fix: stop retrying 429s caused by Fabric capacity limits

core/src/main/scala/com/microsoft/azure/synapse/ml/io/http/HTTPClients.scala

@@ -7,6 +7,7 @@ import com.microsoft.azure.synapse.ml.logging.SynapseMLLogging
 import org.apache.commons.io.IOUtils
 import org.apache.http.client.config.RequestConfig
 import org.apache.http.client.methods.{CloseableHttpResponse, HttpPost, HttpRequestBase}
+import org.apache.http.entity.BufferedHttpEntity
 import org.apache.http.impl.client.{CloseableHttpClient, HttpClientBuilder}
 import org.apache.http.impl.conn.PoolingHttpClientConnectionManager
 import org.apache.spark.injections.UDFUtils
@@ -104,17 +105,37 @@ object HandlingUtils extends SparkLogging {
         case 201 => true
         case 202 => true
         case 429 =>
-          Option(response.getFirstHeader("Retry-After"))
-            .foreach { h =>
-              logInfo(s"waiting ${h.getValue} on ${
-                request match {
-                  case p: HttpPost => p.getURI + "   " +
-                    Try(IOUtils.toString(p.getEntity.getContent, "UTF-8")).getOrElse("")
-                  case _ => request.getURI
-                }
-              }")
+          // Inspect body to distinguish capacity errors from transient rate limits.
+          // Guard with Content-Length cap to avoid buffering unexpectedly large payloads.
+          val MaxInspectionBytes = 1024 * 1024L
+          val bodyStr = Option(response.getEntity).flatMap { entity =>
+            val contentLength = entity.getContentLength
+            if (contentLength > MaxInspectionBytes) {
+              None
+            } else {
+              response.setEntity(new BufferedHttpEntity(entity))
+              Option(response.getEntity)
+                .flatMap(e => Try(IOUtils.toString(e.getContent, "UTF-8")).toOption)
             }
-          false
+          }.getOrElse("")
+          if (bodyStr.contains("CapacityLimitExceeded")) {
+            // Fabric capacity-exceeded 429s are NOT transient rate limits —
+            // retrying will not help and causes hangs
+            logWarning(s"Capacity limit exceeded (non-retryable 429) on ${request.getURI}")
+            true
+          } else {
+            Option(response.getFirstHeader("Retry-After"))
+              .foreach { h =>
+                logInfo(s"waiting ${h.getValue} on ${
+                  request match {
+                    case p: HttpPost => p.getURI + "   " +
+                      Try(IOUtils.toString(p.getEntity.getContent, "UTF-8")).getOrElse("")
+                    case _ => request.getURI
+                  }
+                }")
+              }
+            false
+          }
         case code =>
           logWarning(s"got error  $code: ${response.getStatusLine.getReasonPhrase} on ${
             request match {

core/src/test/scala/com/microsoft/azure/synapse/ml/io/split1/VerifySendWithRetries.scala

@@ -273,6 +273,130 @@ class VerifySendWithRetries extends TestBase {
     }
   }
 
+  test("429 with CapacityLimitExceeded body is not retried") {
+    val port = getFreePort
+    val requestCount = new AtomicInteger(0)
+    val capacityBody =
+      """{"error":{"code":"CapacityLimitExceeded","message":"Serverless capacity limit exceeded"}}"""
+    val server = startServer(port) { exchange =>
+      val n = requestCount.incrementAndGet()
+      if (n == 1) {
+        respond(exchange, 429, capacityBody)
+      } else {
+        respond(exchange, 200, """{"ok":true}""")
+      }
+    }
+    try {
+      val client = HttpClients.createDefault()
+      val request = new HttpGet(s"http://localhost:$port/test")
+      val response = HandlingUtils.sendWithRetries(
+        client, request, Array(100, 100, 100))
+      val code = response.getStatusLine.getStatusCode
+      response.close()
+      client.close()
+
+      assert(code === 429, "Capacity-exceeded 429 should be returned immediately, not retried")
+      assert(requestCount.get() === 1, "Should not retry on CapacityLimitExceeded")
+    } finally {
+      server.stop(0)
+    }
+  }
+
+  test("429 with CapacityLimitExceeded ignores Retry-After header") {
+    val port = getFreePort
+    val requestCount = new AtomicInteger(0)
+    val capacityBody =
+      """{"error":{"code":"CapacityLimitExceeded","message":"Serverless capacity limit exceeded"}}"""
+    val server = startServer(port) { exchange =>
+      val n = requestCount.incrementAndGet()
+      if (n == 1) {
+        respond(exchange, 429, capacityBody, headers = Map("Retry-After" -> "5"))
+      } else {
+        respond(exchange, 200, """{"ok":true}""")
+      }
+    }
+    try {
+      val client = HttpClients.createDefault()
+      val request = new HttpGet(s"http://localhost:$port/test")
+      val start = System.currentTimeMillis()
+      val response = HandlingUtils.sendWithRetries(
+        client, request, Array(100, 100, 100))
+      val elapsed = System.currentTimeMillis() - start
+      val code = response.getStatusLine.getStatusCode
+      response.close()
+      client.close()
+
+      assert(code === 429, "Capacity-exceeded should not retry even with Retry-After")
+      assert(requestCount.get() === 1, "Should not retry on CapacityLimitExceeded")
+      // Verify we didn't sleep for the 5s Retry-After
+      assert(elapsed < 4000, s"Should ignore Retry-After and return quickly, took ${elapsed}ms")
+    } finally {
+      server.stop(0)
+    }
+  }
+
+  test("429 with non-capacity error body still retries normally") {
+    val port = getFreePort
+    val requestCount = new AtomicInteger(0)
+    val rateLimitBody = """{"error":{"code":"RateLimitExceeded","message":"Too many requests"}}"""
+    val server = startServer(port) { exchange =>
+      val n = requestCount.incrementAndGet()
+      if (n <= 2) {
+        respond(exchange, 429, rateLimitBody)
+      } else {
+        respond(exchange, 200, """{"ok":true}""")
+      }
+    }
+    try {
+      val client = HttpClients.createDefault()
+      val request = new HttpGet(s"http://localhost:$port/test")
+      val response = HandlingUtils.sendWithRetries(
+        client, request, Array(100, 100, 100))
+      val code = response.getStatusLine.getStatusCode
+      response.close()
+      client.close()
+
+      assert(code === 200, "Non-capacity 429 should still retry and eventually succeed")
+      assert(requestCount.get() === 3, "Should have retried past the rate-limit 429s")
+    } finally {
+      server.stop(0)
+    }
+  }
+
+  test("429 with CapacityLimitExceeded and chunked encoding (no Content-Length) is not retried") {
+    val port = getFreePort
+    val requestCount = new AtomicInteger(0)
+    val capacityBody =
+      """{"error":{"code":"CapacityLimitExceeded","message":"Serverless capacity limit exceeded"}}"""
+    val server = startServer(port) { exchange =>
+      val n = requestCount.incrementAndGet()
+      if (n == 1) {
+        // Send with Content-Length = 0 (chunked) to simulate no Content-Length header
+        exchange.sendResponseHeaders(429, 0)
+        val os = exchange.getResponseBody
+        os.write(capacityBody.getBytes("UTF-8"))
+        os.close()
+        exchange.close()
+      } else {
+        respond(exchange, 200, """{"ok":true}""")
+      }
+    }
+    try {
+      val client = HttpClients.createDefault()
+      val request = new HttpGet(s"http://localhost:$port/test")
+      val response = HandlingUtils.sendWithRetries(
+        client, request, Array(100, 100, 100))
+      val code = response.getStatusLine.getStatusCode
+      response.close()
+      client.close()
+
+      assert(code === 429, "Chunked capacity-exceeded 429 should be returned immediately")
+      assert(requestCount.get() === 1, "Should not retry on chunked CapacityLimitExceeded")
+    } finally {
+      server.stop(0)
+    }
+  }
+
   test("429 with Retry-After 0 means retry immediately") {
     val port = getFreePort
     val requestCount = new AtomicInteger(0)