diff --git a/flow/connectors/postgres/qrep_query_executor.go b/flow/connectors/postgres/qrep_query_executor.go
index 52648249e3..dd0d6a2438 100644
--- a/flow/connectors/postgres/qrep_query_executor.go
+++ b/flow/connectors/postgres/qrep_query_executor.go
@@ -130,7 +130,7 @@ func (qe *QRepQueryExecutor) ProcessRows(
 	fieldDescriptions []pgconn.FieldDescription,
 ) (*model.QRecordBatch, error) {
 	// Initialize the record slice
-	records := make([]model.QRecord, 0)
+	records := make([][]qvalue.QValue, 0)
 	qe.logger.Info("Processing rows")
 	// Iterate over the rows
 	for rows.Next() {
@@ -284,7 +284,7 @@ func (qe *QRepQueryExecutor) ExecuteAndProcessQuery(
 		}
 		batch := &model.QRecordBatch{
 			NumRecords: 0,
-			Records:    make([]model.QRecord, 0),
+			Records:    make([][]qvalue.QValue, 0),
 			Schema:     schema.Schema,
 		}
 		for record := range stream.Records {
@@ -437,14 +437,14 @@ func (qe *QRepQueryExecutor) ExecuteAndProcessQueryStreamWithTx(
 
 func mapRowToQRecord(row pgx.Rows, fds []pgconn.FieldDescription,
 	customTypeMap map[uint32]string,
-) (model.QRecord, error) {
+) ([]qvalue.QValue, error) {
 	// make vals an empty array of QValue of size len(fds)
-	record := model.NewQRecord(len(fds))
+	record := make([]qvalue.QValue, len(fds))
 
 	values, err := row.Values()
 	if err != nil {
 		slog.Error("[pg_query_executor] failed to get values from row", slog.Any("error", err))
-		return model.QRecord{}, fmt.Errorf("failed to scan row: %w", err)
+		return nil, fmt.Errorf("failed to scan row: %w", err)
 	}
 
 	for i, fd := range fds {
@@ -454,9 +454,9 @@ func mapRowToQRecord(row pgx.Rows, fds []pgconn.FieldDescription,
 			tmp, err := parseFieldFromPostgresOID(fd.DataTypeOID, values[i])
 			if err != nil {
 				slog.Error("[pg_query_executor] failed to parse field", slog.Any("error", err))
-				return model.QRecord{}, fmt.Errorf("failed to parse field: %w", err)
+				return nil, fmt.Errorf("failed to parse field: %w", err)
 			}
-			record.Set(i, tmp)
+			record[i] = tmp
 		} else {
 			customQKind := customTypeToQKind(typeName)
 			if customQKind == qvalue.QValueKindGeography || customQKind == qvalue.QValueKindGeometry {
@@ -468,11 +468,10 @@ func mapRowToQRecord(row pgx.Rows, fds []pgconn.FieldDescription,
 					values[i] = wkt
 				}
 			}
-			customTypeVal := qvalue.QValue{
+			record[i] = qvalue.QValue{
 				Kind:  customQKind,
 				Value: values[i],
 			}
-			record.Set(i, customTypeVal)
 		}
 	}
 
diff --git a/flow/connectors/postgres/qrep_query_executor_test.go b/flow/connectors/postgres/qrep_query_executor_test.go
index db5a04d93f..fc336e2070 100644
--- a/flow/connectors/postgres/qrep_query_executor_test.go
+++ b/flow/connectors/postgres/qrep_query_executor_test.go
@@ -95,8 +95,8 @@ func TestExecuteAndProcessQuery(t *testing.T) {
 		t.Fatalf("expected 1 record, got %v", len(batch.Records))
 	}
 
-	if batch.Records[0].Entries[1].Value != "testdata" {
-		t.Fatalf("expected 'testdata', got %v", batch.Records[0].Entries[0].Value)
+	if batch.Records[0][1].Value != "testdata" {
+		t.Fatalf("expected 'testdata', got %v", batch.Records[0][0].Value)
 	}
 }
 
@@ -212,52 +212,52 @@ func TestAllDataTypes(t *testing.T) {
 	record := batch.Records[0]
 
 	expectedBool := true
-	if record.Entries[0].Value.(bool) != expectedBool {
-		t.Fatalf("expected %v, got %v", expectedBool, record.Entries[0].Value)
+	if record[0].Value.(bool) != expectedBool {
+		t.Fatalf("expected %v, got %v", expectedBool, record[0].Value)
 	}
 
 	expectedInt4 := int32(2)
-	if record.Entries[1].Value.(int32) != expectedInt4 {
-		t.Fatalf("expected %v, got %v", expectedInt4, record.Entries[1].Value)
+	if record[1].Value.(int32) != expectedInt4 {
+		t.Fatalf("expected %v, got %v", expectedInt4, record[1].Value)
 	}
 
 	expectedInt8 := int64(3)
-	if record.Entries[2].Value.(int64) != expectedInt8 {
-		t.Fatalf("expected %v, got %v", expectedInt8, record.Entries[2].Value)
+	if record[2].Value.(int64) != expectedInt8 {
+		t.Fatalf("expected %v, got %v", expectedInt8, record[2].Value)
 	}
 
 	expectedFloat4 := float32(1.1)
-	if record.Entries[3].Value.(float32) != expectedFloat4 {
-		t.Fatalf("expected %v, got %v", expectedFloat4, record.Entries[3].Value)
+	if record[3].Value.(float32) != expectedFloat4 {
+		t.Fatalf("expected %v, got %v", expectedFloat4, record[3].Value)
 	}
 
 	expectedFloat8 := float64(2.2)
-	if record.Entries[4].Value.(float64) != expectedFloat8 {
-		t.Fatalf("expected %v, got %v", expectedFloat8, record.Entries[4].Value)
+	if record[4].Value.(float64) != expectedFloat8 {
+		t.Fatalf("expected %v, got %v", expectedFloat8, record[4].Value)
 	}
 
 	expectedText := "text"
-	if record.Entries[5].Value.(string) != expectedText {
-		t.Fatalf("expected %v, got %v", expectedText, record.Entries[5].Value)
+	if record[5].Value.(string) != expectedText {
+		t.Fatalf("expected %v, got %v", expectedText, record[5].Value)
 	}
 
 	expectedBytea := []byte("bytea")
-	if !bytes.Equal(record.Entries[6].Value.([]byte), expectedBytea) {
-		t.Fatalf("expected %v, got %v", expectedBytea, record.Entries[6].Value)
+	if !bytes.Equal(record[6].Value.([]byte), expectedBytea) {
+		t.Fatalf("expected %v, got %v", expectedBytea, record[6].Value)
 	}
 
 	expectedJSON := `{"key":"value"}`
-	if record.Entries[7].Value.(string) != expectedJSON {
-		t.Fatalf("expected %v, got %v", expectedJSON, record.Entries[7].Value)
+	if record[7].Value.(string) != expectedJSON {
+		t.Fatalf("expected %v, got %v", expectedJSON, record[7].Value)
 	}
 
-	actualUUID := record.Entries[8].Value.([16]uint8)
+	actualUUID := record[8].Value.([16]uint8)
 	if !bytes.Equal(actualUUID[:], savedUUID[:]) {
 		t.Fatalf("expected %v, got %v", savedUUID, actualUUID)
 	}
 
 	expectedNumeric := "123.456"
-	actualNumeric := record.Entries[10].Value.(*big.Rat).FloatString(3)
+	actualNumeric := record[10].Value.(*big.Rat).FloatString(3)
 	if actualNumeric != expectedNumeric {
 		t.Fatalf("expected %v, got %v", expectedNumeric, actualNumeric)
 	}
diff --git a/flow/connectors/snowflake/avro_file_writer_test.go b/flow/connectors/snowflake/avro_file_writer_test.go
index 1e531ca3ac..28680e4249 100644
--- a/flow/connectors/snowflake/avro_file_writer_test.go
+++ b/flow/connectors/snowflake/avro_file_writer_test.go
@@ -98,7 +98,7 @@ func generateRecords(
 	// Create sample records
 	records := &model.QRecordBatch{
 		NumRecords: numRows,
-		Records:    make([]model.QRecord, numRows),
+		Records:    make([][]qvalue.QValue, numRows),
 		Schema:     schema,
 	}
 
@@ -121,9 +121,7 @@ func generateRecords(
 			}
 		}
 
-		records.Records[row] = model.QRecord{
-			Entries: entries,
-		}
+		records.Records[row] = entries
 	}
 
 	stream, err := records.ToQRecordStream(1024)
diff --git a/flow/connectors/sql/query_executor.go b/flow/connectors/sql/query_executor.go
index b5e699e067..632a5c5ef4 100644
--- a/flow/connectors/sql/query_executor.go
+++ b/flow/connectors/sql/query_executor.go
@@ -173,7 +173,7 @@ func (g *GenericSQLQueryExecutor) processRows(rows *sqlx.Rows) (*model.QRecordBa
 		qfields[i] = qfield
 	}
 
-	var records []model.QRecord
+	var records [][]qvalue.QValue
 	totalRowsProcessed := 0
 	const heartBeatNumRows = 25000
 
@@ -237,13 +237,7 @@ func (g *GenericSQLQueryExecutor) processRows(rows *sqlx.Rows) (*model.QRecordBa
 			qValues[i] = qv
 		}
 
-		// Create a QRecord
-		record := model.NewQRecord(len(qValues))
-		for i, qv := range qValues {
-			record.Set(i, qv)
-		}
-
-		records = append(records, record)
+		records = append(records, qValues)
 		totalRowsProcessed += 1
 
 		if totalRowsProcessed%heartBeatNumRows == 0 {
diff --git a/flow/connectors/utils/stream.go b/flow/connectors/utils/stream.go
index 59602b676a..898acd03b5 100644
--- a/flow/connectors/utils/stream.go
+++ b/flow/connectors/utils/stream.go
@@ -183,9 +183,6 @@ func recordToQRecordOrError(tableMapping map[string]uint32, batchID int64, recor
 	}
 
 	return model.QRecordOrError{
-		Record: model.QRecord{
-			NumEntries: 8,
-			Entries:    entries[:],
-		},
+		Record: entries[:],
 	}
 }
diff --git a/flow/e2e/bigquery/bigquery_helper.go b/flow/e2e/bigquery/bigquery_helper.go
index 0d024f9dc7..7eb7881548 100644
--- a/flow/e2e/bigquery/bigquery_helper.go
+++ b/flow/e2e/bigquery/bigquery_helper.go
@@ -334,7 +334,7 @@ func (b *BigQueryTestHelper) ExecuteAndProcessQuery(query string) (*model.QRecor
 		return nil, fmt.Errorf("failed to run command: %w", err)
 	}
 
-	var records []model.QRecord
+	var records [][]qvalue.QValue
 	for {
 		var row []bigquery.Value
 		err := it.Next(&row)
@@ -355,13 +355,7 @@ func (b *BigQueryTestHelper) ExecuteAndProcessQuery(query string) (*model.QRecor
 			qValues[i] = qv
 		}
 
-		// Create a QRecord
-		record := model.NewQRecord(len(qValues))
-		for i, qv := range qValues {
-			record.Set(i, qv)
-		}
-
-		records = append(records, record)
+		records = append(records, qValues)
 	}
 
 	// Now you should fill the column names as well. Here we assume the schema is
@@ -518,5 +512,5 @@ func (b *BigQueryTestHelper) RunInt64Query(query string) (int64, error) {
 		return 0, fmt.Errorf("expected only 1 record, got %d", recordBatch.NumRecords)
 	}
 
-	return recordBatch.Records[0].Entries[0].Value.(int64), nil
+	return recordBatch.Records[0][0].Value.(int64), nil
 }
diff --git a/flow/e2e/bigquery/peer_flow_bq_test.go b/flow/e2e/bigquery/peer_flow_bq_test.go
index c195ab5e56..651f5551a4 100644
--- a/flow/e2e/bigquery/peer_flow_bq_test.go
+++ b/flow/e2e/bigquery/peer_flow_bq_test.go
@@ -82,7 +82,7 @@ func (s PeerFlowE2ETestSuiteBQ) checkJSONValue(tableName, colName, fieldName, va
 		return fmt.Errorf("json value check failed: %v", err)
 	}
 
-	jsonVal := res.Records[0].Entries[0].Value
+	jsonVal := res.Records[0][0].Value
 	if jsonVal != value {
 		return fmt.Errorf("bad json value in field %s of column %s: %v. expected: %v", fieldName, colName, jsonVal, value)
 	}
@@ -114,7 +114,7 @@ func (s *PeerFlowE2ETestSuiteBQ) checkPeerdbColumns(dstQualified string, softDel
 	recordCount := 0
 
 	for _, record := range recordBatch.Records {
-		for _, entry := range record.Entries {
+		for _, entry := range record {
 			if entry.Kind == qvalue.QValueKindBoolean {
 				isDeleteVal, ok := entry.Value.(bool)
 				if !(ok && isDeleteVal) {
diff --git a/flow/e2e/snowflake/qrep_flow_sf_test.go b/flow/e2e/snowflake/qrep_flow_sf_test.go
index 574869ac82..ac90de1770 100644
--- a/flow/e2e/snowflake/qrep_flow_sf_test.go
+++ b/flow/e2e/snowflake/qrep_flow_sf_test.go
@@ -26,7 +26,7 @@ func (s PeerFlowE2ETestSuiteSF) checkJSONValue(tableName, colName, fieldName, va
 		return fmt.Errorf("json value check failed: %v", err)
 	}
 
-	jsonVal := res.Records[0].Entries[0].Value
+	jsonVal := res.Records[0][0].Value
 	if jsonVal != value {
 		return fmt.Errorf("bad json value in field %s of column %s: %v. expected: %v", fieldName, colName, jsonVal, value)
 	}
diff --git a/flow/e2e/snowflake/snowflake_helper.go b/flow/e2e/snowflake/snowflake_helper.go
index 88ce61e60d..1c4b9d2bb9 100644
--- a/flow/e2e/snowflake/snowflake_helper.go
+++ b/flow/e2e/snowflake/snowflake_helper.go
@@ -159,21 +159,21 @@ func (s *SnowflakeTestHelper) RunIntQuery(query string) (int, error) {
 	}
 
 	rec := rows.Records[0]
-	if rec.NumEntries != 1 {
-		return 0, fmt.Errorf("failed to execute query: %s, returned %d != 1 columns", query, rec.NumEntries)
+	if len(rec) != 1 {
+		return 0, fmt.Errorf("failed to execute query: %s, returned %d != 1 columns", query, len(rec))
 	}
 
-	switch rec.Entries[0].Kind {
+	switch rec[0].Kind {
 	case qvalue.QValueKindInt32:
-		return int(rec.Entries[0].Value.(int32)), nil
+		return int(rec[0].Value.(int32)), nil
 	case qvalue.QValueKindInt64:
-		return int(rec.Entries[0].Value.(int64)), nil
+		return int(rec[0].Value.(int64)), nil
 	case qvalue.QValueKindNumeric:
 		// get big.Rat and convert to int
-		rat := rec.Entries[0].Value.(*big.Rat)
+		rat := rec[0].Value.(*big.Rat)
 		return int(rat.Num().Int64() / rat.Denom().Int64()), nil
 	default:
-		return 0, fmt.Errorf("failed to execute query: %s, returned value of type %s", query, rec.Entries[0].Kind)
+		return 0, fmt.Errorf("failed to execute query: %s, returned value of type %s", query, rec[0].Kind)
 	}
 }
 
@@ -185,7 +185,7 @@ func (s *SnowflakeTestHelper) checkSyncedAt(query string) error {
 	}
 
 	for _, record := range recordBatch.Records {
-		for _, entry := range record.Entries {
+		for _, entry := range record {
 			if entry.Kind != qvalue.QValueKindTimestamp {
 				return fmt.Errorf("synced_at column check failed: _PEERDB_SYNCED_AT is not timestamp")
 			}
diff --git a/flow/e2eshared/e2eshared.go b/flow/e2eshared/e2eshared.go
index 9ac22762f8..9b5bd289a9 100644
--- a/flow/e2eshared/e2eshared.go
+++ b/flow/e2eshared/e2eshared.go
@@ -11,6 +11,7 @@ import (
 	"github.com/jackc/pgx/v5/pgxpool"
 
 	"github.com/PeerDB-io/peer-flow/model"
+	"github.com/PeerDB-io/peer-flow/model/qvalue"
 )
 
 type Suite interface {
@@ -68,16 +69,16 @@ func ReadFileToBytes(path string) ([]byte, error) {
 }
 
 // checks if two QRecords are identical
-func CheckQRecordEquality(t *testing.T, q model.QRecord, other model.QRecord) bool {
+func CheckQRecordEquality(t *testing.T, q []qvalue.QValue, other []qvalue.QValue) bool {
 	t.Helper()
 
-	if q.NumEntries != other.NumEntries {
-		t.Logf("unequal entry count: %d != %d", q.NumEntries, other.NumEntries)
+	if len(q) != len(other) {
+		t.Logf("unequal entry count: %d != %d", len(q), len(other))
 		return false
 	}
 
-	for i, entry := range q.Entries {
-		otherEntry := other.Entries[i]
+	for i, entry := range q {
+		otherEntry := other[i]
 		if !entry.Equals(otherEntry) {
 			t.Logf("entry %d: %v != %v", i, entry, otherEntry)
 			return false
diff --git a/flow/model/conversion_avro.go b/flow/model/conversion_avro.go
index 9b3e97fff9..1bbbcc2cb2 100644
--- a/flow/model/conversion_avro.go
+++ b/flow/model/conversion_avro.go
@@ -8,14 +8,14 @@ import (
 )
 
 type QRecordAvroConverter struct {
-	QRecord        QRecord
+	QRecord        []qvalue.QValue
 	TargetDWH      qvalue.QDWHType
 	NullableFields map[string]struct{}
 	ColNames       []string
 }
 
 func NewQRecordAvroConverter(
-	q QRecord,
+	q []qvalue.QValue,
 	targetDWH qvalue.QDWHType,
 	nullableFields map[string]struct{},
 	colNames []string,
@@ -31,12 +31,12 @@ func NewQRecordAvroConverter(
 func (qac *QRecordAvroConverter) Convert() (map[string]interface{}, error) {
 	m := map[string]interface{}{}
 
-	for idx := range qac.QRecord.Entries {
+	for idx, val := range qac.QRecord {
 		key := qac.ColNames[idx]
 		_, nullable := qac.NullableFields[key]
 
 		avroConverter := qvalue.NewQValueAvroConverter(
-			qac.QRecord.Entries[idx],
+			val,
 			qac.TargetDWH,
 			nullable,
 		)
diff --git a/flow/model/qrecord.go b/flow/model/qrecord.go
deleted file mode 100644
index ab7fbca24e..0000000000
--- a/flow/model/qrecord.go
+++ /dev/null
@@ -1,23 +0,0 @@
-package model
-
-import (
-	"github.com/PeerDB-io/peer-flow/model/qvalue"
-)
-
-type QRecord struct {
-	NumEntries int
-	Entries    []qvalue.QValue
-}
-
-// create a new QRecord with n values
-func NewQRecord(n int) QRecord {
-	return QRecord{
-		NumEntries: n,
-		Entries:    make([]qvalue.QValue, n),
-	}
-}
-
-// Sets the value at the given index
-func (q QRecord) Set(idx int, value qvalue.QValue) {
-	q.Entries[idx] = value
-}
diff --git a/flow/model/qrecord_batch.go b/flow/model/qrecord_batch.go
index 9b18dfbbc0..9ffec360cd 100644
--- a/flow/model/qrecord_batch.go
+++ b/flow/model/qrecord_batch.go
@@ -13,10 +13,10 @@ import (
 	"github.com/PeerDB-io/peer-flow/model/qvalue"
 )
 
-// QRecordBatch holds a batch of QRecord objects.
+// QRecordBatch holds a batch of []QValue slices
 type QRecordBatch struct {
 	NumRecords uint32 // NumRecords represents the number of records in the batch.
-	Records    []QRecord
+	Records    [][]qvalue.QValue
 	Schema     *QRecordSchema
 }
 
@@ -90,10 +90,10 @@ func (src *QRecordBatchCopyFromSource) Values() ([]interface{}, error) {
 	}
 
 	record := src.currentRecord.Record
-	numEntries := len(record.Entries)
+	numEntries := len(record)
 
 	values := make([]interface{}, numEntries)
-	for i, qValue := range record.Entries {
+	for i, qValue := range record {
 		if qValue.Value == nil {
 			values[i] = nil
 			continue
diff --git a/flow/model/qrecord_stream.go b/flow/model/qrecord_stream.go
index a293e66ebb..83ac85032d 100644
--- a/flow/model/qrecord_stream.go
+++ b/flow/model/qrecord_stream.go
@@ -1,9 +1,13 @@
 package model
 
-import "fmt"
+import (
+	"fmt"
+
+	"github.com/PeerDB-io/peer-flow/model/qvalue"
+)
 
 type QRecordOrError struct {
-	Record QRecord
+	Record []qvalue.QValue
 	Err    error
 }
 
diff --git a/flow/model/qrecord_test.go b/flow/model/qrecord_test.go
index 775d0c81fd..6c685a8f41 100644
--- a/flow/model/qrecord_test.go
+++ b/flow/model/qrecord_test.go
@@ -8,7 +8,6 @@ import (
 	"github.com/stretchr/testify/assert"
 
 	"github.com/PeerDB-io/peer-flow/e2eshared"
-	"github.com/PeerDB-io/peer-flow/model"
 	"github.com/PeerDB-io/peer-flow/model/qvalue"
 )
 
@@ -18,62 +17,32 @@ func TestEquals(t *testing.T) {
 
 	tests := []struct {
 		name string
-		q1   model.QRecord
-		q2   model.QRecord
+		q1   []qvalue.QValue
+		q2   []qvalue.QValue
 		want bool
 	}{
 		{
 			name: "Equal - Same UUID",
-			q1: model.QRecord{
-				NumEntries: 1,
-				Entries:    []qvalue.QValue{{Kind: qvalue.QValueKindUUID, Value: uuidVal1}},
-			},
-			q2: model.QRecord{
-				NumEntries: 1,
-				Entries: []qvalue.QValue{
-					{Kind: qvalue.QValueKindString, Value: uuidVal1.String()},
-				},
-			},
+			q1:   []qvalue.QValue{{Kind: qvalue.QValueKindUUID, Value: uuidVal1}},
+			q2:   []qvalue.QValue{{Kind: qvalue.QValueKindString, Value: uuidVal1.String()}},
 			want: true,
 		},
 		{
 			name: "Not Equal - Different UUID",
-			q1: model.QRecord{
-				NumEntries: 1,
-				Entries:    []qvalue.QValue{{Kind: qvalue.QValueKindUUID, Value: uuidVal1}},
-			},
-			q2: model.QRecord{
-				NumEntries: 1,
-				Entries:    []qvalue.QValue{{Kind: qvalue.QValueKindUUID, Value: uuidVal2}},
-			},
+			q1:   []qvalue.QValue{{Kind: qvalue.QValueKindUUID, Value: uuidVal1}},
+			q2:   []qvalue.QValue{{Kind: qvalue.QValueKindUUID, Value: uuidVal2}},
 			want: false,
 		},
 		{
 			name: "Equal - Same numeric",
-			q1: model.QRecord{
-				NumEntries: 1,
-				Entries: []qvalue.QValue{
-					{Kind: qvalue.QValueKindNumeric, Value: big.NewRat(10, 2)},
-				},
-			},
-			q2: model.QRecord{
-				NumEntries: 1,
-				Entries:    []qvalue.QValue{{Kind: qvalue.QValueKindString, Value: "5"}},
-			},
+			q1:   []qvalue.QValue{{Kind: qvalue.QValueKindNumeric, Value: big.NewRat(10, 2)}},
+			q2:   []qvalue.QValue{{Kind: qvalue.QValueKindString, Value: "5"}},
 			want: true,
 		},
 		{
 			name: "Not Equal - Different numeric",
-			q1: model.QRecord{
-				NumEntries: 1,
-				Entries: []qvalue.QValue{
-					{Kind: qvalue.QValueKindNumeric, Value: big.NewRat(10, 2)},
-				},
-			},
-			q2: model.QRecord{
-				NumEntries: 1,
-				Entries:    []qvalue.QValue{{Kind: qvalue.QValueKindNumeric, Value: "4.99"}},
-			},
+			q1:   []qvalue.QValue{{Kind: qvalue.QValueKindNumeric, Value: big.NewRat(10, 2)}},
+			q2:   []qvalue.QValue{{Kind: qvalue.QValueKindNumeric, Value: "4.99"}},
 			want: false,
 		},
 	}