diff --git a/x-pack/legacy/plugins/lens/server/routes/existing_fields.ts b/x-pack/legacy/plugins/lens/server/routes/existing_fields.ts
index fbbcf9973431b..30ded3572cae7 100644
--- a/x-pack/legacy/plugins/lens/server/routes/existing_fields.ts
+++ b/x-pack/legacy/plugins/lens/server/routes/existing_fields.ts
@@ -226,17 +226,15 @@ async function fetchIndexPatternStats({
       match_all: {},
     };
   }
-  const viableFields = fields.filter(
-    f => !f.isScript && !f.isAlias && !metaFields.includes(f.name)
-  );
   const scriptedFields = fields.filter(f => f.isScript);
 
   const result = await client.callAsCurrentUser('search', {
     index,
     body: {
       size: SAMPLE_SIZE,
-      _source: viableFields.map(f => f.name),
       query,
+      // _source is required because we are also providing script fields.
+      _source: '*',
       script_fields: scriptedFields.reduce((acc, field) => {
         acc[field.name] = {
           script: {
diff --git a/x-pack/test/api_integration/apis/lens/existing_fields.ts b/x-pack/test/api_integration/apis/lens/existing_fields.ts
index bceb8250edd2d..cf65e114d3896 100644
--- a/x-pack/test/api_integration/apis/lens/existing_fields.ts
+++ b/x-pack/test/api_integration/apis/lens/existing_fields.ts
@@ -94,6 +94,41 @@ const fieldsWithData = [
   'relatedContent.url.raw',
 ];
 
+const metricBeatData = [
+  '@timestamp',
+  'agent.ephemeral_id',
+  'agent.hostname',
+  'agent.id',
+  'agent.type',
+  'agent.version',
+  'ecs.version',
+  'event.dataset',
+  'event.duration',
+  'event.module',
+  'host.architecture',
+  'host.hostname',
+  'host.id',
+  'host.name',
+  'host.os.build',
+  'host.os.family',
+  'host.os.kernel',
+  'host.os.name',
+  'host.os.platform',
+  'host.os.version',
+  'metricset.name',
+  'service.type',
+  'system.cpu.cores',
+  'system.cpu.idle.pct',
+  'system.cpu.iowait.pct',
+  'system.cpu.irq.pct',
+  'system.cpu.nice.pct',
+  'system.cpu.softirq.pct',
+  'system.cpu.steal.pct',
+  'system.cpu.system.pct',
+  'system.cpu.total.pct',
+  'system.cpu.user.pct',
+];
+
 // eslint-disable-next-line import/no-default-export
 export default ({ getService }: FtrProviderContext) => {
   const esArchiver = getService('esArchiver');
@@ -124,6 +159,20 @@ export default ({ getService }: FtrProviderContext) => {
         expect(body.existingFieldNames.sort()).to.eql(fieldsWithData.sort());
       });
 
+      it('should succeed for thousands of fields', async () => {
+        const { body } = await supertest
+          .get(
+            `/api/lens/existing_fields/${encodeURIComponent(
+              'metricbeat-*'
+            )}?fromDate=${TEST_START_TIME}&toDate=${TEST_END_TIME}`
+          )
+          .set(COMMON_HEADERS)
+          .expect(200);
+
+        expect(body.indexPatternTitle).to.eql('metricbeat-*');
+        expect(body.existingFieldNames.sort()).to.eql(metricBeatData.sort());
+      });
+
       it('should throw a 404 for a non-existent index', async () => {
         await supertest
           .get(
diff --git a/x-pack/test/functional/es_archives/visualize/default/data.json b/x-pack/test/functional/es_archives/visualize/default/data.json
index aa3428b62a636..b9a6e2346b482 100644
--- a/x-pack/test/functional/es_archives/visualize/default/data.json
+++ b/x-pack/test/functional/es_archives/visualize/default/data.json
@@ -19,6 +19,129 @@
   }
 }
 
+{
+  "type": "doc",
+  "value": {
+    "index": "metricbeat-7",
+    "id": "asdf",
+    "source": {
+      "@timestamp" : "2015-09-20T21:43:43.104Z",
+      "event" : {
+        "dataset" : "system.cpu",
+        "module" : "system",
+        "duration" : 34818
+      },
+      "metricset" : {
+        "name" : "cpu"
+      },
+      "service" : {
+        "type" : "system"
+      },
+      "system" : {
+        "cpu" : {
+          "system" : {
+            "pct" : 0.16
+          },
+          "idle" : {
+            "pct" : 10.5088
+          },
+          "irq" : {
+            "pct" : 0
+          },
+          "cores" : 12,
+          "total" : {
+            "pct" : 1.4912
+          },
+          "iowait" : {
+            "pct" : 0
+          },
+          "softirq" : {
+            "pct" : 0
+          },
+          "user" : {
+            "pct" : 1.3312
+          },
+          "nice" : {
+            "pct" : 0
+          },
+          "steal" : {
+            "pct" : 0
+          }
+        }
+      },
+      "ecs" : {
+        "version" : "1.0.1"
+      },
+      "host" : {
+        "name" : "my-host-name.local",
+        "os" : {
+          "name" : "Mac OS X",
+          "kernel" : "",
+          "build" : "",
+          "platform" : "darwin",
+          "version" : "",
+          "family" : "darwin"
+        },
+        "id" : "",
+        "hostname" : "my-host-name.local",
+        "architecture" : "x86_64"
+      },
+      "agent" : {
+        "id" : "aaaaa",
+        "version" : "7.6.0",
+        "type" : "metricbeat",
+        "ephemeral_id" : "bbbbb",
+        "hostname" : "my-host-name.local"
+      }
+    }
+  }
+}
+
+{
+  "type": "doc",
+  "value": {
+    "index" : ".kibana",
+    "id" : "index-pattern:metricbeat-*",
+    "type": "_doc",
+    "source" : {
+      "index-pattern" : {
+        "fieldFormatMap" : "{\"aerospike.namespace.device.available.pct\":{\"id\":\"percent\",\"params\":{}},\"aerospike.namespace.device.free.pct\":{\"id\":\"percent\",\"params\":{}},\"aerospike.namespace.device.total.bytes\":{\"id\":\"bytes\",\"params\":{}},\"aerospike.namespace.device.used.bytes\":{\"id\":\"bytes\",\"params\":{}},\"aerospike.namespace.memory.free.pct\":{\"id\":\"percent\",\"params\":{}},\"aerospike.namespace.memory.used.data.bytes\":{\"id\":\"bytes\",\"params\":{}},\"aerospike.namespace.memory.used.index.bytes\":{\"id\":\"bytes\",\"params\":{}},\"aerospike.namespace.memory.used.sindex.bytes\":{\"id\":\"bytes\",\"params\":{}},\"aerospike.namespace.memory.used.total.bytes\":{\"id\":\"bytes\",\"params\":{}},\"aws.ec2.diskio.read.bytes\":{\"id\":\"bytes\",\"params\":{}},\"aws.ec2.diskio.write.bytes\":{\"id\":\"bytes\",\"params\":{}},\"aws.ec2.network.in.bytes\":{\"id\":\"bytes\",\"params\":{}},\"aws.ec2.network.out.bytes\":{\"id\":\"bytes\",\"params\":{}},\"aws.rds.cpu.total.pct\":{\"id\":\"percent\",\"params\":{}},\"aws.rds.disk_usage.bin_log.bytes\":{\"id\":\"bytes\",\"params\":{}},\"aws.rds.free_local_storage.bytes\":{\"id\":\"bytes\",\"params\":{}},\"aws.rds.free_storage.bytes\":{\"id\":\"bytes\",\"params\":{}},\"aws.rds.freeable_memory.bytes\":{\"id\":\"bytes\",\"params\":{}},\"aws.rds.latency.commit\":{\"id\":\"duration\",\"params\":{}},\"aws.rds.latency.ddl\":{\"id\":\"duration\",\"params\":{}},\"aws.rds.latency.dml\":{\"id\":\"duration\",\"params\":{}},\"aws.rds.latency.insert\":{\"id\":\"duration\",\"params\":{}},\"aws.rds.latency.read\":{\"id\":\"duration\",\"params\":{}},\"aws.rds.latency.select\":{\"id\":\"duration\",\"params\":{}},\"aws.rds.latency.update\":{\"id\":\"duration\",\"params\":{}},\"aws.rds.latency.write\":{\"id\":\"duration\",\"params\":{}},\"aws.rds.replica_lag.sec\":{\"id\":\"duration\",\"params\":{}},\"aws.rds.swap_usage.bytes\":{\"id\":\"bytes\",\"params\":{}},\"aws.rds.volume_used.bytes\":{\"id\":\"bytes\",\"params\":{}},\"aws.s3_daily_storage.bucket.size.bytes\":{\"id\":\"bytes\",\"params\":{}},\"aws.s3_request.downloaded.bytes\":{\"id\":\"bytes\",\"params\":{}},\"aws.s3_request.latency.first_byte.ms\":{\"id\":\"duration\",\"params\":{}},\"aws.s3_request.latency.total_request.ms\":{\"id\":\"duration\",\"params\":{}},\"aws.s3_request.requests.select_returned.bytes\":{\"id\":\"bytes\",\"params\":{}},\"aws.s3_request.requests.select_scanned.bytes\":{\"id\":\"bytes\",\"params\":{}},\"aws.s3_request.uploaded.bytes\":{\"id\":\"bytes\",\"params\":{}},\"aws.sqs.oldest_message_age.sec\":{\"id\":\"duration\",\"params\":{}},\"aws.sqs.sent_message_size.bytes\":{\"id\":\"bytes\",\"params\":{}},\"ceph.cluster_disk.available.bytes\":{\"id\":\"bytes\",\"params\":{}},\"ceph.cluster_disk.total.bytes\":{\"id\":\"bytes\",\"params\":{}},\"ceph.cluster_disk.used.bytes\":{\"id\":\"bytes\",\"params\":{}},\"ceph.cluster_status.degraded.ratio\":{\"id\":\"percent\",\"params\":{}},\"ceph.cluster_status.misplace.ratio\":{\"id\":\"percent\",\"params\":{}},\"ceph.cluster_status.pg.avail_bytes\":{\"id\":\"bytes\",\"params\":{}},\"ceph.cluster_status.pg.data_bytes\":{\"id\":\"bytes\",\"params\":{}},\"ceph.cluster_status.pg.total_bytes\":{\"id\":\"bytes\",\"params\":{}},\"ceph.cluster_status.pg.used_bytes\":{\"id\":\"bytes\",\"params\":{}},\"ceph.cluster_status.traffic.read_bytes\":{\"id\":\"bytes\",\"params\":{}},\"ceph.cluster_status.traffic.write_bytes\":{\"id\":\"bytes\",\"params\":{}},\"ceph.monitor_health.store_stats.log.bytes\":{\"id\":\"bytes\",\"params\":{}},\"ceph.monitor_health.store_stats.misc.bytes\":{\"id\":\"bytes\",\"params\":{}},\"ceph.monitor_health.store_stats.sst.bytes\":{\"id\":\"bytes\",\"params\":{}},\"ceph.monitor_health.store_stats.total.bytes\":{\"id\":\"bytes\",\"params\":{}},\"ceph.osd_df.available.bytes\":{\"id\":\"bytes\",\"params\":{}},\"ceph.osd_df.total.byte\":{\"id\":\"bytes\",\"params\":{}},\"ceph.osd_df.used.byte\":{\"id\":\"bytes\",\"params\":{}},\"ceph.osd_df.used.pct\":{\"id\":\"percent\",\"params\":{}},\"ceph.pool_disk.stats.available.bytes\":{\"id\":\"bytes\",\"params\":{}},\"ceph.pool_disk.stats.used.bytes\":{\"id\":\"bytes\",\"params\":{}},\"client.bytes\":{\"id\":\"bytes\",\"params\":{}},\"client.nat.port\":{\"id\":\"string\",\"params\":{}},\"client.port\":{\"id\":\"string\",\"params\":{}},\"coredns.stats.dns.request.duration.ns.sum\":{\"id\":\"duration\",\"params\":{}},\"couchbase.bucket.data.used.bytes\":{\"id\":\"bytes\",\"params\":{}},\"couchbase.bucket.disk.used.bytes\":{\"id\":\"bytes\",\"params\":{}},\"couchbase.bucket.memory.used.bytes\":{\"id\":\"bytes\",\"params\":{}},\"couchbase.bucket.quota.ram.bytes\":{\"id\":\"bytes\",\"params\":{}},\"couchbase.bucket.quota.use.pct\":{\"id\":\"percent\",\"params\":{}},\"couchbase.cluster.hdd.free.bytes\":{\"id\":\"bytes\",\"params\":{}},\"couchbase.cluster.hdd.quota.total.bytes\":{\"id\":\"bytes\",\"params\":{}},\"couchbase.cluster.hdd.total.bytes\":{\"id\":\"bytes\",\"params\":{}},\"couchbase.cluster.hdd.used.by_data.bytes\":{\"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+        "timeFieldName" : "@timestamp",
+        "title" : "metricbeat-*"
+      },
+      "type" : "index-pattern",
+      "migrationVersion" : {
+        "index-pattern" : "7.6.0"
+      },
+      "updated_at" : "2020-01-22T15:34:59.061Z"
+    }
+  }
+}
+
+{
+  "type": "doc",
+  "value": {
+    "type": "_doc",
+    "index" : ".kibana",
+    "type": "doc",
+    "id" : "custom-space:index-pattern:metricbeat-*",
+    "source" : {
+      "index-pattern" : {
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+        "timeFieldName" : "@timestamp",
+        "title" : "metricbeat-*"
+      },
+      "type" : "index-pattern",
+      "migrationVersion" : {
+        "index-pattern" : "7.6.0"
+      },
+      "updated_at" : "2020-01-22T15:34:59.061Z"
+    }
+  }
+}
+
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