diff --git a/pkg/executor/aggregate/agg_hash_executor.go b/pkg/executor/aggregate/agg_hash_executor.go
index a8c5fda843448..348eb6cb57619 100644
--- a/pkg/executor/aggregate/agg_hash_executor.go
+++ b/pkg/executor/aggregate/agg_hash_executor.go
@@ -287,6 +287,7 @@ func (e *HashAggExec) initPartialWorkers(partialConcurrency int, finalConcurrenc
 			partialResultsMap[i] = make(aggfuncs.AggPartialResultMapper)
 		}
 
+		partialResultsBuffer, groupKeyBuf := getBuffer()
 		e.partialWorkers[i] = HashAggPartialWorker{
 			baseHashAggWorker:    newBaseHashAggWorker(e.finishCh, e.PartialAggFuncs, e.MaxChunkSize(), e.memTracker),
 			idForTest:            i,
@@ -295,12 +296,12 @@ func (e *HashAggExec) initPartialWorkers(partialConcurrency int, finalConcurrenc
 			outputChs:            e.partialOutputChs,
 			giveBackCh:           e.inputCh,
 			BInMaps:              make([]int, finalConcurrency),
-			partialResultsBuffer: make([][]aggfuncs.PartialResult, 0, 2048),
+			partialResultsBuffer: *partialResultsBuffer,
 			globalOutputCh:       e.finalOutputCh,
 			partialResultsMap:    partialResultsMap,
 			groupByItems:         e.GroupByItems,
 			chk:                  exec.TryNewCacheChunk(e.Children(0)),
-			groupKey:             make([][]byte, 0, 8),
+			groupKeyBuf:          *groupKeyBuf,
 			serializeHelpers:     aggfuncs.NewSerializeHelper(),
 			isSpillPrepared:      false,
 			spillHelper:          e.spillHelper,
@@ -338,9 +339,7 @@ func (e *HashAggExec) initFinalWorkers(finalConcurrency int) {
 			inputCh:                    e.partialOutputChs[i],
 			outputCh:                   e.finalOutputCh,
 			finalResultHolderCh:        make(chan *chunk.Chunk, 1),
-			rowBuffer:                  make([]types.Datum, 0, e.Schema().Len()),
 			mutableRow:                 chunk.MutRowFromTypes(exec.RetTypes(e)),
-			groupKeys:                  make([][]byte, 0, 8),
 			spillHelper:                e.spillHelper,
 			restoredAggResultMapperMem: 0,
 		}
diff --git a/pkg/executor/aggregate/agg_hash_final_worker.go b/pkg/executor/aggregate/agg_hash_final_worker.go
index 684ab110d137b..d2cc2cb047f10 100644
--- a/pkg/executor/aggregate/agg_hash_final_worker.go
+++ b/pkg/executor/aggregate/agg_hash_final_worker.go
@@ -23,7 +23,6 @@ import (
 	"github.com/pingcap/failpoint"
 	"github.com/pingcap/tidb/pkg/executor/aggfuncs"
 	"github.com/pingcap/tidb/pkg/sessionctx"
-	"github.com/pingcap/tidb/pkg/types"
 	"github.com/pingcap/tidb/pkg/util/chunk"
 	"github.com/pingcap/tidb/pkg/util/hack"
 	"github.com/pingcap/tidb/pkg/util/logutil"
@@ -42,14 +41,12 @@ type AfFinalResult struct {
 type HashAggFinalWorker struct {
 	baseHashAggWorker
 
-	rowBuffer           []types.Datum
 	mutableRow          chunk.MutRow
 	partialResultMap    aggfuncs.AggPartialResultMapper
 	BInMap              int
 	inputCh             chan *aggfuncs.AggPartialResultMapper
 	outputCh            chan *AfFinalResult
 	finalResultHolderCh chan *chunk.Chunk
-	groupKeys           [][]byte
 
 	spillHelper *parallelHashAggSpillHelper
 
diff --git a/pkg/executor/aggregate/agg_hash_partial_worker.go b/pkg/executor/aggregate/agg_hash_partial_worker.go
index bacd5491f19e5..17498e1a9cbba 100644
--- a/pkg/executor/aggregate/agg_hash_partial_worker.go
+++ b/pkg/executor/aggregate/agg_hash_partial_worker.go
@@ -56,7 +56,7 @@ type HashAggPartialWorker struct {
 	partialResultsMapMem atomic.Int64
 
 	groupByItems []expression.Expression
-	groupKey     [][]byte
+	groupKeyBuf  [][]byte
 	// chk stores the input data from child,
 	// and is reused by childExec and partial worker.
 	chk *chunk.Chunk
@@ -201,6 +201,8 @@ func (w *HashAggPartialWorker) run(ctx sessionctx.Context, waitGroup *sync.WaitG
 
 		// We must ensure that there is no panic before `waitGroup.Done()` or there will be hang
 		waitGroup.Done()
+
+		tryRecycleBuffer(&w.partialResultsBuffer, &w.groupKeyBuf)
 	}()
 
 	intestBeforePartialWorkerRun()
@@ -254,15 +256,15 @@ func (w *HashAggPartialWorker) getPartialResultsOfEachRow(groupKey [][]byte, fin
 }
 
 func (w *HashAggPartialWorker) updatePartialResult(ctx sessionctx.Context, chk *chunk.Chunk, finalConcurrency int) (err error) {
-	memSize := getGroupKeyMemUsage(w.groupKey)
-	w.groupKey, err = GetGroupKey(w.ctx, chk, w.groupKey, w.groupByItems)
+	memSize := getGroupKeyMemUsage(w.groupKeyBuf)
+	w.groupKeyBuf, err = GetGroupKey(w.ctx, chk, w.groupKeyBuf, w.groupByItems)
 	failpoint.Inject("ConsumeRandomPanic", nil)
-	w.memTracker.Consume(getGroupKeyMemUsage(w.groupKey) - memSize)
+	w.memTracker.Consume(getGroupKeyMemUsage(w.groupKeyBuf) - memSize)
 	if err != nil {
 		return err
 	}
 
-	partialResultOfEachRow := w.getPartialResultsOfEachRow(w.groupKey, finalConcurrency)
+	partialResultOfEachRow := w.getPartialResultsOfEachRow(w.groupKeyBuf, finalConcurrency)
 
 	numRows := chk.NumRows()
 	rows := make([]chunk.Row, 1)
diff --git a/pkg/executor/aggregate/agg_util.go b/pkg/executor/aggregate/agg_util.go
index 69daafb1f84d5..829612802f7c3 100644
--- a/pkg/executor/aggregate/agg_util.go
+++ b/pkg/executor/aggregate/agg_util.go
@@ -20,6 +20,7 @@ import (
 	"fmt"
 	"math/rand"
 	"slices"
+	"sync"
 	"sync/atomic"
 	"time"
 
@@ -40,6 +41,43 @@ import (
 	"go.uber.org/zap"
 )
 
+const defaultPartialResultsBufferCap = 2048
+const defaultGroupKeyCap = 8
+
+var partialResultsBufferPool = sync.Pool{
+	New: func() any {
+		s := make([][]aggfuncs.PartialResult, 0, defaultPartialResultsBufferCap)
+		return &s
+	},
+}
+
+var groupKeyPool = sync.Pool{
+	New: func() any {
+		s := make([][]byte, 0, defaultGroupKeyCap)
+		return &s
+	},
+}
+
+func getBuffer() (*[][]aggfuncs.PartialResult, *[][]byte) {
+	partialResultsBuffer := partialResultsBufferPool.Get().(*[][]aggfuncs.PartialResult)
+	*partialResultsBuffer = (*partialResultsBuffer)[:0]
+	groupKey := groupKeyPool.Get().(*[][]byte)
+	*groupKey = (*groupKey)[:0]
+	return partialResultsBuffer, groupKey
+}
+
+// tryRecycleBuffer recycles small buffers only. This approach reduces the CPU pressure
+// from memory allocation during high concurrency aggregation computations (like DDL's scheduled tasks),
+// and also prevents the pool from holding too much memory and causing memory pressure.
+func tryRecycleBuffer(buf *[][]aggfuncs.PartialResult, groupKey *[][]byte) {
+	if cap(*buf) <= defaultPartialResultsBufferCap {
+		partialResultsBufferPool.Put(buf)
+	}
+	if cap(*groupKey) <= defaultGroupKeyCap {
+		groupKeyPool.Put(groupKey)
+	}
+}
+
 func closeBaseExecutor(b *exec.BaseExecutor) {
 	if r := recover(); r != nil {
 		// Release the resource, but throw the panic again and let the top level handle it.