diff --git a/erizo/src/erizo/rtp/QualityManager.cpp b/erizo/src/erizo/rtp/QualityManager.cpp
index f57ed3a627..7cb5c14995 100644
--- a/erizo/src/erizo/rtp/QualityManager.cpp
+++ b/erizo/src/erizo/rtp/QualityManager.cpp
@@ -109,6 +109,11 @@ void QualityManager::calculateMaxActiveLayer() {
       break;
     }
   }
+  stats_->getNode()["qualityLayers"].insertStat("maxActiveSpatialLayer",
+      CumulativeStat{static_cast<uint64_t>(max_active_spatial_layer_)});
+  stats_->getNode()["qualityLayers"].insertStat("maxActiveTemporalLayer",
+      CumulativeStat{static_cast<uint64_t>(max_active_temporal_layer_)});
+
   max_active_spatial_layer_ = max_active_spatial_layer;
   max_active_temporal_layer_ = max_active_temporal_layer;
 }
@@ -134,6 +139,7 @@ bool QualityManager::isInMaxLayer() {
 
 void QualityManager::forceLayers(int spatial_layer, int temporal_layer) {
   forced_layers_ = true;
+  padding_enabled_ = false;
   spatial_layer_ = spatial_layer;
   temporal_layer_ = temporal_layer;
 }
@@ -142,11 +148,15 @@ void QualityManager::setSpatialLayer(int spatial_layer) {
   if (!forced_layers_) {
     spatial_layer_ = spatial_layer;
   }
+  stats_->getNode()["qualityLayers"].insertStat("selectedSpatialLayer",
+      CumulativeStat{static_cast<uint64_t>(spatial_layer_)});
 }
 void QualityManager::setTemporalLayer(int temporal_layer) {
   if (!forced_layers_) {
     temporal_layer_ = temporal_layer;
   }
+  stats_->getNode()["qualityLayers"].insertStat("selectedTemporalLayer",
+      CumulativeStat{static_cast<uint64_t>(temporal_layer_)});
 }
 
 }  // namespace erizo
diff --git a/erizo/src/erizo/rtp/RtpPaddingGeneratorHandler.cpp b/erizo/src/erizo/rtp/RtpPaddingGeneratorHandler.cpp
index c79265e815..5a3b3e451e 100644
--- a/erizo/src/erizo/rtp/RtpPaddingGeneratorHandler.cpp
+++ b/erizo/src/erizo/rtp/RtpPaddingGeneratorHandler.cpp
@@ -24,7 +24,6 @@ RtpPaddingGeneratorHandler::RtpPaddingGeneratorHandler(std::shared_ptr<erizo::Cl
   last_rate_calculation_time_{clock_->now()}, started_at_{clock_->now()},
   enabled_{false}, first_packet_received_{false},
   marker_rate_{std::chrono::milliseconds(100), 20, 1., clock_},
-  padding_bitrate_{std::chrono::milliseconds(100), 10, 8., clock_},
   rtp_header_length_{12} {}
 
 
@@ -41,6 +40,8 @@ void RtpPaddingGeneratorHandler::notifyUpdate() {
     video_sink_ssrc_ = connection_->getVideoSinkSSRC();
     audio_source_ssrc_ = connection_->getAudioSinkSSRC();
     stats_ = pipeline->getService<Stats>();
+    stats_->getNode()["total"].insertStat("paddingBitrate",
+        MovingIntervalRateStat{std::chrono::milliseconds(100), 10, 8., clock_});
   }
 
   auto quality_manager = pipeline->getService<QualityManager>();
@@ -91,7 +92,7 @@ void RtpPaddingGeneratorHandler::sendPaddingPacket(std::shared_ptr<dataPacket> p
   RtpHeader *rtp_header = reinterpret_cast<RtpHeader*>(padding_packet->data);
 
   rtp_header->setSeqNumber(sequence_number.output);
-  padding_bitrate_ += padding_packet->length;
+  stats_->getNode()["total"]["paddingBitrate"] += padding_packet->length;
 
   getContext()->fireWrite(padding_packet);
 }
@@ -151,7 +152,7 @@ void RtpPaddingGeneratorHandler::recalculatePaddingRate() {
   last_rate_calculation_time_ = clock_->now();
 
   int64_t total_bitrate = getStat("bitrateCalculated");
-  int64_t padding_bitrate = padding_bitrate_.value();
+  int64_t padding_bitrate = stats_->getNode()["total"]["paddingBitrate"].value();
   int64_t media_bitrate = std::max(total_bitrate - padding_bitrate, int64_t(0));
 
   uint64_t target_bitrate = getTargetBitrate();
diff --git a/erizo/src/erizo/rtp/RtpPaddingGeneratorHandler.h b/erizo/src/erizo/rtp/RtpPaddingGeneratorHandler.h
index acc38f6cba..9f781e4c60 100644
--- a/erizo/src/erizo/rtp/RtpPaddingGeneratorHandler.h
+++ b/erizo/src/erizo/rtp/RtpPaddingGeneratorHandler.h
@@ -61,7 +61,6 @@ class RtpPaddingGeneratorHandler: public Handler {
   bool enabled_;
   bool first_packet_received_;
   MovingIntervalRateStat marker_rate_;
-  MovingIntervalRateStat padding_bitrate_;
   uint32_t rtp_header_length_;
 };
 
diff --git a/erizo/src/erizo/rtp/RtpRetransmissionHandler.cpp b/erizo/src/erizo/rtp/RtpRetransmissionHandler.cpp
index 43eee21280..edbfcd3db4 100644
--- a/erizo/src/erizo/rtp/RtpRetransmissionHandler.cpp
+++ b/erizo/src/erizo/rtp/RtpRetransmissionHandler.cpp
@@ -21,6 +21,7 @@ void RtpRetransmissionHandler::notifyUpdate() {
   auto pipeline = getContext()->getPipelineShared();
   if (pipeline && !connection_) {
     connection_ = pipeline->getService<WebRtcConnection>().get();
+    stats_ = pipeline->getService<Stats>();
   }
 }
 
@@ -63,6 +64,12 @@ void RtpRetransmissionHandler::read(Context *ctx, std::shared_ptr<dataPacket> pa
             if (recovered.get()) {
               RtpHeader *recovered_head = reinterpret_cast<RtpHeader*> (recovered->data);
               if (recovered_head->getSeqNumber() == seq_num) {
+                if (!stats_->getNode()["total"].hasChild("rtxBitrate")) {
+                  stats_->getNode()["total"].insertStat("rtxBitrate",
+                      MovingIntervalRateStat{std::chrono::milliseconds(100),
+                      30, 8.});
+                }
+                stats_->getNode()["total"]["rtxBitrate"] += recovered->length;
                 getContext()->fireWrite(recovered);
                 continue;
               }
diff --git a/erizo/src/erizo/rtp/RtpRetransmissionHandler.h b/erizo/src/erizo/rtp/RtpRetransmissionHandler.h
index 100b19a3b4..9267c8ed42 100644
--- a/erizo/src/erizo/rtp/RtpRetransmissionHandler.h
+++ b/erizo/src/erizo/rtp/RtpRetransmissionHandler.h
@@ -35,6 +35,7 @@ class RtpRetransmissionHandler : public Handler {
   WebRtcConnection *connection_;
   std::vector<std::shared_ptr<dataPacket>> audio_;
   std::vector<std::shared_ptr<dataPacket>> video_;
+  std::shared_ptr<Stats> stats_;
 };
 }  // namespace erizo
 
diff --git a/erizo/src/test/rtp/QualityManagerTest.cpp b/erizo/src/test/rtp/QualityManagerTest.cpp
index 7e59865aa4..4400c0c839 100644
--- a/erizo/src/test/rtp/QualityManagerTest.cpp
+++ b/erizo/src/test/rtp/QualityManagerTest.cpp
@@ -158,6 +158,7 @@ TEST_F(QualityManagerTest, shouldNotGoToHigherLayerInEarlierThanInterval) {
   const int kArbitrarySpatialLayer = 1;
   const int kArbitraryTemporalLayer = 1;
 
+  quality_manager->notifyQualityUpdate();
   quality_manager->setSpatialLayer(kBaseSpatialLayer);
   quality_manager->setTemporalLayer(kBaseTemporalLayer);
 
@@ -173,6 +174,7 @@ TEST_F(QualityManagerTest, shouldSwitchLayerImmediatelyWhenLayerIsGone) {
   const int kArbitrarySpatialLayer = 1;
   const int kArbitraryTemporalLayer = 1;
 
+  quality_manager->notifyQualityUpdate();
   quality_manager->setSpatialLayer(kArbitrarySpatialLayer);
   quality_manager->setTemporalLayer(kArbitraryTemporalLayer);
 
@@ -188,6 +190,7 @@ TEST_F(QualityManagerTest, shouldStickToForcedLayer) {
   const int kArbitrarySpatialLayer = 1;
   const int kArbitraryTemporalLayer = 1;
 
+  quality_manager->notifyQualityUpdate();
   quality_manager->forceLayers(kBaseSpatialLayer, kBaseTemporalLayer);
   quality_manager->setSpatialLayer(kArbitrarySpatialLayer);
   quality_manager->setSpatialLayer(kArbitraryTemporalLayer);