detect fake streams – and more importantly, how to bypass these systems.

Today, I mainly specialize in Spotify, since that’s where I have the most data and experience.

If you have any questions, feel free to ask.
How do I set up a simple system, my friend?
 
The setup itself is actually very simple to implement. However, for the system to work, you need to maintain a minimum ratio between the number of listeners and the number of streams in order to properly monetize a track. It’s also important to note that in most cases, it’s the distributor who scans for fake streams first, not Spotify. By the time Spotify detects a fake stream, it’s usually already too late.
 
Are you using bot or farm device for streaming? How to make the system as human behaviour?
 
Hi everyone,

Years ago, I was already registered here and closely followed the discussions about streaming. Since then, I had the opportunity to work in the music industry and see from the inside how a very large distributor that I cannot name operates. In particular, I got insights into their anti-fraud section and how these systems work.

I also studied in detail how Spotify (and other platforms like Tidal, Apple, Amazon…) detect fake streams – and more importantly, how to bypass these systems.

Today, I mainly specialize in Spotify, since that’s where I have the most data and experience.

If you have any questions, feel free to ask.
Thanks for sharing your background
sounds like you’ve got solid insider knowledge. I'd be curious to know: what are the most common triggers that flag streams as fake on Spotify? And how do you approach keeping stream sources looking organic?
 
How do you get people to listen to your music? My songs are good but people don't know that :(
 
Utilisez-vous un robot ou un appareil de ferme pour le streaming ? Comment adapter le système au comportement humain ?
Thanks for sharing your background
sounds like you’ve got solid insider knowledge. I'd be curious to know: what are the most common triggers that flag streams as fake on Spotify? And how do you approach keeping stream sources looking organic?
A lot of people believe that Spotify, Tidal, or YouTube Music are heavily investing in fake stream detection. The reality is different.
These platforms don’t spend much on that themselves – instead, they put huge pressure on distributors (TuneCore, DistroKid, CD Baby, Ditto, Amuse, Feiyr, etc.).

The deal is simple:
If a distributor doesn’t invest enough in anti-fraud, Spotify or Tidal threaten to cut their aggregation.
And without aggregation, the distributor can’t deliver music to those platforms anymore.

So the real problem isn’t Spotify directly, but the anti-fraud budget of your distributor.
Each distributor has its own tolerance level, depending on how much they spend on detection tools.
Some react immediately and delete at the slightest suspicion.
Others, especially bigger ones handling large volumes, turn a blind eye as long as it doesn’t risk their partnership.

In short: the risk doesn’t come from the platforms themselves, but from your distributor’s anti-fraud system. That’s the weak link you need to analyze first.
 
A lot of people believe that Spotify, Tidal, or YouTube Music are heavily investing in fake stream detection. The reality is different.
These platforms don’t spend much on that themselves – instead, they put huge pressure on distributors (TuneCore, DistroKid, CD Baby, Ditto, Amuse, Feiyr, etc.).

The deal is simple:
If a distributor doesn’t invest enough in anti-fraud, Spotify or Tidal threaten to cut their aggregation.
And without aggregation, the distributor can’t deliver music to those platforms anymore.

So the real problem isn’t Spotify directly, but the anti-fraud budget of your distributor.
Each distributor has its own tolerance level, depending on how much they spend on detection tools.
Some react immediately and delete at the slightest suspicion.
Others, especially bigger ones handling large volumes, turn a blind eye as long as it doesn’t risk their partnership.

In short: the risk doesn’t come from the platforms themselves, but from your distributor’s anti-fraud system. That’s the weak link you need to analyze first.
Exactly, that’s a key point many overlook. The platforms rely heavily on distributors to manage fraud detection, and their varying policies create inconsistencies. So, understanding your distributor’s approach and anti-fraud measures is crucial to avoid issues with fake streams and maintain your music’s integrity. Thanks
 
Can your Spotify tricks be applied to niche genres too, or just mainstream?
 
Vos astuces Spotify peuvent-elles également être appliquées à des genres de niche, ou simplement au grand public ?
It’s not about real, established artists. They already have organic traffic, so it’s easy to dilute fake streams in the crowd. This is mainly for the “shadow artists” created only to generate streams, where everything is fake from A to Z – and that’s much harder to hide.
 
Hey, I’m looking for some guidance on boosting Spotify engagement. I’ve got an artist with a strong real-life following in Thailand, and from what I see, a lot of Thai artists with big numbers are running heavy bots.
We have found private thai distributors, is it a good idea to sign up and give that a try?

I tested a small local SMM boost just to see results one track was on DistroKid (got taken down), the other on Empire (still up, ratios look decent). I hit pause because I don’t want to risk the distro deal.

do you think these Thai-style boosts are worth it, or should I stay away completely? And are you open for consultation?
 
Here's my latest (quarterly) shoot.
To be clear, I have nothing to sell.
I'm just here to share and flex a little.
A huge thank you to the Black Hat community who taught me everything for free in 2017.
After all the waves of bans back then, we all went our own way... this is where mine has led me today. Respect to everyone who keeps moving forward.photo_2025-09-06_00-22-01.jpg

Hey, I’m looking for some guidance on boosting Spotify engagement. I’ve got an artist with a strong real-life following in Thailand, and from what I see, a lot of Thai artists with big numbers are running heavy bots.
We have found private thai distributors, is it a good idea to sign up and give that a try?

I tested a small local SMM boost just to see results one track was on DistroKid (got taken down), the other on Empire (still up, ratios look decent). I hit pause because I don’t want to risk the distro deal.

do you think these Thai-style boosts are worth it, or should I stay away completely? And are you open for consultation?
If your artist already has a strong real audience in Thailand, I recommend working with small independent farms specialized in geo-targeted plays. This is what helps maximize the streams.

I also want to point something out (even if it might upset some people):
LOCAL SMM is truly effective only for already established artists or for very large catalogs.
In the label industry, SMM is mainly used to wake up the Spotify algorithm and push a track into trending — not to directly generate “trackmoney

Exactly, that’s a key point many overlook. The platforms rely heavily on distributors to manage fraud detection, and their varying policies create inconsistencies. So, understanding your distributor’s approach and anti-fraud measures is crucial to avoid issues with fake streams and maintain your music’s integrity. Thanks
If you're sure of your setup, it's a bit like walking through a park and finding a ticket on the ground.
But in this park, there's a security guard (Distrokid, Amuse, CD Baby, etc.)
If he sees you, he can react in one of three ways
he doesn't care,
he takes his share,
or he reports you.

Then it's up to you to choose the right park where you plant your seed.
 
Good to see you share your experience on the Spotify side. Fraud detection systems are always a hot topic. In your opinion, what’s the main metric they focus on these days? Is it IP, device fingerprint, listening time, or are there other stronger signals?
 
Hi everyone,

Years ago, I was already registered here and closely followed the discussions about streaming. Since then, I had the opportunity to work in the music industry and see from the inside how a very large distributor that I cannot name operates. In particular, I got insights into their anti-fraud section and how these systems work.

I also studied in detail how Spotify (and other platforms like Tidal, Apple, Amazon…) detect fake streams – and more importantly, how to bypass these systems.

Today, I mainly specialize in Spotify, since that’s where I have the most data and experience.

If you have any questions, feel free to ask.
Thanks for sharing your experience. From your perspective, is there still a safe and reliable way to scale streams without triggering Spotify’s detection systems?
 
Voici mon dernier tournage (trimestriel).
Pour être clair, je n’ai rien à vendre.
Je suis juste ici pour partager et faire preuve d'un peu de souplesse.
Un immense merci à la communauté Black Hat qui m'a tout appris gratuitement en 2017.
Après toutes les vagues d'interdictions de l'époque, chacun a suivi sa propre voie… et c'est là que la mienne m'a dominé aujourd'hui. Respect à tous ceux qui continuent d'avancer.


Si votre artiste bénéficie déjà d'un public réel et solide en Thaïlande, je vous recommande de travailler avec de petites plateformes indépendantes spécialisées dans les diffusions géolocalisées. Cela permet d'optimiser les flux.

Je tiens également à souligner quelque chose (même si cela peut en contrarier certaines) :
Le SMM LOCAL n'est vraiment efficace que pour les artistes déjà établis ou pour les très gros catalogues.
Dans l'industrie des labels, le SMM est principalement utilisé pour réveiller l'algorithme de Spotify et propulser un morceau dans les tendances, et non pour générer directement du « trackmoney ».


Si vous êtes de votre configuration, c'est un peu comme marcher dans un parc et trouver un ticket sûr par terre.
Mais dans ce parc, il y a un agent de sécurité (Distrokid, Amuse, CD Baby, etc.)
S'il vous voit, il peut réagir de trois manières différentes.
il s'en fiche,
il prend sa part,
ou il vous dénonce.

Ensuite, c'est à vous de choisir le bon parc où vous plantez votre graine.

Good to see you share your experience on the Spotify side. Fraud detection systems are always a hot topic. In your opinion, what’s the main metric they focus on these days? Is it IP, device fingerprint, listening time, or are there other stronger signals?
What you need to understand is that Spotify, Tidal & co don’t have the same anti-fraud system as distributors. Sending 1M premium streams to Spotify is fairly easy if you know your way around proxies, virtualization, Python, ChatGPT, etc. The real problem starts when your distributor receives those 5k. That’s when the real game begins. Some people have even specialized in opening so-called ‘SAFE’
 
Ciao a tutti,

Anni fa ero già iscritto qui e seguivo da vicino le discussioni sullo streaming. Da allora, ho avuto l'opportunità di lavorare nell'industria musicale e di vedere dall'interno come opera un distributore molto grande di cui non posso fare il nome. In particolare, ho avuto modo di approfondire la loro sezione antifrode e il funzionamento di questi sistemi.

Ho anche studiato in dettaglio come Spotify (e altre piattaforme come Tidal, Apple, Amazon...) rilevano gli streaming falsi e, cosa ancora più importante, come aggirare questi sistemi.

Oggi mi specializzo principalmente su Spotify, perché è lì che ho più dati ed esperienza.

Se avete domande, non esitate a chiedere.
Hi! Nice to meet you! What you're sharing seems really interesting! I'd love to know what kind of VPN or what kind of procy you use! :) What would you recommend for 500 Spotify devices running 24/7 to avoid detection?
 
Do not use a VPN. You can use rotating 4G or residential proxies. You can mix. However, if you use a UK proxy, for example, make sure that the Spotify account is itself UK.
 
Hi! Thanks for your information! You're very kind! Can you recommend a reliable site to buy residential 4Go proxies in rotation? Thank you!
 
There are a lot of proxy providers even on the forum market but not all of them have the same options so it depends on your configuration but it is very easy to find
 
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