diff --git a/tensorflow_io/core/BUILD b/tensorflow_io/core/BUILD
index a7d381034..3563b0432 100644
--- a/tensorflow_io/core/BUILD
+++ b/tensorflow_io/core/BUILD
@@ -744,6 +744,18 @@ cc_binary(
     }),
 )
 
+cc_binary(
+    name = "python/ops/libtensorflow_io_plugins.so",
+    copts = tf_io_copts(),
+    linkshared = 1,
+    deps = select({
+        "//tensorflow_io/core:static_build_on": [],
+        "//conditions:default": [
+            "//tensorflow_io/core/plugins:plugins",
+        ],
+    }),
+)
+
 cc_binary(
     name = "python/ops/libtensorflow_io_golang.so",
     copts = tf_io_copts(),
diff --git a/tensorflow_io/core/plugins/http/BUILD b/tensorflow_io/core/plugins/http/BUILD
index 7570b1c3a..b9bbc9066 100644
--- a/tensorflow_io/core/plugins/http/BUILD
+++ b/tensorflow_io/core/plugins/http/BUILD
@@ -7,15 +7,6 @@ load(
     "tf_io_copts",
 )
 
-cc_binary(
-    name = "_gcs_config_ops.so",
-    copts = tf_io_copts(),
-    linkshared = 1,
-    deps = [
-        ":gcs_config_ops",
-    ],
-)
-
 cc_library(
     name = "http",
     srcs = [