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    <title>topic Request: Audio Features API Access for Academic Research (403 Error) in Spotify for Developers</title>
    <link>https://community.spotify.com/t5/Spotify-for-Developers/Request-Audio-Features-API-Access-for-Academic-Research-403/m-p/7198529#M19019</link>
    <description>&lt;P&gt;Request: Audio Features API Access for Academic Research (403 Error)&lt;BR /&gt;```&lt;/P&gt;&lt;P&gt;**Label:** Click **"Question"**&lt;/P&gt;&lt;P&gt;**Body:** Clear the template text and write:&lt;BR /&gt;```&lt;BR /&gt;Hello,&lt;/P&gt;&lt;P&gt;I am a researcher at the University of Copenhagen conducting academic research on music trends from 2019-2021. I have created an app (Music Research, Client ID: 3368a9aa03ef4a1a8088aba6bb0ff7bc) using the Web API.&lt;/P&gt;&lt;P&gt;Issue:&lt;BR /&gt;- Successfully authenticated with SpotifyOAuth&lt;BR /&gt;- Can retrieve track metadata (track name, artist, album, popularity)&lt;BR /&gt;- Receiving 403 Forbidden errors when attempting to access Audio Features API endpoint&lt;BR /&gt;- Error: "HTTP Error for GET to &lt;A href="https://api.spotify.com/v1/audio-features/?ids=" target="_blank" rel="noopener"&gt;https://api.spotify.com/v1/audio-features/?ids=&lt;/A&gt;..."&lt;/P&gt;&lt;P&gt;I need access to audio features (danceability, energy, valence, tempo, etc.) for approximately 1,400 tracks for my research.&lt;/P&gt;&lt;P&gt;Questions:&lt;BR /&gt;1. How can I request extended quota/permissions to access audio features?&lt;BR /&gt;2. Is there a special approval process for academic research projects?&lt;BR /&gt;3. Are there restrictions on Development Mode apps accessing audio features?&lt;/P&gt;&lt;P&gt;Thank you for your assistance!&lt;/P&gt;&lt;P&gt;Plan: Free&lt;BR /&gt;Country: Sweden&lt;BR /&gt;Device: Windows PC&lt;BR /&gt;Operating System: Windows 11&lt;/P&gt;</description>
    <pubDate>Sat, 01 Nov 2025 09:31:33 GMT</pubDate>
    <dc:creator>sarabehnamian</dc:creator>
    <dc:date>2025-11-01T09:31:33Z</dc:date>
    <item>
      <title>Request: Audio Features API Access for Academic Research (403 Error)</title>
      <link>https://community.spotify.com/t5/Spotify-for-Developers/Request-Audio-Features-API-Access-for-Academic-Research-403/m-p/7198529#M19019</link>
      <description>&lt;P&gt;Request: Audio Features API Access for Academic Research (403 Error)&lt;BR /&gt;```&lt;/P&gt;&lt;P&gt;**Label:** Click **"Question"**&lt;/P&gt;&lt;P&gt;**Body:** Clear the template text and write:&lt;BR /&gt;```&lt;BR /&gt;Hello,&lt;/P&gt;&lt;P&gt;I am a researcher at the University of Copenhagen conducting academic research on music trends from 2019-2021. I have created an app (Music Research, Client ID: 3368a9aa03ef4a1a8088aba6bb0ff7bc) using the Web API.&lt;/P&gt;&lt;P&gt;Issue:&lt;BR /&gt;- Successfully authenticated with SpotifyOAuth&lt;BR /&gt;- Can retrieve track metadata (track name, artist, album, popularity)&lt;BR /&gt;- Receiving 403 Forbidden errors when attempting to access Audio Features API endpoint&lt;BR /&gt;- Error: "HTTP Error for GET to &lt;A href="https://api.spotify.com/v1/audio-features/?ids=" target="_blank" rel="noopener"&gt;https://api.spotify.com/v1/audio-features/?ids=&lt;/A&gt;..."&lt;/P&gt;&lt;P&gt;I need access to audio features (danceability, energy, valence, tempo, etc.) for approximately 1,400 tracks for my research.&lt;/P&gt;&lt;P&gt;Questions:&lt;BR /&gt;1. How can I request extended quota/permissions to access audio features?&lt;BR /&gt;2. Is there a special approval process for academic research projects?&lt;BR /&gt;3. Are there restrictions on Development Mode apps accessing audio features?&lt;/P&gt;&lt;P&gt;Thank you for your assistance!&lt;/P&gt;&lt;P&gt;Plan: Free&lt;BR /&gt;Country: Sweden&lt;BR /&gt;Device: Windows PC&lt;BR /&gt;Operating System: Windows 11&lt;/P&gt;</description>
      <pubDate>Sat, 01 Nov 2025 09:31:33 GMT</pubDate>
      <guid>https://community.spotify.com/t5/Spotify-for-Developers/Request-Audio-Features-API-Access-for-Academic-Research-403/m-p/7198529#M19019</guid>
      <dc:creator>sarabehnamian</dc:creator>
      <dc:date>2025-11-01T09:31:33Z</dc:date>
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