diff --git a/x-pack/plugin/esql/qa/testFixtures/src/main/resources/data/k8s.csv b/x-pack/plugin/esql/qa/testFixtures/src/main/resources/data/k8s.csv
index aef84bd7060bf..725fd07f733cd 100644
--- a/x-pack/plugin/esql/qa/testFixtures/src/main/resources/data/k8s.csv
+++ b/x-pack/plugin/esql/qa/testFixtures/src/main/resources/data/k8s.csv
@@ -1,201 +1,201 @@
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+2024-05-10T00:22:53.000Z,prod,[eu,us],two,10.10.20.33,812,10277,10.75,18.375,true,967,735,2024-05-03T20:24:53.330019055Z,7.3.5,498,[1,7,2],volutpat vestibulum elementum auctor,POINT(38.74 9.03),"POLYGON((38.6399 8.974\,38.6798 8.9583\,38.6828 8.9401\,38.7435 8.9009\,38.747 8.8638\,38.7754 8.8599\,38.7828 8.8353\,38.8004 8.8331\,38.8259 8.8417\,38.8264 8.8807\,38.8714 8.874\,38.8809 8.9187\,38.857 8.9387\,38.8991 8.9357\,38.9081 8.999\,38.8768 9.0839\,38.7949 9.0722\,38.7667 9.0985\,38.6858 9.0733\,38.6694 9.0113\,38.652 9.0087\,38.6579 8.9774\,38.6399 8.974))","POLYGON((2 0\, 3 0\, 3 1\, 2 1\, 2 0)\, (2.4 0.4\, 2.6 0.4\, 2.6 0.6\, 2.4 0.6\, 2.4 0.4))",POINT(8393026.88321721 2257317.0388104157)
+2024-05-10T00:22:54.000Z,qa,[],three,10.10.20.33,972,10797,10.875,18.375,false,1241,1104,2024-04-27T02:24:54.780591621Z,2.7.2,171,6,venenatis augue orci porttitor consequat condimentum mollis ultrices\, suspendisse conubia class vitae,POINT(45.0333 12.8),"POLYGON((45.0013 12.8433\,45.0237 12.8111\,45.0168 12.81\,45.0158 12.8005\,45.0239 12.8101\,45.0403 12.7901\,45.0981 12.9407\,45.0448 12.9399\,45.0319 12.8433\,45.0013 12.8433))","POLYGON((2 2\, 3 2\, 3 3\, 2 3\, 2 2)\, (2.4 2.4\, 2.6 2.4\, 2.6 2.6\, 2.4 2.6\, 2.4 2.4))",POINT(8161539.810548711 7353650.845101996)
+2024-05-10T00:22:59.000Z,qa,[],one,10.10.20.35,206,7286,6.25,112.25,true,1380,1398,2024-03-02T00:49:59.609497396Z,11.4.3,448,,eros donec ullamcorper sociosqu eleifend condimentum orci\, quis maecenas litora congue porttitor velit ornare sociis\, nunc purus consequat quisque,POINT(35.9328 31.9497),"POLYGON((35.8695 31.9418\,35.8748 31.9331\,35.9073 31.9155\,35.9389 31.9031\,35.95 31.9425\,35.9258 31.9673\,35.916 31.9928\,35.9006 31.987\,35.8891 31.9768\,35.8855 31.966\,35.8741 31.973\,35.8698 31.9741\,35.8695 31.9418))","POLYGON((0 2\, 1 2\, 1 3\, 0 3\, 0 2)\, (0.4 2.4\, 0.6 2.4\, 0.6 2.6\, 0.4 2.6\, 0.4 2.4))",POINT(9202465.316351846 7363726.532780712)
diff --git a/x-pack/plugin/esql/qa/testFixtures/src/main/resources/k8s-mappings.json b/x-pack/plugin/esql/qa/testFixtures/src/main/resources/k8s-mappings.json
index bbf54e2f46b86..cdb342855c725 100644
--- a/x-pack/plugin/esql/qa/testFixtures/src/main/resources/k8s-mappings.json
+++ b/x-pack/plugin/esql/qa/testFixtures/src/main/resources/k8s-mappings.json
@@ -18,6 +18,10 @@
         }
       }
     },
+    "region": {
+      "type": "keyword",
+      "time_series_dimension": true
+    },
     "event": {
       "type": "keyword"
     },
diff --git a/x-pack/plugin/esql/qa/testFixtures/src/main/resources/k8s-timeseries-avg-over-time.csv-spec b/x-pack/plugin/esql/qa/testFixtures/src/main/resources/k8s-timeseries-avg-over-time.csv-spec
index b28dfdae4fd17..710c15c03c6b4 100644
--- a/x-pack/plugin/esql/qa/testFixtures/src/main/resources/k8s-timeseries-avg-over-time.csv-spec
+++ b/x-pack/plugin/esql/qa/testFixtures/src/main/resources/k8s-timeseries-avg-over-time.csv-spec
@@ -185,7 +185,7 @@ events:double      | pod:keyword | time_bucket:datetime
 15.746543778801843 | one         | 2024-05-10T00:00:00.000Z
 15.396284829721363 | three       | 2024-05-10T00:00:00.000Z
 15.045454545454547 | three       | 2024-05-10T00:10:00.000Z
-14.199942045783832 | two         | 2024-05-10T00:00:00.000Z
+14.19994204578383  | two         | 2024-05-10T00:00:00.000Z
 11.5               | two         | 2024-05-10T00:20:00.000Z
 ;
 
@@ -235,13 +235,13 @@ sum:double        | pod:keyword | time_bucket:datetime
 
 avg_over_time_nested_expression_in_grouping_with_alias
 required_capability: ts_command_v0
-TS k8s | STATS min = min(avg_over_time(network.bytes_in)) by time_bucket = bucket(date_trunc(2 minutes, @timestamp), 5 minutes) | SORT time_bucket  | LIMIT 5;
+TS k8s | STATS min = min(avg_over_time(network.bytes_in)) by time_bucket = bucket(@timestamp, 5 minutes) | SORT time_bucket  | LIMIT 5;
 
 min:double        | time_bucket:datetime
-382.0416666666667 | 2024-05-10T00:00:00.000Z
-382.0416666666667 | 2024-05-10T00:05:00.000Z
-382.0416666666667 | 2024-05-10T00:10:00.000Z
-382.0416666666667 | 2024-05-10T00:15:00.000Z
-382.0416666666667 | 2024-05-10T00:20:00.000Z
+307.6666666666667 | 2024-05-10T00:00:00.000Z
+194.5             | 2024-05-10T00:05:00.000Z
+46.75             | 2024-05-10T00:10:00.000Z
+260.0             | 2024-05-10T00:15:00.000Z
+174.2             | 2024-05-10T00:20:00.000Z
 
 ;
diff --git a/x-pack/plugin/esql/qa/testFixtures/src/main/resources/k8s-timeseries-irate.csv-spec b/x-pack/plugin/esql/qa/testFixtures/src/main/resources/k8s-timeseries-irate.csv-spec
index caa3caa01f52b..5975575170fab 100644
--- a/x-pack/plugin/esql/qa/testFixtures/src/main/resources/k8s-timeseries-irate.csv-spec
+++ b/x-pack/plugin/esql/qa/testFixtures/src/main/resources/k8s-timeseries-irate.csv-spec
@@ -51,7 +51,7 @@ TS k8s
 
 irate_cost:double  | time_bucket:datetime
 null               | 2024-05-10T00:01:00.000Z
-7.836832264957264  | 2024-05-10T00:09:00.000Z
+7.836832264957265  | 2024-05-10T00:09:00.000Z
 3.590324074074074  | 2024-05-10T00:17:00.000Z
 2.6708333333333334 | 2024-05-10T00:02:00.000Z
 2.2916666666666665 | 2024-05-10T00:08:00.000Z
diff --git a/x-pack/plugin/esql/qa/testFixtures/src/main/resources/k8s-timeseries-rate.csv-spec b/x-pack/plugin/esql/qa/testFixtures/src/main/resources/k8s-timeseries-rate.csv-spec
index 53df5f83bc97d..4a940f2e12350 100644
--- a/x-pack/plugin/esql/qa/testFixtures/src/main/resources/k8s-timeseries-rate.csv-spec
+++ b/x-pack/plugin/esql/qa/testFixtures/src/main/resources/k8s-timeseries-rate.csv-spec
@@ -223,3 +223,22 @@ TS k8s
 
 ;
 
+sum_rate_per_region
+required_capability: ts_command_v0
+required_capability: pack_dimensions_in_ts
+TS k8s
+| STATS rate_bytes_in=avg(rate(network.total_bytes_in)) BY cluster, region, time_bucket = bucket(@timestamp,5minute)
+| SORT rate_bytes_in DESC, time_bucket, cluster | LIMIT 10;
+
+rate_bytes_in:double | cluster:keyword | region:keyword | time_bucket:datetime
+15.025267167998313   | qa              | null           | 2024-05-10T00:15:00.000Z
+13.638384356589611   | qa              | null           | 2024-05-10T00:05:00.000Z
+11.761724575728252   | prod            | [eu, us]       | 2024-05-10T00:15:00.000Z
+7.453275209904956    | qa              | null           | 2024-05-10T00:10:00.000Z
+7.307225056633641    | staging         | us             | 2024-05-10T00:05:00.000Z
+7.203958127639015    | prod            | [eu, us]       | 2024-05-10T00:10:00.000Z
+6.34494062999877     | staging         | us             | 2024-05-10T00:10:00.000Z
+5.700488689624205    | prod            | [eu, us]       | 2024-05-10T00:20:00.000Z
+5.4539153439153445   | prod            | [eu, us]       | 2024-05-10T00:00:00.000Z
+5.241187469367376    | staging         | us             | 2024-05-10T00:00:00.000Z
+;
diff --git a/x-pack/plugin/esql/qa/testFixtures/src/main/resources/k8s-timeseries-sum-over-time.csv-spec b/x-pack/plugin/esql/qa/testFixtures/src/main/resources/k8s-timeseries-sum-over-time.csv-spec
index cea9ef27c656f..9d985ac8ae780 100644
--- a/x-pack/plugin/esql/qa/testFixtures/src/main/resources/k8s-timeseries-sum-over-time.csv-spec
+++ b/x-pack/plugin/esql/qa/testFixtures/src/main/resources/k8s-timeseries-sum-over-time.csv-spec
@@ -220,13 +220,13 @@ sum:long | pod:keyword | time_bucket:datetime
 
 sum_over_time_nested_expression_in_grouping_with_alias
 required_capability: ts_command_v0
-TS k8s | STATS min = min(sum_over_time(network.bytes_in)) by time_bucket = bucket(date_trunc(2 minutes, @timestamp), 5 minutes) | SORT time_bucket  | LIMIT 10;
+TS k8s | STATS min = min(sum_over_time(network.bytes_in)) by time_bucket = bucket(@timestamp, 5 minutes) | SORT time_bucket  | LIMIT 10;
 
 
 min:long | time_bucket:datetime
-6160     | 2024-05-10T00:00:00.000Z
-6160     | 2024-05-10T00:05:00.000Z
-6160     | 2024-05-10T00:10:00.000Z
-6160     | 2024-05-10T00:15:00.000Z
-6160     | 2024-05-10T00:20:00.000Z
+651      | 2024-05-10T00:00:00.000Z
+389      | 2024-05-10T00:05:00.000Z
+187      | 2024-05-10T00:10:00.000Z
+520      | 2024-05-10T00:15:00.000Z
+774      | 2024-05-10T00:20:00.000Z
 ;
diff --git a/x-pack/plugin/esql/qa/testFixtures/src/main/resources/lookup-join.csv-spec b/x-pack/plugin/esql/qa/testFixtures/src/main/resources/lookup-join.csv-spec
index 1bd826b68ff4e..bf3502b866595 100644
--- a/x-pack/plugin/esql/qa/testFixtures/src/main/resources/lookup-join.csv-spec
+++ b/x-pack/plugin/esql/qa/testFixtures/src/main/resources/lookup-join.csv-spec
@@ -4742,7 +4742,7 @@ FROM k8s
 | RENAME network.bytes_in AS language_code
 | WHERE language_code < 10
 | LOOKUP JOIN languages_lookup ON language_code
-| DROP network*, event*
+| DROP network*, event*, region
 | SORT language_code, @timestamp
 ;
 
diff --git a/x-pack/plugin/esql/src/main/java/org/elasticsearch/xpack/esql/action/EsqlCapabilities.java b/x-pack/plugin/esql/src/main/java/org/elasticsearch/xpack/esql/action/EsqlCapabilities.java
index cffbd17244d8c..bb4aeab593317 100644
--- a/x-pack/plugin/esql/src/main/java/org/elasticsearch/xpack/esql/action/EsqlCapabilities.java
+++ b/x-pack/plugin/esql/src/main/java/org/elasticsearch/xpack/esql/action/EsqlCapabilities.java
@@ -1504,7 +1504,14 @@ public enum Cap {
         /**
          * Support for the literal {@code m} suffix as an alias for {@code minute} in temporal amounts.
          */
-        TEMPORAL_AMOUNT_M;
+        TEMPORAL_AMOUNT_M,
+
+        /**
+         * Pack dimension values in TS command
+         */
+        PACK_DIMENSIONS_IN_TS
+
+        ;
 
         private final boolean enabled;
 
diff --git a/x-pack/plugin/esql/src/main/java/org/elasticsearch/xpack/esql/expression/function/scalar/internal/InternalPacks.java b/x-pack/plugin/esql/src/main/java/org/elasticsearch/xpack/esql/expression/function/scalar/internal/InternalPacks.java
new file mode 100644
index 0000000000000..14010cfac299c
--- /dev/null
+++ b/x-pack/plugin/esql/src/main/java/org/elasticsearch/xpack/esql/expression/function/scalar/internal/InternalPacks.java
@@ -0,0 +1,272 @@
+/*
+ * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
+ * or more contributor license agreements. Licensed under the Elastic License
+ * 2.0; you may not use this file except in compliance with the Elastic License
+ * 2.0.
+ */
+
+package org.elasticsearch.xpack.esql.expression.function.scalar.internal;
+
+import org.apache.lucene.util.BytesRef;
+import org.elasticsearch.compute.data.BooleanBlock;
+import org.elasticsearch.compute.data.BytesRefBlock;
+import org.elasticsearch.compute.data.BytesRefVector;
+import org.elasticsearch.compute.data.IntBlock;
+import org.elasticsearch.compute.data.LongBlock;
+import org.elasticsearch.compute.data.OrdinalBytesRefVector;
+import org.elasticsearch.compute.operator.BreakingBytesRefBuilder;
+import org.elasticsearch.compute.operator.DriverContext;
+import org.elasticsearch.compute.operator.topn.TopNEncoder;
+
+final class InternalPacks {
+    private static final TopNEncoder ENCODER = TopNEncoder.DEFAULT_UNSORTABLE;
+    public static final int INITIAL_SIZE_IN_BYTES = 6 * 1024;
+
+    static int estimateForBytesBuilder(int positionCount) {
+        // allocate at least one page for the bytes block builder to avoid copying during resizing
+        return Math.max(INITIAL_SIZE_IN_BYTES, positionCount);
+    }
+
+    static BytesRefBlock packBytesValues(DriverContext driverContext, BytesRefBlock raw) {
+        BytesRefVector vector = raw.asVector();
+        if (vector != null) {
+            OrdinalBytesRefVector ordinals = vector.asOrdinals();
+            if (ordinals != null) {
+                var encoded = packBytesVector(driverContext, ordinals.getDictionaryVector());
+                ordinals.getOrdinalsVector().incRef();
+                return new OrdinalBytesRefVector(ordinals.getOrdinalsVector(), encoded).asBlock();
+            } else {
+                return packBytesVector(driverContext, vector).asBlock();
+            }
+        }
+        int positionCount = raw.getPositionCount();
+        try (
+            var builder = driverContext.blockFactory().newBytesRefBlockBuilder(estimateForBytesBuilder(positionCount));
+            var work = new BreakingBytesRefBuilder(driverContext.breaker(), "pack_dimensions", 1024)
+        ) {
+            BytesRef scratch = new BytesRef();
+            for (int p = 0; p < positionCount; p++) {
+                int valueCount = raw.getValueCount(p);
+                if (valueCount == 0) {
+                    builder.appendNull();
+                    continue;
+                }
+                work.clear();
+                int first = raw.getFirstValueIndex(p);
+                int end = first + valueCount;
+                for (int i = first; i < end; i++) {
+                    raw.getBytesRef(i, scratch);
+                    ENCODER.encodeBytesRef(scratch, work);
+                }
+                builder.appendBytesRef(work.bytesRefView());
+            }
+            return builder.build();
+        }
+    }
+
+    static BytesRefVector packBytesVector(DriverContext driverContext, BytesRefVector encode) {
+        int positionCount = encode.getPositionCount();
+        try (
+            var builder = driverContext.blockFactory().newBytesRefVectorBuilder(estimateForBytesBuilder(positionCount));
+            var work = new BreakingBytesRefBuilder(driverContext.breaker(), "pack_values", 1024)
+        ) {
+            BytesRef scratch = new BytesRef();
+            for (int p = 0; p < positionCount; p++) {
+                ENCODER.encodeBytesRef(encode.getBytesRef(p, scratch), work);
+                builder.appendBytesRef(work.bytesRefView());
+                work.clear();
+            }
+            return builder.build();
+        }
+    }
+
+    static BytesRefBlock unpackBytesValues(DriverContext driverContext, BytesRefBlock encoded) {
+        int positionCount = encoded.getPositionCount();
+        try (var builder = driverContext.blockFactory().newBytesRefBlockBuilder(estimateForBytesBuilder(positionCount));) {
+            BytesRef inScratch = new BytesRef();
+            BytesRef outScratch = new BytesRef();
+            for (int p = 0; p < positionCount; p++) {
+                if (encoded.isNull(p)) {
+                    builder.appendNull();
+                    continue;
+                }
+                BytesRef row = encoded.getBytesRef(p, inScratch);
+                var v = ENCODER.decodeBytesRef(row, outScratch);
+                if (row.length == 0) {
+                    builder.appendBytesRef(v);
+                } else {
+                    builder.beginPositionEntry();
+                    builder.appendBytesRef(v);
+                    while (row.length > 0) {
+                        v = ENCODER.decodeBytesRef(row, outScratch);
+                        builder.appendBytesRef(v);
+                    }
+                    builder.endPositionEntry();
+                }
+            }
+            return builder.build();
+        }
+    }
+
+    static BytesRefBlock packLongValues(DriverContext driverContext, LongBlock raw) {
+        int positionCount = raw.getPositionCount();
+        try (
+            var builder = driverContext.blockFactory().newBytesRefBlockBuilder(estimateForBytesBuilder(positionCount));
+            var work = new BreakingBytesRefBuilder(driverContext.breaker(), "pack_values", 32)
+        ) {
+            for (int p = 0; p < positionCount; p++) {
+                int valueCount = raw.getValueCount(p);
+                if (valueCount == 0) {
+                    builder.appendNull();
+                    continue;
+                }
+                work.clear();
+                int first = raw.getFirstValueIndex(p);
+                if (valueCount == 1) {
+                    ENCODER.encodeLong(raw.getLong(first), work);
+                } else {
+                    int end = first + valueCount;
+                    for (int i = first; i < end; i++) {
+                        ENCODER.encodeLong(raw.getLong(i), work);
+                    }
+                }
+                builder.appendBytesRef(work.bytesRefView());
+            }
+            return builder.build();
+        }
+    }
+
+    static LongBlock unpackLongValues(DriverContext driverContext, BytesRefBlock encoded) {
+        int positionCount = encoded.getPositionCount();
+        try (var builder = driverContext.blockFactory().newLongBlockBuilder(positionCount)) {
+            BytesRef inScratch = new BytesRef();
+            for (int p = 0; p < positionCount; p++) {
+                if (encoded.isNull(p)) {
+                    builder.appendNull();
+                    continue;
+                }
+                BytesRef row = encoded.getBytesRef(p, inScratch);
+                var v = ENCODER.decodeLong(row);
+                if (row.length == 0) {
+                    builder.appendLong(v);
+                } else {
+                    builder.beginPositionEntry();
+                    builder.appendLong(v);
+                    while (row.length > 0) {
+                        builder.appendLong(ENCODER.decodeLong(row));
+                    }
+                    builder.endPositionEntry();
+                }
+            }
+            return builder.build();
+        }
+    }
+
+    static BytesRefBlock packIntValues(DriverContext driverContext, IntBlock raw) {
+        int positionCount = raw.getPositionCount();
+        try (
+            var builder = driverContext.blockFactory().newBytesRefBlockBuilder(estimateForBytesBuilder(positionCount));
+            var work = new BreakingBytesRefBuilder(driverContext.breaker(), "pack_values", 32)
+        ) {
+            for (int p = 0; p < positionCount; p++) {
+                int valueCount = raw.getValueCount(p);
+                if (valueCount == 0) {
+                    builder.appendNull();
+                    continue;
+                }
+                work.clear();
+                int first = raw.getFirstValueIndex(p);
+                if (valueCount == 1) {
+                    ENCODER.encodeInt(raw.getInt(first), work);
+                } else {
+                    int end = first + valueCount;
+                    for (int i = first; i < end; i++) {
+                        ENCODER.encodeInt(raw.getInt(i), work);
+                    }
+                }
+                builder.appendBytesRef(work.bytesRefView());
+            }
+            return builder.build();
+        }
+    }
+
+    static IntBlock unpackIntValues(DriverContext driverContext, BytesRefBlock encoded) {
+        int positionCount = encoded.getPositionCount();
+        try (IntBlock.Builder builder = driverContext.blockFactory().newIntBlockBuilder(positionCount)) {
+            BytesRef inScratch = new BytesRef();
+            for (int p = 0; p < positionCount; p++) {
+                if (encoded.isNull(p)) {
+                    builder.appendNull();
+                    continue;
+                }
+                BytesRef row = encoded.getBytesRef(p, inScratch);
+                int v = ENCODER.decodeInt(row);
+                if (row.length == 0) {
+                    builder.appendInt(v);
+                } else {
+                    builder.beginPositionEntry();
+                    builder.appendInt(v);
+                    while (row.length > 0) {
+                        builder.appendInt(ENCODER.decodeInt(row));
+                    }
+                    builder.endPositionEntry();
+                }
+            }
+            return builder.build();
+        }
+    }
+
+    static BytesRefBlock packBooleanValues(DriverContext driverContext, BooleanBlock raw) {
+        int positionCount = raw.getPositionCount();
+        try (
+            var builder = driverContext.blockFactory().newBytesRefBlockBuilder(positionCount);
+            var work = new BreakingBytesRefBuilder(driverContext.breaker(), "pack_values", 32)
+        ) {
+            for (int p = 0; p < positionCount; p++) {
+                work.clear();
+                int valueCount = raw.getValueCount(p);
+                if (valueCount == 0) {
+                    builder.appendNull();
+                    continue;
+                }
+                int first = raw.getFirstValueIndex(p);
+                if (valueCount == 1) {
+                    ENCODER.encodeBoolean(raw.getBoolean(first), work);
+                } else {
+                    int end = first + valueCount;
+                    for (int i = first; i < end; i++) {
+                        ENCODER.encodeBoolean(raw.getBoolean(i), work);
+                    }
+                }
+                builder.appendBytesRef(work.bytesRefView());
+            }
+            return builder.build();
+        }
+    }
+
+    static BooleanBlock unpackBooleanValues(DriverContext driverContext, BytesRefBlock encoded) {
+        int positionCount = encoded.getPositionCount();
+        try (var builder = driverContext.blockFactory().newBooleanBlockBuilder(positionCount)) {
+            BytesRef inScratch = new BytesRef();
+            for (int p = 0; p < positionCount; p++) {
+                if (encoded.isNull(p)) {
+                    builder.appendNull();
+                    continue;
+                }
+                BytesRef row = encoded.getBytesRef(p, inScratch);
+                boolean v = ENCODER.decodeBoolean(row);
+                if (row.length == 0) {
+                    builder.appendBoolean(v);
+                } else {
+                    builder.beginPositionEntry();
+                    builder.appendBoolean(v);
+                    while (row.length > 0) {
+                        builder.appendBoolean(ENCODER.decodeBoolean(row));
+                    }
+                    builder.endPositionEntry();
+                }
+            }
+            return builder.build();
+        }
+    }
+}
diff --git a/x-pack/plugin/esql/src/main/java/org/elasticsearch/xpack/esql/expression/function/scalar/internal/PackDimension.java b/x-pack/plugin/esql/src/main/java/org/elasticsearch/xpack/esql/expression/function/scalar/internal/PackDimension.java
new file mode 100644
index 0000000000000..424b09130d6a6
--- /dev/null
+++ b/x-pack/plugin/esql/src/main/java/org/elasticsearch/xpack/esql/expression/function/scalar/internal/PackDimension.java
@@ -0,0 +1,121 @@
+/*
+ * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
+ * or more contributor license agreements. Licensed under the Elastic License
+ * 2.0; you may not use this file except in compliance with the Elastic License
+ * 2.0.
+ */
+
+package org.elasticsearch.xpack.esql.expression.function.scalar.internal;
+
+import org.apache.lucene.util.RamUsageEstimator;
+import org.elasticsearch.compute.data.Block;
+import org.elasticsearch.compute.data.BooleanBlock;
+import org.elasticsearch.compute.data.BytesRefBlock;
+import org.elasticsearch.compute.data.ElementType;
+import org.elasticsearch.compute.data.IntBlock;
+import org.elasticsearch.compute.data.LongBlock;
+import org.elasticsearch.compute.data.Page;
+import org.elasticsearch.compute.operator.EvalOperator;
+import org.elasticsearch.core.Releasables;
+import org.elasticsearch.xpack.esql.core.expression.Expression;
+import org.elasticsearch.xpack.esql.core.expression.TypeResolutions;
+import org.elasticsearch.xpack.esql.core.tree.NodeInfo;
+import org.elasticsearch.xpack.esql.core.tree.Source;
+import org.elasticsearch.xpack.esql.core.type.DataType;
+import org.elasticsearch.xpack.esql.expression.function.scalar.UnaryScalarFunction;
+import org.elasticsearch.xpack.esql.planner.PlannerUtils;
+
+import java.util.List;
+import java.util.function.Function;
+
+import static org.elasticsearch.xpack.esql.core.expression.TypeResolutions.ParamOrdinal.DEFAULT;
+import static org.elasticsearch.xpack.esql.core.type.DataType.SOURCE;
+
+/**
+ * An internal convert function that packs dimension values into a single BytesRef
+ */
+public class PackDimension extends UnaryScalarFunction {
+    public PackDimension(Source source, Expression field) {
+        super(source, field);
+    }
+
+    @Override
+    protected TypeResolution resolveType() {
+        return TypeResolutions.isRepresentableExceptCountersDenseVectorAndAggregateMetricDouble(field(), sourceText(), DEFAULT);
+    }
+
+    @Override
+    public String getWriteableName() {
+        throw new UnsupportedOperationException("PackDimension must be used on the coordinator only");
+    }
+
+    @Override
+    public DataType dataType() {
+        return SOURCE;
+    }
+
+    @Override
+    public Expression replaceChildren(List<Expression> newChildren) {
+        return new PackDimension(source(), newChildren.get(0));
+    }
+
+    @Override
+    protected NodeInfo<? extends Expression> info() {
+        return NodeInfo.create(this, PackDimension::new, field());
+    }
+
+    @Override
+    public EvalOperator.ExpressionEvaluator.Factory toEvaluator(ToEvaluator toEvaluator) {
+        ElementType elementType = PlannerUtils.toElementType(field.dataType());
+        return switch (elementType) {
+            case NULL -> EvalOperator.CONSTANT_NULL_FACTORY;
+            case BYTES_REF -> ctx -> new PackValuesEvaluator(
+                toEvaluator.apply(field).get(ctx),
+                block -> InternalPacks.packBytesValues(ctx, (BytesRefBlock) block)
+            );
+            case LONG -> ctx -> new PackValuesEvaluator(
+                toEvaluator.apply(field).get(ctx),
+                block -> InternalPacks.packLongValues(ctx, (LongBlock) block)
+            );
+            case INT -> ctx -> new PackValuesEvaluator(
+                toEvaluator.apply(field).get(ctx),
+                block -> InternalPacks.packIntValues(ctx, (IntBlock) block)
+            );
+            case BOOLEAN -> ctx -> new PackValuesEvaluator(
+                toEvaluator.apply(field).get(ctx),
+                block -> InternalPacks.packBooleanValues(ctx, (BooleanBlock) block)
+            );
+            default -> throw new IllegalStateException("unsupported element type [" + field.dataType() + "]");
+        };
+    }
+
+    record PackValuesEvaluator(EvalOperator.ExpressionEvaluator field, Function<Block, BytesRefBlock> pack)
+        implements
+            EvalOperator.ExpressionEvaluator {
+        static final long BASE_RAM_BYTES_USED = RamUsageEstimator.shallowSizeOfInstance(PackValuesEvaluator.class);
+
+        @Override
+        public BytesRefBlock eval(Page page) {
+            try (var fieldVal = field.eval(page)) {
+                BytesRefBlock result = pack.apply(fieldVal);
+                assert result.doesHaveMultivaluedFields() == false : "packed block must not have multi-valued";
+                return result;
+            }
+        }
+
+        @Override
+        public String toString() {
+            return "PackDimension[field=" + field + "]";
+        }
+
+        @Override
+        public long baseRamBytesUsed() {
+            return BASE_RAM_BYTES_USED + field.baseRamBytesUsed();
+        }
+
+        @Override
+        public void close() {
+            Releasables.close(field);
+        }
+    }
+}
diff --git a/x-pack/plugin/esql/src/main/java/org/elasticsearch/xpack/esql/expression/function/scalar/internal/UnpackDimension.java b/x-pack/plugin/esql/src/main/java/org/elasticsearch/xpack/esql/expression/function/scalar/internal/UnpackDimension.java
new file mode 100644
index 0000000000000..a97c4265fccf3
--- /dev/null
+++ b/x-pack/plugin/esql/src/main/java/org/elasticsearch/xpack/esql/expression/function/scalar/internal/UnpackDimension.java
@@ -0,0 +1,114 @@
+/*
+ * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
+ * or more contributor license agreements. Licensed under the Elastic License
+ * 2.0; you may not use this file except in compliance with the Elastic License
+ * 2.0.
+ */
+
+package org.elasticsearch.xpack.esql.expression.function.scalar.internal;
+
+import org.apache.lucene.util.RamUsageEstimator;
+import org.elasticsearch.compute.data.Block;
+import org.elasticsearch.compute.data.BytesRefBlock;
+import org.elasticsearch.compute.data.Page;
+import org.elasticsearch.compute.operator.EvalOperator;
+import org.elasticsearch.core.Releasables;
+import org.elasticsearch.xpack.esql.core.expression.Expression;
+import org.elasticsearch.xpack.esql.core.tree.NodeInfo;
+import org.elasticsearch.xpack.esql.core.tree.Source;
+import org.elasticsearch.xpack.esql.core.type.DataType;
+import org.elasticsearch.xpack.esql.expression.function.scalar.UnaryScalarFunction;
+import org.elasticsearch.xpack.esql.planner.PlannerUtils;
+
+import java.util.List;
+import java.util.function.Function;
+
+/**
+ * An internal convert function that unpacks dimension values were packed by {@link PackDimension}
+ */
+public final class UnpackDimension extends UnaryScalarFunction {
+    private final DataType resultType;
+
+    public UnpackDimension(Source source, Expression field, DataType resultType) {
+        super(source, field);
+        this.resultType = resultType;
+    }
+
+    @Override
+    protected TypeResolution resolveType() {
+        return TypeResolution.TYPE_RESOLVED;
+    }
+
+    @Override
+    public String getWriteableName() {
+        throw new UnsupportedOperationException("UnpackDimension must be used on the coordinator only");
+    }
+
+    @Override
+    public DataType dataType() {
+        return resultType;
+    }
+
+    @Override
+    public Expression replaceChildren(List<Expression> newChildren) {
+        return new UnpackDimension(source(), newChildren.getFirst(), resultType);
+    }
+
+    @Override
+    protected NodeInfo<? extends Expression> info() {
+        return NodeInfo.create(this, UnpackDimension::new, field(), dataType());
+    }
+
+    @Override
+    public EvalOperator.ExpressionEvaluator.Factory toEvaluator(ToEvaluator toEvaluator) {
+        return switch (PlannerUtils.toElementType(resultType)) {
+            case NULL -> EvalOperator.CONSTANT_NULL_FACTORY;
+            case BYTES_REF -> ctx -> new UnpackValuesEvaluator(
+                toEvaluator.apply(field).get(ctx),
+                block -> InternalPacks.unpackBytesValues(ctx, block)
+            );
+            case LONG -> ctx -> new UnpackValuesEvaluator(
+                toEvaluator.apply(field).get(ctx),
+                block -> InternalPacks.unpackLongValues(ctx, block)
+            );
+            case INT -> ctx -> new UnpackValuesEvaluator(
+                toEvaluator.apply(field).get(ctx),
+                block -> InternalPacks.unpackIntValues(ctx, block)
+            );
+            case BOOLEAN -> ctx -> new UnpackValuesEvaluator(
+                toEvaluator.apply(field).get(ctx),
+                block -> InternalPacks.unpackBooleanValues(ctx, block)
+            );
+            default -> throw new IllegalStateException("unsupported element type [" + field.dataType() + "]");
+        };
+    }
+
+    record UnpackValuesEvaluator(EvalOperator.ExpressionEvaluator field, Function<BytesRefBlock, Block> unpack)
+        implements
+            EvalOperator.ExpressionEvaluator {
+        static final long BASE_RAM_BYTES_USED = RamUsageEstimator.shallowSizeOfInstance(UnpackValuesEvaluator.class);
+
+        @Override
+        public Block eval(Page page) {
+            try (var fieldVal = field.eval(page)) {
+                assert fieldVal.doesHaveMultivaluedFields() == false : "packed block cannot be multivalued";
+                return unpack.apply((BytesRefBlock) fieldVal);
+            }
+        }
+
+        @Override
+        public String toString() {
+            return "UnpackDimension[field=" + field + "]";
+        }
+
+        @Override
+        public long baseRamBytesUsed() {
+            return BASE_RAM_BYTES_USED + field.baseRamBytesUsed();
+        }
+
+        @Override
+        public void close() {
+            Releasables.close(field);
+        }
+    }
+}
diff --git a/x-pack/plugin/esql/src/main/java/org/elasticsearch/xpack/esql/optimizer/rules/logical/TranslateTimeSeriesAggregate.java b/x-pack/plugin/esql/src/main/java/org/elasticsearch/xpack/esql/optimizer/rules/logical/TranslateTimeSeriesAggregate.java
index d18bc94791691..6229862ae4591 100644
--- a/x-pack/plugin/esql/src/main/java/org/elasticsearch/xpack/esql/optimizer/rules/logical/TranslateTimeSeriesAggregate.java
+++ b/x-pack/plugin/esql/src/main/java/org/elasticsearch/xpack/esql/optimizer/rules/logical/TranslateTimeSeriesAggregate.java
@@ -25,9 +25,13 @@
 import org.elasticsearch.xpack.esql.expression.function.aggregate.Values;
 import org.elasticsearch.xpack.esql.expression.function.grouping.Bucket;
 import org.elasticsearch.xpack.esql.expression.function.grouping.TBucket;
+import org.elasticsearch.xpack.esql.expression.function.scalar.internal.PackDimension;
+import org.elasticsearch.xpack.esql.expression.function.scalar.internal.UnpackDimension;
 import org.elasticsearch.xpack.esql.plan.logical.Aggregate;
 import org.elasticsearch.xpack.esql.plan.logical.EsRelation;
+import org.elasticsearch.xpack.esql.plan.logical.Eval;
 import org.elasticsearch.xpack.esql.plan.logical.LogicalPlan;
+import org.elasticsearch.xpack.esql.plan.logical.Project;
 import org.elasticsearch.xpack.esql.plan.logical.TimeSeriesAggregate;
 
 import java.util.ArrayList;
@@ -243,7 +247,9 @@ LogicalPlan translate(TimeSeriesAggregate aggregate) {
         // time-series aggregates must be grouped by _tsid (and time-bucket) first and re-group by users key
         List<Expression> firstPassGroupings = new ArrayList<>();
         firstPassGroupings.add(tsid.get());
+        List<Alias> packDimensions = new ArrayList<>();
         List<Expression> secondPassGroupings = new ArrayList<>();
+        List<Alias> unpackDimensions = new ArrayList<>();
         Holder<NamedExpression> timeBucketRef = new Holder<>();
         aggregate.child().forEachExpressionUp(NamedExpression.class, e -> {
             for (Expression child : e.children()) {
@@ -262,20 +268,34 @@ LogicalPlan translate(TimeSeriesAggregate aggregate) {
             }
         });
         NamedExpression timeBucket = timeBucketRef.get();
-        for (Expression group : aggregate.groupings()) {
+        for (var group : aggregate.groupings()) {
             if (group instanceof Attribute == false) {
                 throw new EsqlIllegalArgumentException("expected named expression for grouping; got " + group);
             }
             final Attribute g = (Attribute) group;
-            final NamedExpression newFinalGroup;
             if (timeBucket != null && g.id().equals(timeBucket.id())) {
-                newFinalGroup = timeBucket.toAttribute();
+                var newFinalGroup = timeBucket.toAttribute();
                 firstPassGroupings.add(newFinalGroup);
+                secondPassGroupings.add(new Alias(g.source(), g.name(), newFinalGroup.toAttribute(), g.id()));
             } else {
-                newFinalGroup = new Alias(g.source(), g.name(), new Values(g.source(), g), g.id());
-                firstPassAggs.add(newFinalGroup);
+                var valuesAgg = new Alias(g.source(), g.name(), new Values(g.source(), g));
+                firstPassAggs.add(valuesAgg);
+                Alias pack = new Alias(
+                    g.source(),
+                    internalNames.next("pack" + g.name()),
+                    new PackDimension(g.source(), valuesAgg.toAttribute())
+                );
+                packDimensions.add(pack);
+                Alias grouping = new Alias(g.source(), internalNames.next("group" + g.name()), pack.toAttribute());
+                secondPassGroupings.add(grouping);
+                Alias unpack = new Alias(
+                    g.source(),
+                    g.name(),
+                    new UnpackDimension(g.source(), grouping.toAttribute(), g.dataType().noText()),
+                    g.id()
+                );
+                unpackDimensions.add(unpack);
             }
-            secondPassGroupings.add(new Alias(g.source(), g.name(), newFinalGroup.toAttribute(), g.id()));
         }
         LogicalPlan newChild = aggregate.child().transformUp(EsRelation.class, r -> {
             IndexMode indexMode = requiredTimeSeriesSource.get() ? r.indexMode() : IndexMode.STANDARD;
@@ -298,7 +318,37 @@ LogicalPlan translate(TimeSeriesAggregate aggregate) {
             mergeExpressions(firstPassAggs, firstPassGroupings),
             (Bucket) Alias.unwrap(timeBucket)
         );
-        return new Aggregate(firstPhase.source(), firstPhase, secondPassGroupings, mergeExpressions(secondPassAggs, secondPassGroupings));
+        if (packDimensions.isEmpty()) {
+            return new Aggregate(
+                firstPhase.source(),
+                firstPhase,
+                secondPassGroupings,
+                mergeExpressions(secondPassAggs, secondPassGroupings)
+            );
+        } else {
+            Eval packValues = new Eval(firstPhase.source(), firstPhase, packDimensions);
+            Aggregate secondPhase = new Aggregate(
+                firstPhase.source(),
+                packValues,
+                secondPassGroupings,
+                mergeExpressions(secondPassAggs, secondPassGroupings)
+            );
+            Eval unpackValues = new Eval(secondPhase.source(), secondPhase, unpackDimensions);
+            List<NamedExpression> projects = new ArrayList<>();
+            for (NamedExpression agg : secondPassAggs) {
+                projects.add(Expressions.attribute(agg));
+            }
+            int pos = 0;
+            for (Expression group : secondPassGroupings) {
+                Attribute g = Expressions.attribute(group);
+                if (timeBucket != null && g.id().equals(timeBucket.id())) {
+                    projects.add(g);
+                } else {
+                    projects.add(unpackDimensions.get(pos++).toAttribute());
+                }
+            }
+            return new Project(newChild.source(), unpackValues, projects);
+        }
     }
 
     private static List<? extends NamedExpression> mergeExpressions(
diff --git a/x-pack/plugin/esql/src/test/java/org/elasticsearch/xpack/esql/expression/function/scalar/internal/InternalPacksTests.java b/x-pack/plugin/esql/src/test/java/org/elasticsearch/xpack/esql/expression/function/scalar/internal/InternalPacksTests.java
new file mode 100644
index 0000000000000..5c50defb74108
--- /dev/null
+++ b/x-pack/plugin/esql/src/test/java/org/elasticsearch/xpack/esql/expression/function/scalar/internal/InternalPacksTests.java
@@ -0,0 +1,270 @@
+/*
+ * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
+ * or more contributor license agreements. Licensed under the Elastic License
+ * 2.0; you may not use this file except in compliance with the Elastic License
+ * 2.0.
+ */
+
+package org.elasticsearch.xpack.esql.expression.function.scalar.internal;
+
+import org.apache.lucene.util.BytesRef;
+import org.elasticsearch.compute.data.Block;
+import org.elasticsearch.compute.data.BlockFactory;
+import org.elasticsearch.compute.data.BlockUtils;
+import org.elasticsearch.compute.data.BooleanBlock;
+import org.elasticsearch.compute.data.BytesRefBlock;
+import org.elasticsearch.compute.data.BytesRefVector;
+import org.elasticsearch.compute.data.ElementType;
+import org.elasticsearch.compute.data.IntBlock;
+import org.elasticsearch.compute.data.LongBlock;
+import org.elasticsearch.compute.data.OrdinalBytesRefBlock;
+import org.elasticsearch.compute.operator.DriverContext;
+import org.elasticsearch.compute.test.ComputeTestCase;
+import org.elasticsearch.core.Releasables;
+import org.elasticsearch.test.ESTestCase;
+
+import java.util.ArrayList;
+import java.util.List;
+import java.util.stream.IntStream;
+
+import static org.hamcrest.Matchers.equalTo;
+
+public class InternalPacksTests extends ComputeTestCase {
+
+    private static List<BytesRef> randomBytesRefs(int count) {
+        List<BytesRef> values = new ArrayList<>(count);
+        for (int i = 0; i < count; i++) {
+            values.add(new BytesRef(ESTestCase.randomByteArrayOfLength(between(1, 100))));
+        }
+        return values;
+    }
+
+    private static Block buildBlock(BlockFactory blockFactory, ElementType elementType, List<List<?>> rows) {
+        try (Block.Builder builder = elementType.newBlockBuilder(rows.size(), blockFactory)) {
+            for (List<?> row : rows) {
+                if (row.isEmpty()) {
+                    builder.appendNull();
+                    continue;
+                }
+                if (row.size() > 1) {
+                    builder.beginPositionEntry();
+                }
+                for (Object o : row) {
+                    BlockUtils.appendValue(builder, o, elementType);
+                }
+                if (row.size() > 1) {
+                    builder.endPositionEntry();
+                }
+            }
+            return builder.build();
+        }
+    }
+
+    static boolean encodedRowEquals(BytesRefBlock b1, BytesRefBlock b2, int position) {
+        int count1 = b1.getValueCount(position);
+        int count2 = b2.getValueCount(position);
+        if (count1 == 0 && count2 == 0) {
+            return true;
+        }
+        if (count1 != count2) {
+            return false;
+        }
+        assertThat(count1, equalTo(1));
+        assertThat(count2, equalTo(1));
+        BytesRef v1 = b1.getBytesRef(b1.getFirstValueIndex(position), new BytesRef());
+        BytesRef v2 = b2.getBytesRef(b2.getFirstValueIndex(position), new BytesRef());
+        return v1.equals(v2);
+    }
+
+    public void testKeyword() {
+        BlockFactory blockFactory = blockFactory();
+        DriverContext driverContext = new DriverContext(blockFactory.bigArrays(), blockFactory);
+        int positionCount = between(1, 100);
+        List<List<?>> values1 = new ArrayList<>();
+        List<List<?>> values2 = new ArrayList<>();
+        for (int i = 0; i < positionCount; i++) {
+            List<BytesRef> v = randomBytesRefs(between(0, 5));
+            values1.add(v);
+            if (randomBoolean()) {
+                values2.add(v);
+            } else {
+                values2.add(randomValueOtherThan(v, () -> randomBytesRefs(between(0, 5))));
+            }
+        }
+        var block1 = (BytesRefBlock) buildBlock(blockFactory, ElementType.BYTES_REF, values1);
+        var block2 = (BytesRefBlock) buildBlock(blockFactory, ElementType.BYTES_REF, values2);
+        var encoded1 = InternalPacks.packBytesValues(driverContext, block1);
+        var encoded2 = InternalPacks.packBytesValues(driverContext, block2);
+        var decoded1 = InternalPacks.unpackBytesValues(driverContext, encoded1);
+        var decoded2 = InternalPacks.unpackBytesValues(driverContext, encoded2);
+        try {
+            assertThat(decoded1, equalTo(block1));
+            assertThat(decoded2, equalTo(block2));
+            for (int p = 0; p < positionCount; p++) {
+                List<?> v1 = values1.get(p);
+                List<?> v2 = values2.get(p);
+                boolean equals = encodedRowEquals(encoded1, encoded2, p);
+                if (v1.equals(v2)) {
+                    assertTrue(equals);
+                } else {
+                    assertFalse(equals);
+                }
+            }
+        } finally {
+            Releasables.close(block1, encoded1, decoded1, block2, encoded2, decoded2);
+        }
+    }
+
+    public void testLongs() {
+        BlockFactory blockFactory = blockFactory();
+        DriverContext driverContext = new DriverContext(blockFactory.bigArrays(), blockFactory);
+        int positionCount = between(1, 100);
+        List<List<?>> values1 = new ArrayList<>();
+        List<List<?>> values2 = new ArrayList<>();
+        for (int i = 0; i < positionCount; i++) {
+            List<Long> v = randomLongs(between(0, 5)).boxed().toList();
+            values1.add(v);
+            if (randomBoolean()) {
+                values2.add(v);
+            } else {
+                values2.add(randomValueOtherThan(v, () -> randomLongs(between(0, 5)).boxed().toList()));
+            }
+        }
+        var block1 = (LongBlock) buildBlock(blockFactory, ElementType.LONG, values1);
+        var block2 = (LongBlock) buildBlock(blockFactory, ElementType.LONG, values2);
+        var encode1 = InternalPacks.packLongValues(driverContext, block1);
+        var encode2 = InternalPacks.packLongValues(driverContext, block2);
+        var decoded1 = InternalPacks.unpackLongValues(driverContext, encode1);
+        var decoded2 = InternalPacks.unpackLongValues(driverContext, encode2);
+        try {
+            assertThat(decoded1, equalTo(block1));
+            assertThat(decoded2, equalTo(block2));
+            for (int p = 0; p < positionCount; p++) {
+                List<?> v1 = values1.get(p);
+                List<?> v2 = values2.get(p);
+                if (v1.equals(v2)) {
+                    assertTrue(encodedRowEquals(encode1, encode2, p));
+                } else {
+                    assertFalse(encodedRowEquals(encode1, encode2, p));
+                }
+            }
+        } finally {
+            Releasables.close(block1, encode1, decoded1, block2, encode2, decoded2);
+        }
+    }
+
+    public void testInts() {
+        BlockFactory blockFactory = blockFactory();
+        DriverContext driverContext = new DriverContext(blockFactory.bigArrays(), blockFactory);
+        int positionCount = between(1, 100);
+        List<List<?>> values1 = new ArrayList<>();
+        List<List<?>> values2 = new ArrayList<>();
+        for (int i = 0; i < positionCount; i++) {
+            List<Integer> v = randomInts(between(0, 5)).boxed().toList();
+            values1.add(v);
+            if (randomBoolean()) {
+                values2.add(v);
+            } else {
+                values2.add(randomValueOtherThan(v, () -> randomInts(between(0, 5)).boxed().toList()));
+            }
+        }
+        var block1 = (IntBlock) buildBlock(blockFactory, ElementType.INT, values1);
+        var block2 = (IntBlock) buildBlock(blockFactory, ElementType.INT, values2);
+        var encode1 = InternalPacks.packIntValues(driverContext, block1);
+        var encode2 = InternalPacks.packIntValues(driverContext, block2);
+        var decoded1 = InternalPacks.unpackIntValues(driverContext, encode1);
+        var decoded2 = InternalPacks.unpackIntValues(driverContext, encode2);
+        try {
+            assertThat(decoded1, equalTo(block1));
+            assertThat(decoded2, equalTo(block2));
+            for (int p = 0; p < positionCount; p++) {
+                List<?> v1 = values1.get(p);
+                List<?> v2 = values2.get(p);
+                if (v1.equals(v2)) {
+                    assertTrue(encodedRowEquals(encode1, encode2, p));
+                } else {
+                    assertFalse(encodedRowEquals(encode1, encode2, p));
+                }
+            }
+        } finally {
+            Releasables.close(block1, encode1, decoded1, block2, encode2, decoded2);
+        }
+    }
+
+    public void testBoolean() {
+        BlockFactory blockFactory = blockFactory();
+        DriverContext driverContext = new DriverContext(blockFactory.bigArrays(), blockFactory);
+        int positionCount = between(1, 100);
+        List<List<?>> values1 = new ArrayList<>();
+        List<List<?>> values2 = new ArrayList<>();
+        for (int i = 0; i < positionCount; i++) {
+            List<Boolean> v = IntStream.of(randomIntBetween(0, 5)).mapToObj(n -> randomBoolean()).toList();
+            values1.add(v);
+            if (randomBoolean()) {
+                values2.add(v);
+            } else {
+                values2.add(randomValueOtherThan(v, () -> IntStream.of(randomIntBetween(0, 5)).mapToObj(n -> randomBoolean()).toList()));
+            }
+        }
+        var block1 = (BooleanBlock) buildBlock(blockFactory, ElementType.BOOLEAN, values1);
+        var block2 = (BooleanBlock) buildBlock(blockFactory, ElementType.BOOLEAN, values2);
+        var encode1 = InternalPacks.packBooleanValues(driverContext, block1);
+        var encode2 = InternalPacks.packBooleanValues(driverContext, block2);
+        var decoded1 = InternalPacks.unpackBooleanValues(driverContext, encode1);
+        var decoded2 = InternalPacks.unpackBooleanValues(driverContext, encode2);
+        try {
+            assertThat(decoded1, equalTo(block1));
+            assertThat(decoded2, equalTo(block2));
+            for (int p = 0; p < positionCount; p++) {
+                List<?> v1 = values1.get(p);
+                List<?> v2 = values2.get(p);
+                if (v1.equals(v2)) {
+                    assertTrue(encodedRowEquals(encode1, encode2, p));
+                } else {
+                    assertFalse(encodedRowEquals(encode1, encode2, p));
+                }
+            }
+        } finally {
+            Releasables.close(block1, encode1, decoded1, block2, encode2, decoded2);
+        }
+    }
+
+    public void testOrdinal() {
+        BlockFactory blockFactory = blockFactory();
+        DriverContext driverContext = new DriverContext(blockFactory.bigArrays(), blockFactory);
+        int dictPosition = between(1, 100);
+        final BytesRefVector dict;
+        try (BytesRefVector.Builder builder = blockFactory.newBytesRefVectorBuilder(dictPosition)) {
+            for (int i = 0; i < dictPosition; i++) {
+                builder.appendBytesRef(new BytesRef(randomAlphaOfLengthBetween(1, 10)));
+            }
+            dict = builder.build();
+        }
+        int positionCount = between(1, 100);
+        try (
+            var builder = blockFactory.newBytesRefBlockBuilder(positionCount);
+            var ordinals = blockFactory.newIntBlockBuilder(positionCount);
+        ) {
+            BytesRef scratch = new BytesRef();
+            for (int i = 0; i < positionCount; i++) {
+                int ordinal = randomIntBetween(0, dictPosition - 1);
+                builder.appendBytesRef(dict.getBytesRef(ordinal, scratch));
+                ordinals.appendInt(ordinal);
+            }
+            var block1 = builder.build();
+            var block2 = new OrdinalBytesRefBlock(ordinals.build(), dict);
+            var encoded1 = InternalPacks.packBytesValues(driverContext, block1);
+            var encoded2 = InternalPacks.packBytesValues(driverContext, block2);
+            var decoded1 = InternalPacks.unpackBytesValues(driverContext, encoded1);
+            var decoded2 = InternalPacks.unpackBytesValues(driverContext, encoded2);
+            try {
+                assertTrue(BytesRefBlock.equals(block1, block2));
+                assertTrue(BytesRefBlock.equals(encoded1, encoded2));
+                assertTrue(BytesRefBlock.equals(decoded1, decoded2));
+            } finally {
+                Releasables.close(block1, encoded1, decoded1, block2, encoded2, decoded2);
+            }
+        }
+
+    }
+}
diff --git a/x-pack/plugin/esql/src/test/java/org/elasticsearch/xpack/esql/optimizer/LogicalPlanOptimizerTests.java b/x-pack/plugin/esql/src/test/java/org/elasticsearch/xpack/esql/optimizer/LogicalPlanOptimizerTests.java
index ab21c700b41be..dbf6c7b81b766 100644
--- a/x-pack/plugin/esql/src/test/java/org/elasticsearch/xpack/esql/optimizer/LogicalPlanOptimizerTests.java
+++ b/x-pack/plugin/esql/src/test/java/org/elasticsearch/xpack/esql/optimizer/LogicalPlanOptimizerTests.java
@@ -64,6 +64,8 @@
 import org.elasticsearch.xpack.esql.expression.function.scalar.convert.ToInteger;
 import org.elasticsearch.xpack.esql.expression.function.scalar.convert.ToLong;
 import org.elasticsearch.xpack.esql.expression.function.scalar.convert.ToString;
+import org.elasticsearch.xpack.esql.expression.function.scalar.internal.PackDimension;
+import org.elasticsearch.xpack.esql.expression.function.scalar.internal.UnpackDimension;
 import org.elasticsearch.xpack.esql.expression.function.scalar.math.Round;
 import org.elasticsearch.xpack.esql.expression.function.scalar.multivalue.MvAvg;
 import org.elasticsearch.xpack.esql.expression.function.scalar.multivalue.MvCount;
@@ -7489,11 +7491,14 @@ public void testTranslateMixedAggsWithMathWithoutGrouping() {
     public void testTranslateMetricsGroupedByOneDimension() {
         var query = "TS k8s | STATS sum(rate(network.total_bytes_in)) BY cluster | SORT cluster | LIMIT 10";
         var plan = logicalOptimizer.optimize(metricsAnalyzer.analyze(parser.createStatement(query)));
-        TopN topN = as(plan, TopN.class);
-        Aggregate aggsByCluster = as(topN.child(), Aggregate.class);
+        Project project = as(plan, Project.class);
+        TopN topN = as(project.child(), TopN.class);
+        Eval unpack = as(topN.child(), Eval.class);
+        Aggregate aggsByCluster = as(unpack.child(), Aggregate.class);
         assertThat(aggsByCluster, not(instanceOf(TimeSeriesAggregate.class)));
         assertThat(aggsByCluster.aggregates(), hasSize(2));
-        TimeSeriesAggregate aggsByTsid = as(aggsByCluster.child(), TimeSeriesAggregate.class);
+        Eval pack = as(aggsByCluster.child(), Eval.class);
+        TimeSeriesAggregate aggsByTsid = as(pack.child(), TimeSeriesAggregate.class);
         assertThat(aggsByTsid.aggregates(), hasSize(2)); // _tsid is dropped
         assertNull(aggsByTsid.timeBucket());
         EsRelation relation = as(aggsByTsid.child(), EsRelation.class);
@@ -7502,7 +7507,6 @@ public void testTranslateMetricsGroupedByOneDimension() {
         Sum sum = as(Alias.unwrap(aggsByCluster.aggregates().get(0)), Sum.class);
         assertThat(Expressions.attribute(sum.field()).id(), equalTo(aggsByTsid.aggregates().get(0).id()));
         assertThat(aggsByCluster.groupings(), hasSize(1));
-        assertThat(Expressions.attribute(aggsByCluster.groupings().get(0)).id(), equalTo(aggsByTsid.aggregates().get(1).id()));
 
         Rate rate = as(Alias.unwrap(aggsByTsid.aggregates().get(0)), Rate.class);
         assertThat(Expressions.attribute(rate.field()).name(), equalTo("network.total_bytes_in"));
@@ -7515,18 +7519,24 @@ public void testTranslateMetricsGroupedByTwoDimension() {
         var plan = logicalOptimizer.optimize(metricsAnalyzer.analyze(parser.createStatement(query)));
         Project project = as(plan, Project.class);
         Eval eval = as(project.child(), Eval.class);
-        assertThat(eval.fields(), hasSize(1));
+        assertThat(eval.fields(), hasSize(3));
         Limit limit = as(eval.child(), Limit.class);
         Aggregate finalAggs = as(limit.child(), Aggregate.class);
         assertThat(finalAggs, not(instanceOf(TimeSeriesAggregate.class)));
         assertThat(finalAggs.aggregates(), hasSize(4));
-        TimeSeriesAggregate aggsByTsid = as(finalAggs.child(), TimeSeriesAggregate.class);
+        Eval pack = as(finalAggs.child(), Eval.class);
+        TimeSeriesAggregate aggsByTsid = as(pack.child(), TimeSeriesAggregate.class);
         assertThat(aggsByTsid.aggregates(), hasSize(3)); // _tsid is dropped
         assertNull(aggsByTsid.timeBucket());
         EsRelation relation = as(aggsByTsid.child(), EsRelation.class);
         assertThat(relation.indexMode(), equalTo(IndexMode.TIME_SERIES));
 
-        Div div = as(Alias.unwrap(eval.fields().get(0)), Div.class);
+        var unpackCluster = as(Alias.unwrap(eval.fields().get(0)), UnpackDimension.class);
+        assertThat(Expressions.name(unpackCluster), equalTo("cluster"));
+        var unpackPod = as(Alias.unwrap(eval.fields().get(1)), UnpackDimension.class);
+        assertThat(Expressions.name(unpackPod), equalTo("pod"));
+        Div div = as(Alias.unwrap(eval.fields().get(2)), Div.class);
+
         assertThat(Expressions.attribute(div.left()).id(), equalTo(finalAggs.aggregates().get(0).id()));
         assertThat(Expressions.attribute(div.right()).id(), equalTo(finalAggs.aggregates().get(1).id()));
 
@@ -7534,10 +7544,6 @@ public void testTranslateMetricsGroupedByTwoDimension() {
         assertThat(Expressions.attribute(sum.field()).id(), equalTo(aggsByTsid.aggregates().get(0).id()));
         Count count = as(Alias.unwrap(finalAggs.aggregates().get(1)), Count.class);
         assertThat(Expressions.attribute(count.field()).id(), equalTo(aggsByTsid.aggregates().get(0).id()));
-        assertThat(finalAggs.groupings(), hasSize(2));
-        assertThat(Expressions.attribute(finalAggs.groupings().get(0)).id(), equalTo(aggsByTsid.aggregates().get(1).id()));
-        assertThat(Expressions.attribute(finalAggs.groupings().get(1)).id(), equalTo(aggsByTsid.aggregates().get(2).id()));
-
         assertThat(finalAggs.groupings(), hasSize(2));
 
         assertThat(aggsByTsid.aggregates(), hasSize(3)); // rates, values(cluster), values(pod)
@@ -7588,11 +7594,12 @@ public void testTranslateMetricsGroupedByTimeBucketAndDimensions() {
         Project project = as(plan, Project.class);
         TopN topN = as(project.child(), TopN.class);
         Eval eval = as(topN.child(), Eval.class);
-        assertThat(eval.fields(), hasSize(1));
-        Div div = as(Alias.unwrap(eval.fields().get(0)), Div.class);
+        assertThat(eval.fields(), hasSize(3));
+        Div div = as(Alias.unwrap(eval.fields().get(2)), Div.class);
         Aggregate finalAgg = as(eval.child(), Aggregate.class);
         assertThat(finalAgg, not(instanceOf(TimeSeriesAggregate.class)));
-        TimeSeriesAggregate aggsByTsid = as(finalAgg.child(), TimeSeriesAggregate.class);
+        Eval packDimensions = as(finalAgg.child(), Eval.class);
+        TimeSeriesAggregate aggsByTsid = as(packDimensions.child(), TimeSeriesAggregate.class);
         assertNotNull(aggsByTsid.timeBucket());
         assertThat(aggsByTsid.timeBucket().buckets().fold(FoldContext.small()), equalTo(Duration.ofMinutes(5)));
         Eval bucket = as(aggsByTsid.child(), Eval.class);
@@ -7607,15 +7614,12 @@ public void testTranslateMetricsGroupedByTimeBucketAndDimensions() {
         assertThat(Expressions.attribute(sum.field()).id(), equalTo(aggsByTsid.aggregates().get(0).id()));
         assertThat(Expressions.attribute(count.field()).id(), equalTo(aggsByTsid.aggregates().get(0).id()));
         assertThat(finalAgg.groupings(), hasSize(3));
-        assertThat(Expressions.attribute(finalAgg.groupings().get(0)).id(), equalTo(aggsByTsid.aggregates().get(1).id()));
 
         assertThat(aggsByTsid.aggregates(), hasSize(4)); // rate, values(pod), values(cluster), bucket
         Rate rate = as(Alias.unwrap(aggsByTsid.aggregates().get(0)), Rate.class);
         assertThat(Expressions.attribute(rate.field()).name(), equalTo("network.total_bytes_in"));
         Values podValues = as(Alias.unwrap(aggsByTsid.aggregates().get(1)), Values.class);
         assertThat(Expressions.attribute(podValues.field()).name(), equalTo("pod"));
-        Values clusterValues = as(Alias.unwrap(aggsByTsid.aggregates().get(3)), Values.class);
-        assertThat(Expressions.attribute(clusterValues.field()).name(), equalTo("cluster"));
     }
 
     public void testTranslateSumOfTwoRates() {
@@ -7626,11 +7630,18 @@ public void testTranslateSumOfTwoRates() {
             | LIMIT 10
             """;
         var plan = logicalOptimizer.optimize(metricsAnalyzer.analyze(parser.createStatement(query)));
-        TopN topN = as(plan, TopN.class);
-        Aggregate finalAgg = as(topN.child(), Aggregate.class);
+        Project projection = as(plan, Project.class);
+        TopN topN = as(projection.child(), TopN.class);
+        Eval unpack = as(topN.child(), Eval.class);
+        assertThat(unpack.fields(), hasSize(2));
+        var unpack1 = as(Alias.unwrap(unpack.fields().get(0)), UnpackDimension.class);
+        var unpack2 = as(Alias.unwrap(unpack.fields().get(1)), UnpackDimension.class);
+        Aggregate finalAgg = as(unpack.child(), Aggregate.class);
         Eval eval = as(finalAgg.child(), Eval.class);
-        assertThat(eval.fields(), hasSize(1));
-        Add sum = as(Alias.unwrap(eval.fields().get(0)), Add.class);
+        assertThat(eval.fields(), hasSize(3));
+        var pack1 = as(Alias.unwrap(eval.fields().get(0)), PackDimension.class);
+        var pack2 = as(Alias.unwrap(eval.fields().get(1)), PackDimension.class);
+        Add sum = as(Alias.unwrap(eval.fields().get(2)), Add.class);
         assertThat(Expressions.name(sum.left()), equalTo("RATE_$1"));
         assertThat(Expressions.name(sum.right()), equalTo("RATE_$2"));
         TimeSeriesAggregate aggsByTsid = as(eval.child(), TimeSeriesAggregate.class);
@@ -7649,18 +7660,17 @@ public void testTranslateMixedAggsGroupedByTimeBucketAndDimensions() {
         Project project = as(plan, Project.class);
         TopN topN = as(project.child(), TopN.class);
         Eval eval = as(topN.child(), Eval.class);
-        assertThat(eval.fields(), hasSize(2));
-        Div div = as(Alias.unwrap(eval.fields().get(0)), Div.class);
+        assertThat(eval.fields(), hasSize(3));
+        Div div = as(Alias.unwrap(eval.fields().get(2)), Div.class);
         Aggregate finalAgg = as(eval.child(), Aggregate.class);
         assertThat(finalAgg, not(instanceOf(TimeSeriesAggregate.class)));
-        TimeSeriesAggregate aggsByTsid = as(finalAgg.child(), TimeSeriesAggregate.class);
+        Eval packDimensions = as(finalAgg.child(), Eval.class);
+        TimeSeriesAggregate aggsByTsid = as(packDimensions.child(), TimeSeriesAggregate.class);
         assertNotNull(aggsByTsid.timeBucket());
         assertThat(aggsByTsid.timeBucket().buckets().fold(FoldContext.small()), equalTo(Duration.ofMinutes(5)));
         Eval bucket = as(aggsByTsid.child(), Eval.class);
         EsRelation relation = as(bucket.child(), EsRelation.class);
         assertThat(relation.indexMode(), equalTo(IndexMode.TIME_SERIES));
-        assertThat(Expressions.attribute(div.left()).id(), equalTo(finalAgg.aggregates().get(0).id()));
-        assertThat(Expressions.attribute(div.right()).id(), equalTo(finalAgg.aggregates().get(1).id()));
 
         assertThat(finalAgg.aggregates(), hasSize(6)); // sum, count, sum, count, bucket, cluster
         Sum sumRate = as(Alias.unwrap(finalAgg.aggregates().get(0)), Sum.class);
@@ -7674,15 +7684,12 @@ public void testTranslateMixedAggsGroupedByTimeBucketAndDimensions() {
         assertThat(Expressions.attribute(countCost.field()).id(), equalTo(aggsByTsid.aggregates().get(1).id()));
 
         assertThat(finalAgg.groupings(), hasSize(2));
-        assertThat(Expressions.attribute(finalAgg.groupings().get(0)).id(), equalTo(aggsByTsid.aggregates().get(2).id()));
 
         assertThat(aggsByTsid.aggregates(), hasSize(4)); // rate, last_over_time, values(cluster), bucket
         Rate rate = as(Alias.unwrap(aggsByTsid.aggregates().get(0)), Rate.class);
         assertThat(Expressions.attribute(rate.field()).name(), equalTo("network.total_bytes_in"));
         LastOverTime lastSum = as(Alias.unwrap(aggsByTsid.aggregates().get(1)), LastOverTime.class);
         assertThat(Expressions.attribute(lastSum.field()).name(), equalTo("network.cost"));
-        Values clusterValues = as(Alias.unwrap(aggsByTsid.aggregates().get(3)), Values.class);
-        assertThat(Expressions.attribute(clusterValues.field()).name(), equalTo("cluster"));
     }
 
     public void testAdjustMetricsRateBeforeFinalAgg() {
@@ -7696,8 +7703,9 @@ public void testAdjustMetricsRateBeforeFinalAgg() {
         Project project = as(plan, Project.class);
         TopN topN = as(project.child(), TopN.class);
         Eval evalDiv = as(topN.child(), Eval.class);
-        assertThat(evalDiv.fields(), hasSize(1));
-        Div div = as(Alias.unwrap(evalDiv.fields().get(0)), Div.class);
+        assertThat(evalDiv.fields(), hasSize(2));
+        as(Alias.unwrap(evalDiv.fields().get(0)), UnpackDimension.class);
+        Div div = as(Alias.unwrap(evalDiv.fields().get(1)), Div.class);
 
         Aggregate finalAgg = as(evalDiv.child(), Aggregate.class);
         assertThat(finalAgg, not(instanceOf(TimeSeriesAggregate.class)));
@@ -7705,7 +7713,7 @@ public void testAdjustMetricsRateBeforeFinalAgg() {
         assertThat(finalAgg.groupings(), hasSize(2));
 
         Eval evalRound = as(finalAgg.child(), Eval.class);
-        Round round = as(Alias.unwrap(evalRound.fields().get(0)), Round.class);
+        Round round = as(Alias.unwrap(evalRound.fields().get(1)), Round.class);
         Mul mul = as(round.field(), Mul.class);
 
         TimeSeriesAggregate aggsByTsid = as(evalRound.child(), TimeSeriesAggregate.class);
@@ -7725,14 +7733,11 @@ public void testAdjustMetricsRateBeforeFinalAgg() {
 
         Sum sum = as(Alias.unwrap(finalAgg.aggregates().get(0)), Sum.class);
         Count count = as(Alias.unwrap(finalAgg.aggregates().get(1)), Count.class);
-        assertThat(Expressions.attribute(sum.field()).id(), equalTo(evalRound.fields().get(0).id()));
-        assertThat(Expressions.attribute(count.field()).id(), equalTo(evalRound.fields().get(0).id()));
 
         assertThat(
             Expressions.attribute(finalAgg.groupings().get(0)).id(),
             equalTo(Expressions.attribute(aggsByTsid.groupings().get(1)).id())
         );
-        assertThat(Expressions.attribute(finalAgg.groupings().get(1)).id(), equalTo(aggsByTsid.aggregates().get(1).id()));
 
         assertThat(Expressions.attribute(mul.left()).id(), equalTo(aggsByTsid.aggregates().get(0).id()));
         assertThat(mul.right().fold(FoldContext.small()), equalTo(1.05));
diff --git a/x-pack/plugin/esql/src/test/java/org/elasticsearch/xpack/esql/optimizer/rules/logical/local/IgnoreNullMetricsTests.java b/x-pack/plugin/esql/src/test/java/org/elasticsearch/xpack/esql/optimizer/rules/logical/local/IgnoreNullMetricsTests.java
index 8a37f0b692ca2..24045e888ab05 100644
--- a/x-pack/plugin/esql/src/test/java/org/elasticsearch/xpack/esql/optimizer/rules/logical/local/IgnoreNullMetricsTests.java
+++ b/x-pack/plugin/esql/src/test/java/org/elasticsearch/xpack/esql/optimizer/rules/logical/local/IgnoreNullMetricsTests.java
@@ -14,11 +14,14 @@
 import org.elasticsearch.xpack.esql.analysis.AnalyzerContext;
 import org.elasticsearch.xpack.esql.analysis.AnalyzerTestUtils;
 import org.elasticsearch.xpack.esql.analysis.EnrichResolution;
+import org.elasticsearch.xpack.esql.core.expression.Alias;
 import org.elasticsearch.xpack.esql.core.expression.FieldAttribute;
 import org.elasticsearch.xpack.esql.core.expression.FoldContext;
 import org.elasticsearch.xpack.esql.core.type.DataType;
 import org.elasticsearch.xpack.esql.core.type.EsField;
 import org.elasticsearch.xpack.esql.expression.function.EsqlFunctionRegistry;
+import org.elasticsearch.xpack.esql.expression.function.scalar.internal.PackDimension;
+import org.elasticsearch.xpack.esql.expression.function.scalar.internal.UnpackDimension;
 import org.elasticsearch.xpack.esql.expression.predicate.logical.Or;
 import org.elasticsearch.xpack.esql.expression.predicate.nulls.IsNotNull;
 import org.elasticsearch.xpack.esql.index.EsIndex;
@@ -34,6 +37,7 @@
 import org.elasticsearch.xpack.esql.plan.logical.Filter;
 import org.elasticsearch.xpack.esql.plan.logical.Limit;
 import org.elasticsearch.xpack.esql.plan.logical.LogicalPlan;
+import org.elasticsearch.xpack.esql.plan.logical.Project;
 import org.elasticsearch.xpack.esql.stats.SearchStats;
 import org.junit.BeforeClass;
 
@@ -45,6 +49,8 @@
 import static org.elasticsearch.xpack.esql.EsqlTestUtils.emptyInferenceResolution;
 import static org.elasticsearch.xpack.esql.EsqlTestUtils.unboundLogicalOptimizerContext;
 import static org.elasticsearch.xpack.esql.analysis.AnalyzerTestUtils.defaultLookupResolution;
+import static org.hamcrest.Matchers.hasSize;
+import static org.hamcrest.Matchers.instanceOf;
 
 /**
  * Tests for the {@link IgnoreNullMetrics} transformation rule.  Like most rule tests, this runs the entire analysis chain.
@@ -150,10 +156,17 @@ public void testDimensionsAreNotFiltered() {
             | STATS max(max_over_time(metric_1)) BY dimension_1
             | LIMIT 10
             """);
-        Limit limit = as(actual, Limit.class);
+        Project project = as(actual, Project.class);
+        Eval unpack = as(project.child(), Eval.class);
+        assertThat(unpack.fields(), hasSize(1));
+        assertThat(Alias.unwrap(unpack.fields().get(0)), instanceOf(UnpackDimension.class));
+        Limit limit = as(unpack.child(), Limit.class);
         Aggregate agg = as(limit.child(), Aggregate.class);
+        Eval pack = as(agg.child(), Eval.class);
+        assertThat(pack.fields(), hasSize(1));
+        assertThat(Alias.unwrap(pack.fields().get(0)), instanceOf(PackDimension.class));
         // The optimizer expands the STATS out into two STATS steps
-        Aggregate tsAgg = as(agg.child(), Aggregate.class);
+        Aggregate tsAgg = as(pack.child(), Aggregate.class);
         Filter filter = as(tsAgg.child(), Filter.class);
         IsNotNull condition = as(filter.condition(), IsNotNull.class);
         FieldAttribute attribute = as(condition.field(), FieldAttribute.class);