diff --git a/CHANGELOG.md b/CHANGELOG.md
index b0bb8f1282e01..a4cf7b6070a89 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -69,6 +69,7 @@
 ##### Fixes
 * [5685](https://github.com/grafana/loki/pull/5685) **chaudum**: Assert that push values tuples consist of string values
 ##### Changes
+* [6063](https://github.com/grafana/loki/pull/6063) **slim-bean**: Changes tailing API responses to not split a stream when using parsers in the query
 * [6042](https://github.com/grafana/loki/pull/6042) **slim-bean**: Add a new configuration to allow fudging of ingested timestamps to guarantee sort order of duplicate timestamps at query time.
 * [5777](https://github.com/grafana/loki/pull/5777) **tatchiuleung**: storage: make Azure blobID chunk delimiter configurable
 * [5650](https://github.com/grafana/loki/pull/5650) **cyriltovena**: Remove more chunkstore and schema version below v9
diff --git a/docs/sources/upgrading/_index.md b/docs/sources/upgrading/_index.md
index 4b012c2b7bb74..5dc4f8dfabd8e 100644
--- a/docs/sources/upgrading/_index.md
+++ b/docs/sources/upgrading/_index.md
@@ -31,6 +31,30 @@ The output is incredibly verbose as it shows the entire internal config struct u
 
 ## Main / Unreleased
 
+### Loki
+
+#### Tail API no longer creates multiple streams when using parsers.
+
+We expect this change to be non-impactful however it is a breaking change to existing behavior. 
+
+This change would likely only affect anyone who's doing machine to machine type work with Loki's tail API 
+and is expecting a parser in a query to alter the streams in a tail response.
+
+Prior to this change a tail request with a parser (e.g. json, logfmt, regexp, pattern) would split the 
+incoming log stream into multiple streams based on the extracted labels after running the parser.
+
+[PR 6063](https://github.com/grafana/loki/pull/6063) changes this behavior 
+to no longer split incoming streams when using a parser in the query, instead Loki will return exactly
+the same streams with and without a parser in the query.
+
+We found a significant performance impact when using parsers on live tailing queries which would 
+result in turning a single stream with multiple entries into multiple streams with single entries.
+Often leading to the case where the tailing client could not keep up with the number of streams
+being pushed and tailing logs being dropped.
+
+This change will have no impact on viewing the tail output from Grafana or logcli. 
+Parsers can still be used to do filtering and reformatting of live tailed log lines.
+
 ## 2.5.0
 
 ### Loki
diff --git a/pkg/ingester/tailer.go b/pkg/ingester/tailer.go
index 4d034d7acb37b..4a16f155de47f 100644
--- a/pkg/ingester/tailer.go
+++ b/pkg/ingester/tailer.go
@@ -28,8 +28,7 @@ type tailer struct {
 	id          uint32
 	orgID       string
 	matchers    []*labels.Matcher
-	pipeline    syntax.Pipeline
-	expr        syntax.Expr
+	expr        syntax.LogSelectorExpr
 	pipelineMtx sync.Mutex
 
 	sendChan chan *logproto.Stream
@@ -52,7 +51,9 @@ func newTailer(orgID, query string, conn TailServer, maxDroppedStreams int) (*ta
 	if err != nil {
 		return nil, err
 	}
-	pipeline, err := expr.Pipeline()
+	// Make sure we can build a pipeline. The stream processing code doesn't have a place to handle
+	// this error so make sure we handle it here.
+	_, err = expr.Pipeline()
 	if err != nil {
 		return nil, err
 	}
@@ -61,7 +62,6 @@ func newTailer(orgID, query string, conn TailServer, maxDroppedStreams int) (*ta
 	return &tailer{
 		orgID:             orgID,
 		matchers:          matchers,
-		pipeline:          pipeline,
 		sendChan:          make(chan *logproto.Stream, bufferSizeForTailResponse),
 		conn:              conn,
 		droppedStreams:    make([]*logproto.DroppedStream, 0, maxDroppedStreams),
@@ -121,53 +121,44 @@ func (t *tailer) send(stream logproto.Stream, lbs labels.Labels) {
 		return
 	}
 
-	streams := t.processStream(stream, lbs)
-	if len(streams) == 0 {
-		return
-	}
-	for _, s := range streams {
-		select {
-		case t.sendChan <- s:
-		default:
-			t.dropStream(*s)
-		}
+	processed := t.processStream(stream, lbs)
+	select {
+	case t.sendChan <- processed:
+	default:
+		t.dropStream(stream)
 	}
 }
 
-func (t *tailer) processStream(stream logproto.Stream, lbs labels.Labels) []*logproto.Stream {
+func (t *tailer) processStream(stream logproto.Stream, lbs labels.Labels) *logproto.Stream {
+	// Build a new pipeline for each call because the pipeline builds a cache of labels
+	// and if we don't start with a new pipeline that cache will grow unbounded.
+	// The error is ignored because it would be handled in the constructor of the tailer.
+	pipeline, _ := t.expr.Pipeline()
+
 	// Optimization: skip filtering entirely, if no filter is set
-	if log.IsNoopPipeline(t.pipeline) {
-		return []*logproto.Stream{&stream}
+	if log.IsNoopPipeline(pipeline) {
+		return &stream
 	}
 	// pipeline are not thread safe and tailer can process multiple stream at once.
 	t.pipelineMtx.Lock()
 	defer t.pipelineMtx.Unlock()
 
-	streams := map[uint64]*logproto.Stream{}
-
-	sp := t.pipeline.ForStream(lbs)
+	responseStream := &logproto.Stream{
+		Labels:  stream.Labels,
+		Entries: make([]logproto.Entry, 0, len(stream.Entries)),
+	}
+	sp := pipeline.ForStream(lbs)
 	for _, e := range stream.Entries {
-		newLine, parsedLbs, ok := sp.ProcessString(e.Timestamp.UnixNano(), e.Line)
+		newLine, _, ok := sp.ProcessString(e.Timestamp.UnixNano(), e.Line)
 		if !ok {
 			continue
 		}
-		var stream *logproto.Stream
-		if stream, ok = streams[parsedLbs.Hash()]; !ok {
-			stream = &logproto.Stream{
-				Labels: parsedLbs.String(),
-			}
-			streams[parsedLbs.Hash()] = stream
-		}
-		stream.Entries = append(stream.Entries, logproto.Entry{
+		responseStream.Entries = append(responseStream.Entries, logproto.Entry{
 			Timestamp: e.Timestamp,
 			Line:      newLine,
 		})
 	}
-	streamsResult := make([]*logproto.Stream, 0, len(streams))
-	for _, stream := range streams {
-		streamsResult = append(streamsResult, stream)
-	}
-	return streamsResult
+	return responseStream
 }
 
 // isMatching returns true if lbs matches all matchers.