diff --git a/crates/iceberg/src/io/storage_azdls.rs b/crates/iceberg/src/io/storage_azdls.rs
index b61ecd9af8..7294896551 100644
--- a/crates/iceberg/src/io/storage_azdls.rs
+++ b/crates/iceberg/src/io/storage_azdls.rs
@@ -80,7 +80,7 @@ pub(crate) fn azdls_config_parse(mut properties: HashMap<String, String>) -> Res
         config.account_key = Some(account_key);
     }
 
-    if let Some(sas_token) = properties.remove(ADLS_SAS_TOKEN) {
+    if let Some(sas_token) = find_sas_token(&properties, config.account_name.as_deref()) {
         config.sas_token = Some(sas_token);
     }
 
@@ -103,6 +103,38 @@ pub(crate) fn azdls_config_parse(mut properties: HashMap<String, String>) -> Res
     Ok(config)
 }
 
+/// Finds the appropriate SAS token from properties based on account name.
+///
+/// Strategy:
+/// 1. If account name is known, search for keys matching `adls.sas-token.<account_name>` prefix
+/// 2. If not found, fall back to searching for keys matching `adls.sas-token` prefix
+/// 3. Return the shortest matching key (least specific)
+/// 4. Trim leading '?' from the token if present
+fn find_sas_token(
+    properties: &HashMap<String, String>,
+    account_name: Option<&str>,
+) -> Option<String> {
+    // Helper function to search for token with a given prefix
+    let find_with_prefix = |prefix: &str| {
+        properties
+            .iter()
+            .filter(|(key, _)| key.as_str() == prefix || key.starts_with(&format!("{}.", prefix)))
+            .min_by_key(|(key, _)| key.len())
+            .map(|(_, value)| value.strip_prefix('?').unwrap_or(value).to_string())
+    };
+
+    // Try account-specific prefix first if account name is known, then fall back to base
+    if let Some(account) = account_name {
+        let account_prefix = format!("{}.{}", ADLS_SAS_TOKEN, account);
+        if let Some(token) = find_with_prefix(&account_prefix) {
+            return Some(token);
+        }
+    }
+
+    // Fall back to base prefix (adls.sas-token)
+    find_with_prefix(ADLS_SAS_TOKEN)
+}
+
 /// Builds an OpenDAL operator from the AzdlsConfig and path.
 ///
 /// The path is expected to include the scheme in a format like:
@@ -331,24 +363,19 @@ fn validate_storage_and_scheme(
     scheme_str: &str,
 ) -> Result<AzureStorageScheme> {
     let scheme = scheme_str.parse::<AzureStorageScheme>()?;
-    match scheme {
-        AzureStorageScheme::Abfss | AzureStorageScheme::Abfs => {
-            ensure_data_valid!(
-                storage_service == "dfs",
-                "AzureStoragePath: Unexpected storage service for abfs[s]: {}",
-                storage_service
-            );
-            Ok(scheme)
-        }
-        AzureStorageScheme::Wasbs | AzureStorageScheme::Wasb => {
-            ensure_data_valid!(
-                storage_service == "blob",
-                "AzureStoragePath: Unexpected storage service for wasb[s]: {}",
-                storage_service
-            );
-            Ok(scheme)
-        }
-    }
+    // Azure actually is oblivious to what we use for the scheme here.
+    // It actually supports both dfs and blob endpoints for all storage kinds.
+    // We should route those to different OpenDAL operators, but given that we don't
+    // do that today but map both schemes/endpoints to the same ADLS OpenDAL operator
+    // (which uses dfs endpoint), we might as well accept wasb URL for dfs endpoint,
+    // and abfs URL for blob endpoint. Especially since some implementations (e.g. Snowflake)
+    // always use abfs in URL, regardless of the endpoint.
+    ensure_data_valid!(
+        storage_service == "dfs" || storage_service == "blob",
+        "AzureStoragePath: Unexpected storage service for abfs[s]: {}",
+        storage_service
+    );
+    Ok(scheme)
 }
 
 #[cfg(test)]
@@ -423,6 +450,67 @@ mod tests {
                     ..Default::default()
                 }),
             ),
+            (
+                "account-specific SAS token with full domain",
+                HashMap::from([
+                    (
+                        super::ADLS_ACCOUNT_NAME.to_string(),
+                        "azteststorage".to_string(),
+                    ),
+                    (
+                        "adls.sas-token.azteststorage.blob.core.windows.net".to_string(),
+                        "token-full".to_string(),
+                    ),
+                    (
+                        "adls.sas-token.azteststorage".to_string(),
+                        "token-account".to_string(),
+                    ),
+                ]),
+                Some(AzdlsConfig {
+                    account_name: Some("azteststorage".to_string()),
+                    sas_token: Some("token-account".to_string()), // Should pick the shorter one
+                    ..Default::default()
+                }),
+            ),
+            (
+                "account-specific SAS token with only full domain",
+                HashMap::from([
+                    (
+                        super::ADLS_ACCOUNT_NAME.to_string(),
+                        "myaccount".to_string(),
+                    ),
+                    (
+                        "adls.sas-token.myaccount.blob.core.windows.net".to_string(),
+                        "token-specific".to_string(),
+                    ),
+                ]),
+                Some(AzdlsConfig {
+                    account_name: Some("myaccount".to_string()),
+                    sas_token: Some("token-specific".to_string()),
+                    ..Default::default()
+                }),
+            ),
+            (
+                "SAS token without account name picks shortest",
+                HashMap::from([
+                    (
+                        super::ADLS_SAS_TOKEN.to_string(),
+                        "token-generic".to_string(),
+                    ),
+                    (
+                        "adls.sas-token.someaccount".to_string(),
+                        "token-account".to_string(),
+                    ),
+                    (
+                        "adls.sas-token.someaccount.blob.core.windows.net".to_string(),
+                        "token-specific".to_string(),
+                    ),
+                ]),
+                Some(AzdlsConfig {
+                    sas_token: Some("token-generic".to_string()), // Should pick the shortest one
+                    ..Default::default()
+                }),
+            ),
         ];
 
         for (name, properties, expected) in test_cases {